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ai.ludo/game-assets

Ludo AI Game Assets

Generate game assets with AI: sprites, 3D models, animations, sound effects, music, and voices.

Status
Healthy
Score
72.2
Transport
streamable-http
Tools
21

Production readiness

Verdict
Needs remediation
Current validation evidence shows operational or discovery gaps that should be fixed first.
Critical alerts
0
Production verdicts degrade quickly when critical alerts are active.

Evidence confidence

Confidence score
65.0
Based on 20 recent validations, 26 captured checks, and validation age of 605.0 hours.
Live checks captured
26
More direct checks increase trust in the current verdict.
Validation age
605.0h
Lower age means fresher evidence.

Recommended for

Claude Desktop
Claude Desktop is marked compatible with score 83.
Smithery
Smithery is marked compatible with score 80.
Generic Streamable HTTP
Generic Streamable HTTP is marked compatible with score 100.

Client readiness verdicts

Ready for ChatGPT custom connector
Partial
OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.; Transport compliance should be in good shape.
Confidence: medium (65.0)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history, server_card
Disagreements: none
  • initializeOK
  • tools_listOK
  • transport_compliance_probeError
  • step_up_auth_probeMissing
  • connector_replay_probeOK — Frozen tool snapshots must survive refresh.
  • request_association_probeMissing — Roots, sampling, and elicitation should stay request-scoped.
Ready for Claude remote MCP
Ready
Transport behavior should match Claude-compatible HTTP expectations.
Confidence: medium (65.0)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history, server_card
Disagreements: none
  • initializeOK
  • tools_listOK
  • transport_compliance_probeError
Unsafe for write actions
Yes
High-risk write, exec, or destructive tools need stronger auth and confirmation semantics.
Confidence: medium (65.0)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history
Disagreements: none
  • action_safety_probeError
Snapshot churn risk
Low
No material tool-surface churn detected in the latest comparison.
Confidence: medium (65.0)
Evidence provenance
Winner: history
Supporting sources: history, live_validation
Disagreements: none
  • tool_snapshot_probeOK
  • connector_replay_probeOK

Why not ready by client

ChatGPT custom connector
Partial
Remediation checklist
  • No explicit blockers recorded.
Claude remote MCP
Ready
Remediation checklist
  • No explicit blockers recorded.
Write-safe publishing
Blocked
Remediation checklist
  • No explicit blockers recorded.

Verdict traces

Production verdict
Needs remediation
Current validation evidence shows operational or discovery gaps that should be fixed first.
Confidence: medium (65.0)
Winning source: live_validation
Triggering alerts
  • validation_stale • medium • Validation evidence is stale
Client verdict trace table
VerdictStatusChecksWinning sourceConflicts
openai_connectors Partial initialize, tools_list, transport_compliance_probe, step_up_auth_probe, connector_replay_probe, request_association_probe live_validation none
claude_desktop Ready initialize, tools_list, transport_compliance_probe live_validation none
unsafe_for_write_actions Yes action_safety_probe live_validation none
snapshot_churn_risk Low tool_snapshot_probe, connector_replay_probe history none

Publishability policy profiles

ChatGPT custom connector publishability
Caution
OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.; Transport compliance should be in good shape.
  • Search Fetch Only: No
  • Write Actions Present: Yes
  • Oauth Configured: No
  • Admin Refresh Required: No
  • Safe For Company Knowledge: No
  • Safe For Messages Api Remote Mcp: No
Claude remote MCP publishability
Ready
Transport behavior should match Claude-compatible HTTP expectations.
  • Search Fetch Only: No
  • Write Actions Present: Yes
  • Oauth Configured: No
  • Admin Refresh Required: No
  • Safe For Company Knowledge: No
  • Safe For Messages Api Remote Mcp: No

Compatibility fixtures

ChatGPT custom connector fixture
Degraded
OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.; Transport compliance should be in good shape.
  • remote_http_endpoint: Passes
  • oauth_discovery: Degraded
  • frozen_tool_snapshot_refresh: Passes
  • request_association: Passes
Anthropic remote MCP fixture
Degraded
Transport behavior should match Claude-compatible HTTP expectations.
  • remote_transport: Passes
  • tool_discovery: Passes
  • auth_connect: Passes
  • safe_write_review: Degraded

Authenticated validation sessions

Latest profile
remote_mcp
Authenticated session used
Public score isolation
Preview endpoint
/v1/verify
CI preview endpoint
/v1/ci/preview

Public server reputation

Validation success 7d
n/a
Validation success 30d
1.0
Mean time to recover
n/a
Breaking diffs 30d
0
Registry drift frequency 30d
0
Snapshot changes 30d
0

Incident & change feed

TimestampEventDetails
Apr 09, 2026 12:52:43 AM UTC Latest validation: healthy Score 72.2 with status healthy.

Capabilities

Use-case taxonomy
other

Security posture

Tools analyzed
21
High-risk tools
0
Destructive tools
1
Exec tools
0
Egress tools
0
Secret tools
1
Bulk-access tools
0
Risk distribution
medium:21

Tool capability & risk inventory

ToolCapabilitiesRiskFindingsNotes
validateApiKeyEndpoint secrets Medium secret material access No explicit safeguard hints detected.
createImage write network Medium none No explicit safeguard hints detected.
generateWithStyle network Medium none No explicit safeguard hints detected.
editImage network Medium none No explicit safeguard hints detected.
animateSprite write network Medium none No explicit safeguard hints detected.
generatePose network Medium none No explicit safeguard hints detected.
transferMotion network Medium none No explicit safeguard hints detected.
listAnimationPresets read write Medium none No explicit safeguard hints detected.
createVideo write network Medium none No explicit safeguard hints detected.
removeBackground write delete network Medium destructive operation No explicit safeguard hints detected.
create3DModel write network Medium none No explicit safeguard hints detected.
createSoundEffect write network Medium none No explicit safeguard hints detected.
createMusic write network Medium none No explicit safeguard hints detected.
createVoice write network Medium none No explicit safeguard hints detected.
createSpeech write network Medium none No explicit safeguard hints detected.
createSpeechPreset write network Medium none No explicit safeguard hints detected.
getImageResults read network Medium none No explicit safeguard hints detected.
getSpriteResults read network Medium none No explicit safeguard hints detected.
getVideoResults read network Medium none No explicit safeguard hints detected.
getAudioResults read network Medium none No explicit safeguard hints detected.
get3DModelResults read network Medium none No explicit safeguard hints detected.

Write-action governance

Governance status
Error
Safe to publish
Auth boundary
public_or_unclear
Blast radius
Medium
High-risk tools
0
Confirmation signals
none
Safeguard count
0

Status detail: 1 destructive tool(s) are exposed without a clear auth boundary; no safeguards or confirmation signals detected.

ToolRiskFlagsSafeguards
No high-risk tools were detected on the latest run.

Action-controls diff

Snapshot changed
no
Disabled-by-default candidates
none
Manual review candidates
none
New actions
ActionRiskFlags
No newly added actions.
Changed actions
ActionChange typesRisk
No materially changed actions.

Why this score?

Access & Protocol
30/44
Connectivity, auth, and transport expectations for common clients.
Interface Quality
33/56
How well the tool/resource interface communicates and behaves under automation.
Security Posture
26/36
How safely the exposed tool surface handles destructive actions, egress, execution, secrets, and risky inputs.
Reliability & Trust
24/24
Operational stability, consistency, and trustworthiness over time.
Discovery & Governance
22.5/28
How well the server is documented, listed, and governed in public registries.
Adoption & Market
6/8
Adoption clues and public evidence that the server is intended for external use.

Algorithmic score breakdown

Auth Operability
2/4
Measures whether auth discovery and protected access behave predictably for clients.
Error Contract Quality
0/4
Grades machine-readable error structure, status alignment, and remediation hints.
Rate-Limit Semantics
2/4
Checks whether quota/throttle responses are deterministic and automation-friendly.
Schema Completeness
2/4
Completeness of tool descriptions, parameter docs, examples, and schema shape.
Backward Compatibility
4/4
Stability score across tool schema/name drift relative to prior validations.
SLO Health
4/4
Availability, latency, and burst-failure profile across recent validation history.
Security Hygiene
4/4
HTTPS posture, endpoint hygiene, and response-surface hardening checks.
Task Success
4/4
Can an agent reliably initialize, enumerate tools, and execute core MCP flows?
Trust Confidence
4/4
Confidence-adjusted reliability score that penalizes low evidence volume.
Abuse/Noise Resilience
4/4
How well the server preserves core behavior in the presence of noisy traffic patterns.
Prompt Contract
2/4
Quality of prompt metadata, argument shape, and prompt discoverability for clients.
Resource Contract
2/4
How completely resources and resource templates describe URIs, types, and usage shape.
Discovery Metadata
4/4
Homepage, docs, icon, repository, support, and license coverage for directory consumers.
Registry Consistency
2/4
Agreement between stored registry metadata, live server-card data, and current validation output.
Installability
4/4
How cleanly a real client can connect, initialize, enumerate tools, and proceed through auth.
Session Semantics
4/4
Determinism and state behavior across repeated MCP calls, including sticky-session surprises.
Tool Surface Design
3/4
Naming clarity, schema ergonomics, and parameter complexity across the tool surface.
Result Shape Stability
3/4
Stability of declared output schemas across validations, with penalties for drift or missing shapes.
OAuth Interop
3/4
Depth and client compatibility of OAuth/OIDC metadata beyond the minimal protected-resource check.
Recovery Semantics
0/4
Whether failures include actionable machine-readable next steps such as retry or upgrade guidance.
Maintenance Signal
4/4
Versioning, update recency, and historical validation cadence that indicate active stewardship.
Adoption Signal
3/4
Directory presence and distribution clues that suggest the server is intended for external use.
Freshness Confidence
4/4
Confidence that recent validations are current enough and dense enough to trust operationally.
Transport Fidelity
4/4
Whether declared transport metadata matches the observed endpoint behavior and response formats.
Spec Recency
2/4
How close the server’s claimed MCP protocol version is to the latest known public revision.
Session Resume
3/4
Whether Streamable HTTP session identifiers and resumed requests behave cleanly for real clients.
Step-Up Auth
3/4
Whether OAuth metadata and WWW-Authenticate challenges support granular, incremental consent instead of broad upfront scopes.
Transport Compliance
0/4
Checks session headers, protocol-version enforcement, session teardown, and expired-session behavior.
Utility Coverage
2/4
Signals support for completions, pagination, and task-oriented utility surfaces that larger clients increasingly expect.
Advanced Capability Coverage
2/4
Coverage of newer MCP surfaces like roots, sampling, elicitation, structured output, and related metadata.
Connector Publishability
3/4
How ready the server looks for client catalogs and managed connector programs.
Tool Snapshot Churn
4/4
Stability of the tool surface across recent validations, including add/remove and output-shape drift.
Connector Replay
4/4
Whether a previously published frozen connector snapshot would remain backward compatible after the latest tool refresh.
Request Association
3/4
Whether roots, sampling, and elicitation appear tied to active client requests instead of arriving unsolicited on idle sessions.
Interactive Flow Safety
3/4
Whether prompts and docs steer users toward safe auth flows instead of pasting secrets directly.
Action Safety
2/4
Risk-weighted view of destructive, exec, egress, and confirmation semantics across the tool surface.
Official Registry Presence
4/4
Whether the server appears directly or indirectly in the official MCP registry.
Provenance Divergence
4/4
How closely official registry metadata, the live server card, and public repo/package signals agree with each other.
Safety Transparency
2/4
Clarity of docs, auth disclosure, support links, and other trust signals visible to integrators.
Tool Capability Clarity
4/4
How clearly the tool surface communicates whether each action reads, writes, deletes, executes, or exports data.
Destructive Operation Safety
2/4
Penalizes delete/revoke/destroy style tools unless auth and safeguards reduce blast radius.
Egress / SSRF Resilience
3/4
Assesses arbitrary URL fetch, crawl, webhook, and remote-request exposure on the tool surface.
Execution / Sandbox Safety
4/4
Evaluates shell, code, script, and command-execution exposure and whether that surface appears contained.
Data Exfiltration Resilience
3/4
Assesses export, dump, backup, and bulk-read behavior against the surrounding auth and safeguard signals.
Least Privilege Scope
2/4
Rewards scoped auth metadata and penalizes broad or missing scopes around privileged tools.
Secret Handling Hygiene
2/4
Assesses secret-bearing tools, token leakage risk, and whether the public surface avoids obvious secret exposure.
Supply Chain Signal
2.5/4
Public metadata signal for repository, changelog, license, versioning, and recency that supports supply-chain trust.
Input Sanitization Safety
3/4
Penalizes risky freeform string inputs when schemas do not constrain URLs, code, paths, queries, or templates.
Tool Namespace Clarity
3/4
Measures naming uniqueness and ambiguity across the tool namespace to reduce collision and confusion risk.

Compatibility profiles

OpenAI Connectors
66.7
partial
OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.; Transport compliance should be in good shape.
Connector URL: https://mcp.ludo.ai/mcp
# No OAuth metadata detected.
# Server: ai.ludo/game-assets
Claude Desktop
83.3
compatible
Transport behavior should match Claude-compatible HTTP expectations.
{
  "mcpServers": {
    "game-assets": {
      "command": "npx",
      "args": ["mcp-remote", "https://mcp.ludo.ai/mcp"]
    }
  }
}
Smithery
80.0
compatible
Machine-readable failure semantics should be present.
smithery mcp add "https://mcp.ludo.ai/mcp"
Generic Streamable HTTP
100.0
compatible
No major blockers detected.
curl -sS https://mcp.ludo.ai/mcp -H 'content-type: application/json' -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2025-03-26","capabilities":{},"clientInfo":{"name":"mcp-verify","version":"0.1.0"}}}'

Actionable remediation

SeverityRemediationWhy it mattersRecommended action
High Add confirmation and dry-run semantics for risky actions High-risk write, delete, exec, or egress tools should communicate safeguards clearly. Inspect the latest validation evidence and resolve the client-visible regression.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.
High Align session and protocol behavior with Streamable HTTP expectations Clients increasingly rely on MCP-Protocol-Version, session teardown, and expired-session semantics. Align MCP-Protocol-Version, MCP-Session-Id, DELETE teardown, and expired-session handling with the transport spec.
Playbook
  • Return `Mcp-Session-Id` and `Mcp-Protocol-Version` headers consistently on streamable HTTP responses.
  • Honor `DELETE` session teardown and return `404` when a deleted session is reused.
  • Reject invalid protocol-version headers with `400 Bad Request`.
High Associate roots, sampling, and elicitation with active client requests Modern MCP guidance expects roots, sampling, and elicitation traffic to be tied to an active client request instead of arriving unsolicited on idle sessions. Inspect the latest validation evidence and resolve the client-visible regression.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.
High Expose /.well-known/oauth-protected-resource Without a protected-resource document, OAuth clients cannot discover auth requirements reliably. Serve /.well-known/oauth-protected-resource and point it at your authorization server metadata.
Playbook
  • Serve `/.well-known/oauth-protected-resource` from the same host as the MCP endpoint.
  • Point it at the authorization server metadata URL.
  • Confirm clients receive consistent auth hints before tool execution.
High Publish OAuth authorization-server metadata Clients need authorization-server metadata to discover issuer, endpoints, and DCR support. Publish /.well-known/oauth-authorization-server from your issuer and include registration_endpoint when supported.
Playbook
  • Publish `/.well-known/oauth-authorization-server` from the issuer.
  • Add `registration_endpoint` if DCR is supported.
  • Verify issuer, authorization, token, and jwks metadata are all reachable.
High Publish a complete server card Missing or incomplete server-card metadata weakens discovery, documentation, and trust signals. Serve /.well-known/mcp/server-card.json and include tools, prompts/resources, homepage, and support links.
Playbook
  • Publish `/.well-known/mcp/server-card.json`.
  • Include homepage, repository, support, tools, prompts/resources, and auth metadata.
  • Revalidate the server after publishing the card.
High Stop asking users to paste secrets directly Public MCP servers should prefer OAuth or browser-based auth guidance over in-band secret collection. Inspect the latest validation evidence and resolve the client-visible regression.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.
Medium Adopt a current MCP protocol revision Older protocol revisions reduce compatibility with newer clients and registry programs. Inspect the latest validation evidence and resolve the client-visible regression.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.
Medium Close connector-publishing gaps Connector catalogs care about protocol recency, session behavior, auth clarity, and tool-surface stability. Inspect the latest validation evidence and resolve the client-visible regression.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.
Medium Document minimal scopes and return cleaner auth challenges Modern clients expect granular scopes and step-up auth signals such as WWW-Authenticate scope hints. Return granular scopes and WWW-Authenticate challenge hints instead of forcing overly broad auth upfront.
Playbook
  • Advertise the narrowest viable scopes in OAuth metadata.
  • Return `WWW-Authenticate` challenges with scope or insufficient-scope hints when additional consent is needed.
  • Revalidate with both public discovery and auth-required flows.
Medium Publish OpenID configuration OIDC metadata improves token validation and client compatibility. Expose /.well-known/openid-configuration with issuer, jwks_uri, and supported grants.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.
Medium Repair prompts/list or stop advertising prompts Prompt metadata should either work live or be removed from the advertised capability set. Only advertise prompts if prompts/list works and prompt arguments are documented.
Playbook
  • Only advertise prompts that are actually accessible.
  • Add prompt descriptions and argument docs.
  • Run a live `prompts/list` check after any prompt changes.
Medium Repair resources/list or stop advertising resources Resource metadata should either work live or be removed from the advertised capability set. Only advertise resources if resources/list works and resources expose stable URIs/types.
Playbook
  • Only advertise resources with stable URIs and read semantics.
  • Add MIME/type hints where possible.
  • Run a live `resources/list` and `resources/read` check after updates.
Medium Respond to validation evidence is stale Latest validation is 605.0 hours old. Trigger a fresh validation run or increase scheduler priority for this server.
Playbook
  • Queue a new validation run now.
  • Inspect whether the scheduler priority should be raised for this server.
  • Do not rely on stale evidence for production decisions.
Medium Support resumable HTTP sessions cleanly Modern MCP clients increasingly expect resumable session behavior on streamable HTTP transports. Inspect the latest validation evidence and resolve the client-visible regression.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.
Low Expose modern utility surfaces like completions, pagination, or tasks Utility coverage improves interoperability with larger clients and long-lived agent workflows. Expose completions, pagination, and task metadata where supported so larger clients can plan and resume work safely.
Playbook
  • Advertise `completions`, pagination cursors, and `tasks` only when they are actually supported.
  • Return `nextCursor` on large list operations when pagination is available.
  • Document task support and whether it requires step-up auth.
Low Publish newer MCP capability signals Roots, sampling, elicitation, structured outputs, and related metadata improve client understanding and ranking. Inspect the latest validation evidence and resolve the client-visible regression.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.

Point loss breakdown

ComponentCurrentPoints missing
Transport Compliance 0/4 -4.0
Recovery Semantics 0/4 -4.0
Error Contract 0/4 -4.0
Utility Coverage 2/4 -2.0
Spec Recency 2/4 -2.0
Secret Handling Hygiene 2/4 -2.0
Schema Completeness 2/4 -2.0
Safety Transparency 2/4 -2.0
Resource Contract 2/4 -2.0
Registry Consistency 2/4 -2.0
Rate Limit Semantics 2/4 -2.0
Prompt Contract 2/4 -2.0

Validation diff

Score delta
0
Summary changed
no
Tool delta
0
Prompt delta
0
Auth mode changed
no
Write surface expanded
no
Protocol regressed
no
Registry drift changed
no

Regressed checks: none

Improved checks: none

ComponentPreviousLatestDelta
No component deltas between the latest two runs.

Tool snapshot diff & changelog

Snapshot changed
no
Added tools
none
Removed tools
none
Required-argument changes
ToolAdded required argsRemoved required args
No required-argument changes detected.
Output-schema drift
ToolPrevious propertiesLatest properties
No output-schema drift detected.

Connector replay

Status
OK
Backward compatible
Would break after refresh
Added tools
none
Removed tools
none
Additive output changes
none
Required-argument replay breaks
ToolAdded required argsRemoved required args
No required-argument replay breaks detected.
Output-schema replay breaks
ToolRemoved propertiesAdded properties
No output-schema replay breaks detected.

Transport compliance drilldown

Probe status
Error
Transport
streamable-http
Session header
no
Protocol header
no
Bad protocol response
200
DELETE teardown
n/a
Expired session retry
n/a
Last-Event-ID visible
no

Issues: missing_session_id, missing_protocol_header, bad_protocol_not_rejected

Request association

Status
Missing
Advertised capabilities
none
Observed idle methods
none
Violating methods
none
Probe HTTP status
n/a
Issues
none

Utility coverage

Probe status
Missing
Completions
not detected
Completion probe target: none
Pagination
not detected
No nextCursor evidence.
Tasks
Missing
Advertised: no

Benchmark tasks

Benchmark taskStatusEvidence
Discover tools Passes
  • initializeOK
  • tools_listOK
Read-only fetch flow Likely to fail
  • resource_readMissing
  • read_only_tool_surfaceMissing
OAuth-required connect Degraded
  • oauth_protected_resourceError
  • step_up_auth_probeMissing
Safe write flow with confirmation Likely to fail
  • action_safety_probeError

Registry & provenance divergence

Probe status
OK
Direct official match
yes
Drift fields
none
FieldRegistryLive server card
Titlen/an/a
Versionn/an/a
Homepagen/an/a

Active alerts

Aliases & registry graph

IdentifierSourceCanonicalScore
ai.ludo/game-assets official_registry yes 72.19

Alias consolidation

Canonical identifier
ai.ludo/game-assets
Duplicate aliases
0
Registry sources
official_registry
Source disagreements
FieldWhat differsObserved values
No source disagreements detected.

Install snippets

Openai Connectors
Connector URL: https://mcp.ludo.ai/mcp
# No OAuth metadata detected.
# Server: ai.ludo/game-assets
Claude Desktop
{
  "mcpServers": {
    "game-assets": {
      "command": "npx",
      "args": ["mcp-remote", "https://mcp.ludo.ai/mcp"]
    }
  }
}
Smithery
smithery mcp add "https://mcp.ludo.ai/mcp"
Generic Http
curl -sS https://mcp.ludo.ai/mcp -H 'content-type: application/json' -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2025-03-26","capabilities":{},"clientInfo":{"name":"mcp-verify","version":"0.1.0"}}}'

Agent access & tool surface

Live server tools
validateApiKeyEndpoint createImage generateWithStyle editImage animateSprite generatePose transferMotion listAnimationPresets
Observed from the latest live validation against https://mcp.ludo.ai/mcp. This is the target server surface, not Verify's own inspection tools.
Live capability counts
21 tools • 0 prompts • 0 resources
Counts come from the latest tools/list, prompts/list, and resources/list checks.
Inspect with Verify
search_servers recommend_servers get_server_report compare_servers
Use Verify itself to search, recommend, compare, and fetch the full report for ai.ludo/game-assets.
Direct machine links

Claims & monitoring

Server ownership

No verified maintainer claim recorded.

Watch subscriptions
0
Teams: none

Alert routing

Active watches
0
Generic webhooks
0
Slack routes
0
Teams routes
0
Email routes
0
WatchTeamChannelsMinimum severity
No active watch destinations.

Maintainer analytics

Validation Run Count
20
Average Latency Ms
1316.75
Healthy Run Ratio Recent
1.0
Registry Presence Count
1
Active Alert Count
1
Watcher Count
0
Verified Claim
False
Taxonomy Tags
other
Score Trend
72.19, 72.19, 72.19, 72.19, 72.19, 72.19, 72.19, 72.19, 72.19, 72.19
Remediation Count
17
High Risk Tool Count
0
Destructive Tool Count
1
Exec Tool Count
0

Maintainer response quality

Score
16.67
Verified claim
Support contact
Changelog present
Incident notes present
Tool changes documented
Annotation history
Annotation count
0

Maintainer annotations

No maintainer annotations have been recorded yet.

Maintainer rebuttals & expected behavior

No maintainer rebuttals or expected-behavior overrides are recorded yet.

Latest validation evidence

Latest summary
Healthy
Validation profile
remote_mcp
Started
Apr 09, 2026 12:52:41 AM UTC
Latency
1310.4 ms

Failures

Checks

CheckStatusLatencyEvidence
action_safety_probe Error n/a 1 destructive tool(s); no clear auth boundary; safeguards=0; confirmation=none.
advanced_capabilities_probe Missing n/a No advanced MCP capability signals detected.
connector_publishability_probe Warning n/a Publishability blockers: transport compliance, action safety, server card.
connector_replay_probe OK n/a Backward compatible with no breaking tool-surface changes.
determinism_probe OK 123.6 ms Check completed
initialize OK 102.9 ms Protocol 2025-03-26
interactive_flow_probe Missing n/a Check completed
oauth_authorization_server Missing n/a no authorization server
oauth_protected_resource Error 101.1 ms Client error '404 Not Found' for url 'https://mcp.ludo.ai/.well-known/oauth-protected-resource' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
official_registry_probe OK n/a Check completed
openid_configuration Missing n/a no authorization server
probe_noise_resilience OK 100.8 ms Fetched https://mcp.ludo.ai/robots.txt
prompt_get Missing n/a not advertised
prompts_list Missing 94.6 ms Client error '400 Bad Request' for url 'https://mcp.ludo.ai/mcp' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400
protocol_version_probe Warning n/a Claims 2025-03-26; 2 release(s) behind 2025-11-25.
provenance_divergence_probe OK n/a Check completed
request_association_probe Missing n/a No request-association capabilities were advertised.
resource_read Missing n/a not advertised
resources_list Missing 103.1 ms Client error '400 Bad Request' for url 'https://mcp.ludo.ai/mcp' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400
server_card Error 143.2 ms Client error '404 Not Found' for url 'https://mcp.ludo.ai/.well-known/mcp/server-card.json' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
session_resume_probe Warning n/a no session id
step_up_auth_probe Missing n/a No OAuth or incremental-scope signals detected.
tool_snapshot_probe OK n/a Check completed
tools_list OK 113.3 ms 21 tool(s) exposed
transport_compliance_probe Error 122.7 ms Issues: missing session id, missing protocol header, bad protocol not rejected (bad protocol=200).
utility_coverage_probe Missing 92.0 ms No completions evidence; no pagination evidence; tasks missing.

Raw evidence view

Show raw JSON evidence
{
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    "connector_publishability_probe": {
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        "tool_count": 21,
        "transport": "streamable-http"
      },
      "latency_ms": null,
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    "connector_replay_probe": {
      "details": {
        "added_tools": [],
        "additive_output_changes": [],
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        "removed_tools": [],
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      },
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    },
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      "details": {
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      "status": "ok"
    },
    "initialize": {
      "details": {
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 200,
        "payload": {
          "id": 1,
          "jsonrpc": "2.0",
          "result": {
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            },
            "protocolVersion": "2025-03-26",
            "serverInfo": {
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            }
          }
        },
        "url": "https://mcp.ludo.ai/mcp"
      },
      "latency_ms": 102.94,
      "status": "ok"
    },
    "interactive_flow_probe": {
      "details": {
        "oauth_supported": false,
        "prompt_available": false,
        "risk_hits": [],
        "safe_hits": []
      },
      "latency_ms": null,
      "status": "missing"
    },
    "oauth_authorization_server": {
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        "reason": "no_authorization_server"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "oauth_protected_resource": {
      "details": {
        "error": "Client error '404 Not Found' for url 'https://mcp.ludo.ai/.well-known/oauth-protected-resource'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
        "url": "https://mcp.ludo.ai/.well-known/oauth-protected-resource"
      },
      "latency_ms": 101.13,
      "status": "error"
    },
    "official_registry_probe": {
      "details": {
        "direct_match": true,
        "official_peer_count": 1,
        "registry_identifier": "ai.ludo/game-assets",
        "registry_source": "official_registry"
      },
      "latency_ms": null,
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    },
    "openid_configuration": {
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      },
      "latency_ms": null,
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    },
    "probe_noise_resilience": {
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        "http_status": 404,
        "url": "https://mcp.ludo.ai/robots.txt"
      },
      "latency_ms": 100.76,
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      },
      "latency_ms": null,
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    },
    "prompts_list": {
      "details": {
        "error": "Client error '400 Bad Request' for url 'https://mcp.ludo.ai/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400",
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 400,
        "payload": {},
        "reason": "not_advertised",
        "url": "https://mcp.ludo.ai/mcp"
      },
      "latency_ms": 94.59,
      "status": "missing"
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    "protocol_version_probe": {
      "details": {
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        "lag_days": 244,
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        "validator_protocol_version": "2025-03-26"
      },
      "latency_ms": null,
      "status": "warning"
    },
    "provenance_divergence_probe": {
      "details": {
        "direct_official_match": true,
        "drift_fields": [],
        "metadata_document_count": 2,
        "registry_homepage": null,
        "registry_repository": null,
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      },
      "latency_ms": null,
      "status": "ok"
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    "request_association_probe": {
      "details": {
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      },
      "latency_ms": null,
      "status": "missing"
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    "resource_read": {
      "details": {
        "reason": "not_advertised"
      },
      "latency_ms": null,
      "status": "missing"
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    "resources_list": {
      "details": {
        "error": "Client error '400 Bad Request' for url 'https://mcp.ludo.ai/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400",
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 400,
        "payload": {},
        "reason": "not_advertised",
        "url": "https://mcp.ludo.ai/mcp"
      },
      "latency_ms": 103.1,
      "status": "missing"
    },
    "server_card": {
      "details": {
        "error": "Client error '404 Not Found' for url 'https://mcp.ludo.ai/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
        "url": "https://mcp.ludo.ai/.well-known/mcp/server-card.json"
      },
      "latency_ms": 143.21,
      "status": "error"
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    "session_resume_probe": {
      "details": {
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        "reason": "no_session_id",
        "resume_expected": true,
        "transport": "streamable-http"
      },
      "latency_ms": null,
      "status": "warning"
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    "step_up_auth_probe": {
      "details": {
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        "minimal_scope_documented": false,
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      },
      "latency_ms": null,
      "status": "missing"
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    "tool_snapshot_probe": {
      "details": {
        "added": [],
        "changed_outputs": [],
        "current_tool_count": 21,
        "previous_tool_count": 21,
        "removed": [],
        "similarity": 1.0
      },
      "latency_ms": null,
      "status": "ok"
    },
    "tools_list": {
      "details": {
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 200,
        "payload": {
          "id": 2,
          "jsonrpc": "2.0",
          "result": {
            "tools": [
              {
                "description": "Validates an API key. Returns 200 if valid, 403 if invalid.",
                "inputSchema": {
                  "properties": {},
                  "required": [],
                  "type": "object"
                },
                "name": "validateApiKeyEndpoint"
              },
              {
                "description": "createImage. This endpoint consumes 0.5 credits per result.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for generating an image from text prompt",
                      "properties": {
                        "art_style": {
                          "description": "Visual art style for the sprite (e.g., \"Pixel Art\", \"Cartoonish\", \"Realistic\").",
                          "enum": [
                            "Any style",
                            "Cartoonish",
                            "Pixel Art (16-Bit)",
                            "Low Poly",
                            "Stylized 3D",
                            "Flat Design",
                            "Illustration",
                            "Cel-Shaded",
                            "Retro 2D",
                            "Voxel Art",
                            "Minimalist",
                            "Hand-Painted",
                            "Anime/Manga",
                            "Vector Art",
                            "Chibi",
                            "Retro 3D",
                            "Comic Book",
                            "Silhouette",
                            "Pixel Art (8-Bit)",
                            "Photorealistic 3D"
                          ],
                          "example": "Any style",
                          "type": "string"
                        },
                        "aspect_ratio": {
                          "description": "Aspect ratio of the output image.",
                          "enum": [
                            "default",
                            "ar_1_1",
                            "ar_4_3",
                            "ar_16_9",
                            "ar_19_9",
                            "ar_3_4",
                            "ar_9_16",
                            "ar_9_19"
                          ],
                          "example": "default",
                          "type": "string"
                        },
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "image_type": {
                          "description": "What kind of image to generate.",
                          "enum": [
                            "generic",
                            "screenshot",
                            "art",
                            "asset",
                            "sprite",
                            "sprite-vfx",
                            "icon",
                            "ui_asset",
                            "fixed_background",
                            "side_scrolling_background",
                            "texture",
                            "tile",
                            "item-icon",
                            "portrait",
                            "card-art",
                            "splash",
                            "3d",
                            "generic"
                          ],
                          "example": "generic",
                          "type": "string"
                        },
                        "n": {
                          "default": 1,
                          "description": "Number of image variations to generate",
                          "example": 1,
                          "format": "integer",
                          "maximum": 8,
                          "minimum": 1,
                          "type": "number"
                        },
                        "perspective": {
                          "description": "Camera angle/view for the sprite (e.g., \"Side view\", \"Front view\", \"Isometric\").",
                          "enum": [
                            "Any perspective",
                            "First-Person",
                            "Third-Person",
                            "Over-the-Shoulder",
                            "Top-Down",
                            "Isometric",
                            "Side-Scroll",
                            "Free Camera",
                            "2.5D"
                          ],
                          "example": "Any perspective",
                          "type": "string"
                        },
                        "prompt": {
                          "description": "Text description of the image to generate. The more detailed the prompt, the more accurate the image will be.",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        }
                      },
                      "required": [
                        "image_type",
                        "prompt"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "createImage"
              },
              {
                "description": "generateWithStyle. This endpoint consumes 0.5 credits per result.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for generating new content while maintaining the visual style of a reference image",
                      "properties": {
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "image_type": {
                          "default": "sprite",
                          "description": "What kind of image to generate.",
                          "enum": [
                            "generic",
                            "screenshot",
                            "art",
                            "asset",
                            "sprite",
                            "sprite-vfx",
                            "icon",
                            "ui_asset",
                            "fixed_background",
                            "side_scrolling_background",
                            "texture",
                            "tile",
                            "item-icon",
                            "portrait",
                            "card-art",
                            "splash",
                            "3d",
                            "generic"
                          ],
                          "example": "generic",
                          "type": "string"
                        },
                        "n": {
                          "default": 1,
                          "description": "Number of variations to generate (1-4).",
                          "example": 1,
                          "format": "integer",
                          "maximum": 4,
                          "minimum": 1,
                          "type": "number"
                        },
                        "prompt": {
                          "description": "Text description of what to generate (e.g., \"a warrior character\", \"a forest background\", \"a treasure chest\").",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        },
                        "style_image": {
                          "description": "URL or base64-encoded reference image whose visual style should be matched.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        }
                      },
                      "required": [
                        "style_image",
                        "prompt",
                        "image_type"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "generateWithStyle"
              },
              {
                "description": "editImage. This endpoint consumes 0.5 credits per result.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for editing an existing image based on text instructions",
                      "properties": {
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "image": {
                          "description": "URL or base64-encoded source image to edit.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "n": {
                          "default": 1,
                          "description": "Number of edited variations to generate (1-4).",
                          "example": 1,
                          "format": "integer",
                          "maximum": 4,
                          "minimum": 1,
                          "type": "number"
                        },
                        "prompt": {
                          "description": "Text description of the changes to make (e.g., \"remove the background\", \"add clouds to the sky\", \"make it darker\", \"change the color scheme to warmer tones\").",
                          "type": "string"
                        },
                        "reference_image": {
                          "description": "Optional URL or base64-encoded reference image for style or content guidance.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        }
                      },
                      "required": [
                        "image",
                        "prompt"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "editImage"
              },
              {
                "description": "animateSprite. This endpoint consumes 5 credits per call.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for generating an animated spritesheet from a static image. Input images can either be provided in base64 or URL. If the image was generated using Ludo, ideally it should be generated using the \"sprite\", \"sprite-vfx\" or \"ui_asset\" type.",
                      "properties": {
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "crop": {
                          "description": "Crop sprite frames to fit content. Results in smaller spritesheets but inconsistent frame sizes across different animations.",
                          "type": "boolean"
                        },
                        "duration": {
                          "description": "Animation length in seconds. Available values depend on the model:\n- standard model: 1.2, 1.5, 2, 2.5, 3 (default: 2)\n- new model: 4 (default: 4) Accepted values: 1.2, 1.5, 2, 2.5, 3, 4.",
                          "example": 1.2,
                          "format": "float",
                          "type": "number"
                        },
                        "final_image": {
                          "description": "The url OR base64 of ending frame image. When provided, the animation will interpolate between the initial and final frames.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "frame_size": {
                          "default": 0,
                          "description": "Size of each frame in pixels (width and height). 0 is for maximum resolution. Accepted values: 32, 64, 96, 128, 192, 256, 384, 0.",
                          "example": 32,
                          "format": "integer",
                          "type": "number"
                        },
                        "frames": {
                          "default": 36,
                          "description": "Number of frames in the output spritesheet. Accepted values: 4, 9, 16, 25, 36, 49, 64.",
                          "example": 4,
                          "format": "integer",
                          "type": "number"
                        },
                        "gif": {
                          "default": false,
                          "description": "When true, generates an animated GIF from the spritesheet and returns it in gif_url. Disabled by default to reduce response time.",
                          "example": false,
                          "type": "boolean"
                        },
                        "image_type": {
                          "description": "Type of sprite being animated. Affects generation parameters and styling.",
                          "enum": [
                            "sprite",
                            "sprite-vfx",
                            "ui_asset"
                          ],
                          "example": "sprite",
                          "type": "string"
                        },
                        "individual_frames": {
                          "default": false,
                          "description": "When true, extracts each frame from the spritesheet as an individual image and returns the URLs in individual_frame_urls.",
                          "example": false,
                          "type": "boolean"
                        },
                        "initial_image": {
                          "description": "The url OR base64 of the starting frame image to animate. This is the base sprite that will be brought to life.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "loop": {
                          "default": true,
                          "description": "Trim the animation at the beginning or end to create a seamless loop. Not guaranteed to produce a perfect loop.",
                          "example": true,
                          "type": "boolean"
                        },
                        "margin_ratio": {
                          "description": "Amount of padding around the sprite as a ratio (0.0 to 1.0). Only used when margin_ratio_mode is \"manual\". Higher values provide more space for expansive animations.",
                          "format": "float",
                          "type": "number"
                        },
                        "margin_ratio_mode": {
                          "default": "auto",
                          "description": "Controls how margins are applied around the sprite.",
                          "enum": [
                            "auto",
                            "manual",
                            "none"
                          ],
                          "example": "auto",
                          "type": "string"
                        },
                        "model": {
                          "default": "standard",
                          "description": "Animation model to use.\n- \"standard\": More consistent and predictable. Durations: 1.2, 1.5, 2, 2.5, 3 seconds (default: 2)\n- \"new\": Higher quality with more dynamic motion. Duration: 4 seconds only\n",
                          "enum": [
                            "standard",
                            "new"
                          ],
                          "example": "standard",
                          "type": "string"
                        },
                        "motion_prompt": {
                          "description": "Text description of the desired animation (e.g., \"walking\", \"jumping\", \"idle breathing\", \"attack slash\").",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        },
                        "spritesheet_with_background": {
                          "default": false,
                          "description": "When true, also returns the spritesheet with background intact (before background removal). Useful for manually fixing background removal issues. The with-background spritesheet URL will be in spritesheet_with_background_url.",
                          "example": false,
                          "type": "boolean"
                        }
                      },
                      "required": [
                        "motion_prompt",
                        "initial_image"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "animateSprite"
              },
              {
                "description": "generatePose. This endpoint consumes 0.5 credits per result.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for generating a new pose for an existing sprite",
                      "properties": {
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "description": {
                          "description": "Optional additional instructions or description to guide the pose generation.",
                          "type": "string"
                        },
                        "image": {
                          "description": "URL or base64-encoded source sprite image to generate a new pose from.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "n": {
                          "default": 1,
                          "description": "Number of pose variations to generate (1-4).",
                          "example": 1,
                          "format": "integer",
                          "maximum": 4,
                          "minimum": 1,
                          "type": "number"
                        },
                        "pose": {
                          "description": "Target pose for the sprite. Use the value \"Other\" to generate other poses not listed in the accepted values, and fill the field description accordingly.",
                          "enum": [
                            "Idle (Front)",
                            "Idle (Back)",
                            "Idle (Left Facing)",
                            "Idle (Right Facing)",
                            "Walk (Left)",
                            "Walk (Right)",
                            "Walk (Towards the camera)",
                            "Walk (Away from the camera)",
                            "Run (Left)",
                            "Run (Right)",
                            "Run (Towards the camera)",
                            "Run (Away from the camera)",
                            "Crouching",
                            "Crawling",
                            "Sitting",
                            "Defending / Blocking",
                            "Attack Ready",
                            "Jump Preparation",
                            "Sleeping",
                            "Flying",
                            "Other"
                          ],
                          "example": "Idle (Front)",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        }
                      },
                      "required": [
                        "image",
                        "pose"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "generatePose"
              },
              {
                "description": "transferMotion. This endpoint consumes 8 credits per call.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for transferring motion from a video onto a static sprite image, producing an animated spritesheet.",
                      "properties": {
                        "crop": {
                          "description": "Crop sprite frames to fit content. Results in smaller spritesheets but inconsistent frame sizes across different animations.",
                          "type": "boolean"
                        },
                        "direction": {
                          "description": "Direction for the animation preset. When using a preset, `direction` is required.",
                          "enum": [
                            "N",
                            "NE",
                            "E",
                            "SE",
                            "S",
                            "SW",
                            "W",
                            "NW"
                          ],
                          "example": "N",
                          "type": "string"
                        },
                        "frame_size": {
                          "default": 0,
                          "description": "Size of each frame in pixels (width and height). 0 is for maximum resolution. Accepted values: 32, 64, 96, 128, 192, 256, 384, 0.",
                          "example": 32,
                          "format": "integer",
                          "type": "number"
                        },
                        "frames": {
                          "default": 36,
                          "description": "Number of frames in the output spritesheet. Accepted values: 4, 9, 16, 25, 36, 49, 64.",
                          "example": 4,
                          "format": "integer",
                          "type": "number"
                        },
                        "gif": {
                          "default": false,
                          "description": "When true, generates an animated GIF from the spritesheet and returns it in gif_url. Disabled by default to reduce response time.",
                          "example": false,
                          "type": "boolean"
                        },
                        "image": {
                          "description": "Payload for generating an animated spritesheet from a static image. Input images can either be provided in base64 or URL. If the image was generated using Ludo, ideally it should be generated using the \"sprite\", \"sprite-vfx\" or \"ui_asset\" type.",
                          "example": "data:image/png;base64,...",
                          "type": "string"
                        },
                        "individual_frames": {
                          "default": false,
                          "description": "When true, extracts each frame from the spritesheet as an individual image and returns the URLs in individual_frame_urls.",
                          "example": false,
                          "type": "boolean"
                        },
                        "loop": {
                          "description": "Trim the animation at the beginning or end to create a seamless loop.",
                          "type": "boolean"
                        },
                        "margin_ratio": {
                          "default": 0.15,
                          "description": "Amount of padding around the sprite as a ratio (0.0 to 1.0). Only used when margin_ratio_mode is \"manual\".",
                          "example": 0.15,
                          "format": "float",
                          "type": "number"
                        },
                        "margin_ratio_mode": {
                          "default": "manual",
                          "description": "Controls how margins are applied around the sprite.",
                          "enum": [
                            "manual",
                            "none"
                          ],
                          "example": "manual",
                          "type": "string"
                        },
                        "perspective": {
                          "description": "Perspective ID to use with the animation preset. When using a preset, `perspective` is required.",
                          "type": "string"
                        },
                        "preset_id": {
                          "description": "ID of an animation preset to use instead of a video URL. Use the animation-presets endpoint to list available presets. When using a preset, `perspective` and `direction` are required.",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        },
                        "spritesheet_with_background": {
                          "default": false,
                          "description": "When true, also returns the spritesheet with background intact (before background removal). Useful for manually fixing background removal issues. The with-background spritesheet URL will be in spritesheet_with_background_url.",
                          "example": false,
                          "type": "boolean"
                        },
                        "video": {
                          "description": "URL of the video to use as motion source. You can use videos from the animateSprite endpoint or provide your own. Videos up to 4 seconds will produce better results. Either `video` or `preset_id` + `perspective` + `direction` must be provided.",
                          "type": "string"
                        }
                      },
                      "required": [
                        "image"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "transferMotion"
              },
              {
                "description": "Lists available animation presets for use with the transferMotion endpoint",
                "inputSchema": {
                  "properties": {},
                  "required": [],
                  "type": "object"
                },
                "name": "listAnimationPresets"
              },
              {
                "description": "createVideo. This endpoint consumes 5-15 credits depending on duration (3s: 5, 5s: 8, 8s: 12, 10s: 15).",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for generating a video from a source image and motion prompt",
                      "properties": {
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "duration": {
                          "default": 5,
                          "description": "Video duration in seconds Accepted values: 3, 5, 8, 10.",
                          "example": 5,
                          "format": "integer",
                          "type": "number"
                        },
                        "final_image": {
                          "description": "URL or base64-encoded end frame image. When provided, the video will interpolate between the initial and final frames.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "image": {
                          "description": "URL or base64-encoded source image (the starting frame for the video)",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "model": {
                          "default": "standard",
                          "description": "Video generation model to use.\n- \"standard\": More consistent and predictable results\n- \"new\": Higher quality with more dynamic motion",
                          "enum": [
                            "standard",
                            "new"
                          ],
                          "example": "standard",
                          "type": "string"
                        },
                        "prompt": {
                          "description": "Text description of the motion or action for the video (e.g., \"walking forward\", \"waving hand\", \"camera zoom in\")",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        }
                      },
                      "required": [
                        "image",
                        "prompt"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "createVideo"
              },
              {
                "description": "removeBackground. This endpoint consumes 0.5 credits per result.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for removing the background of an image",
                      "properties": {
                        "creative_edit": {
                          "default": true,
                          "description": "Higher quality results but the image will not be exactly the same as the input.",
                          "example": true,
                          "type": "boolean"
                        },
                        "crop": {
                          "default": false,
                          "description": "Whether to crop/trim the result to fit the content.",
                          "example": false,
                          "type": "boolean"
                        },
                        "image": {
                          "description": "URL or base64-encoded image to remove the background from.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        }
                      },
                      "required": [
                        "image"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "removeBackground"
              },
              {
                "description": "create3DModel. This endpoint consumes 3 credits per call.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "properties": {
                        "high_detail_shape": {
                          "default": false,
                          "description": "Enable higher detail shape generation. Generation time will increase and the effect is only noticeable with a high target_num_faces value (around >30.000)",
                          "example": false,
                          "type": "boolean"
                        },
                        "image": {
                          "description": "URL or base64-encoded image to convert to 3D",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        },
                        "target_num_faces": {
                          "default": 50000,
                          "description": "Maximum triangle count for the mesh (1000-100000)",
                          "example": 50000,
                          "maximum": 100000,
                          "minimum": 1000,
                          "type": "integer"
                        },
                        "texture_size": {
                          "default": 2048,
                          "description": "Texture resolution in pixels Accepted values: 1024, 2048, 4096.",
                          "example": 1024,
                          "type": "integer"
                        },
                        "texture_type": {
                          "default": "pbr",
                          "description": "Texture type",
                          "enum": [
                            "pbr",
                            "simple",
                            "none"
                          ],
                          "example": "pbr",
                          "type": "string"
                        }
                      },
                      "required": [
                        "image"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "create3DModel"
              },
              {
                "description": "createSoundEffect. This endpoint consumes 2 credits per call.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for generating a sound effect from a text description",
                      "properties": {
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "description": {
                          "description": "Text description of the sound effect to generate (e.g., \"laser gun firing\", \"footsteps on gravel\").",
                          "type": "string"
                        },
                        "duration": {
                          "default": 0,
                          "description": "Duration in seconds. Use 0 for automatic duration based on the description.",
                          "example": 0,
                          "format": "float",
                          "maximum": 10,
                          "minimum": 0,
                          "type": "number"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        }
                      },
                      "required": [
                        "description"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "createSoundEffect"
              },
              {
                "description": "createMusic. This endpoint consumes 4 credits per call.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for generating music from a text description",
                      "properties": {
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "description": {
                          "description": "Text description of the music to generate (e.g., \"epic orchestral battle theme\", \"calm piano melody\").",
                          "type": "string"
                        },
                        "lyrics": {
                          "description": "Optional lyrics to include in the generated music.",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        }
                      },
                      "required": [
                        "description"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "createMusic"
              },
              {
                "description": "createVoice. This endpoint consumes 1 credits per call.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for generating a voice sample from a character description",
                      "properties": {
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        },
                        "text": {
                          "description": "Text for the voice to speak (max 20 words).",
                          "maxLength": 200,
                          "minLength": 1,
                          "type": "string"
                        },
                        "type": {
                          "default": "human",
                          "description": "Type of voice to generate.",
                          "enum": [
                            "human",
                            "non-human"
                          ],
                          "example": "human",
                          "type": "string"
                        },
                        "voice_description": {
                          "description": "Text description of the voice character (e.g., \"deep-voiced warrior\", \"cheerful young girl\").",
                          "type": "string"
                        }
                      },
                      "required": [
                        "voice_description",
                        "text"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "createVoice"
              },
              {
                "description": "createSpeech. This endpoint consumes 1 credits per call.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for text-to-speech generation using voice cloning",
                      "properties": {
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        },
                        "sample": {
                          "description": "URL or base64-encoded audio sample for voice cloning.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "text": {
                          "description": "Text to convert to speech (max 100 words).",
                          "maxLength": 1000,
                          "minLength": 1,
                          "type": "string"
                        }
                      },
                      "required": [
                        "text",
                        "sample"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "createSpeech"
              },
              {
                "description": "createSpeechPreset. This endpoint consumes 1 credits per call.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for text-to-speech generation using a voice preset",
                      "properties": {
                        "emotion": {
                          "description": "Emotion to apply to the speech.",
                          "enum": [
                            "Default",
                            "Happy",
                            "Sad",
                            "Angry",
                            "Fearful",
                            "Disgusted",
                            "Surprised",
                            "Neutral"
                          ],
                          "example": "Default",
                          "type": "string"
                        },
                        "language": {
                          "description": "Language code for the speech.",
                          "enum": [
                            "auto",
                            "English",
                            "Afrikaans",
                            "Arabic",
                            "Bulgarian",
                            "Catalan",
                            "Chinese",
                            "Chinese,Yue",
                            "Croatian",
                            "Czech",
                            "Danish",
                            "English",
                            "Filipino",
                            "Finnish",
                            "French",
                            "German",
                            "Greek",
                            "Hebrew",
                            "Hindi",
                            "Hungarian",
                            "Indonesian",
                            "Italian",
                            "Japanese",
                            "Korean",
                            "Malay",
                            "Norwegian",
                            "Nynorsk",
                            "Persian",
                            "Polish",
                            "Portuguese",
                            "Romanian",
                            "Russian",
                            "Slovak",
                            "Slovenian",
                            "Spanish",
                            "Swedish",
                            "Tamil",
                            "Thai",
                            "Turkish",
                            "Ukrainian",
                            "Vietnamese"
                          ],
                          "example": "auto",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        },
                        "text": {
                          "description": "Text to convert to speech (max 100 words).",
                          "maxLength": 1000,
                          "type": "string"
                        },
                        "voice_preset_id": {
                          "description": "Voice preset identifier.",
                          "enum": [
                            "Serious woman",
                            "Wise woman",
                            "Calm woman",
                            "Fast-paced woman",
                            "Calm young girl",
                            "Expressive teen girl",
                            "Calm teen girl",
                            "Sweet girl",
                            "Patient man",
                            "Determined man",
                            "Young elegant man",
                            "Teen boy",
                            "Friendly man",
                            "Deep voice man"
                          ],
                          "example": "Serious woman",
                          "type": "string"
                        }
                      },
                      "required": [
                        "text",
                        "voice_preset_id"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "createSpeechPreset"
              },
              {
                "description": "Retrieves recent API-generated image results",
                "inputSchema": {
                  "properties": {
                    "request_id": {
                      "description": "Filter results by request_id",
                      "type": "string"
                    }
                  },
                  "required": [],
                  "type": "object"
                },
                "name": "getImageResults"
              },
              {
                "description": "Retrieves recent API-generated spritesheet results",
                "inputSchema": {
                  "properties": {
                    "request_id": {
                      "description": "Filter results by request_id",
                      "type": "string"
                    }
                  },
                  "required": [],
                  "type": "object"
                },
                "name": "getSpriteResults"
              },
              {
                "description": "Retrieves recent API-generated video results",
                "inputSchema": {
                  "properties": {
                    "request_id": {
                      "description": "Filter results by request_id",
                      "type": "string"
                    }
                  },
                  "required": [],
                  "type": "object"
                },
                "name": "getVideoResults"
              },
              {
                "description": "Retrieves recent API-generated audio results",
                "inputSchema": {
                  "properties": {
                    "request_id": {
                      "description": "Filter results by request_id",
                      "type": "string"
                    }
                  },
                  "required": [],
                  "type": "object"
                },
                "name": "getAudioResults"
              },
              {
                "description": "Retrieves recent API-generated 3D model results",
                "inputSchema": {
                  "properties": {
                    "request_id": {
                      "description": "Filter results by request_id",
                      "type": "string"
                    }
                  },
                  "required": [],
                  "type": "object"
                },
                "name": "get3DModelResults"
              }
            ]
          }
        },
        "url": "https://mcp.ludo.ai/mcp"
      },
      "latency_ms": 113.35,
      "status": "ok"
    },
    "transport_compliance_probe": {
      "details": {
        "bad_protocol_error": null,
        "bad_protocol_headers": {
          "content-type": "application/json"
        },
        "bad_protocol_payload": {
          "id": 410,
          "jsonrpc": "2.0",
          "result": {
            "tools": [
              {
                "description": "Validates an API key. Returns 200 if valid, 403 if invalid.",
                "inputSchema": {
                  "properties": {},
                  "required": [],
                  "type": "object"
                },
                "name": "validateApiKeyEndpoint"
              },
              {
                "description": "createImage. This endpoint consumes 0.5 credits per result.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for generating an image from text prompt",
                      "properties": {
                        "art_style": {
                          "description": "Visual art style for the sprite (e.g., \"Pixel Art\", \"Cartoonish\", \"Realistic\").",
                          "enum": [
                            "Any style",
                            "Cartoonish",
                            "Pixel Art (16-Bit)",
                            "Low Poly",
                            "Stylized 3D",
                            "Flat Design",
                            "Illustration",
                            "Cel-Shaded",
                            "Retro 2D",
                            "Voxel Art",
                            "Minimalist",
                            "Hand-Painted",
                            "Anime/Manga",
                            "Vector Art",
                            "Chibi",
                            "Retro 3D",
                            "Comic Book",
                            "Silhouette",
                            "Pixel Art (8-Bit)",
                            "Photorealistic 3D"
                          ],
                          "example": "Any style",
                          "type": "string"
                        },
                        "aspect_ratio": {
                          "description": "Aspect ratio of the output image.",
                          "enum": [
                            "default",
                            "ar_1_1",
                            "ar_4_3",
                            "ar_16_9",
                            "ar_19_9",
                            "ar_3_4",
                            "ar_9_16",
                            "ar_9_19"
                          ],
                          "example": "default",
                          "type": "string"
                        },
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "image_type": {
                          "description": "What kind of image to generate.",
                          "enum": [
                            "generic",
                            "screenshot",
                            "art",
                            "asset",
                            "sprite",
                            "sprite-vfx",
                            "icon",
                            "ui_asset",
                            "fixed_background",
                            "side_scrolling_background",
                            "texture",
                            "tile",
                            "item-icon",
                            "portrait",
                            "card-art",
                            "splash",
                            "3d",
                            "generic"
                          ],
                          "example": "generic",
                          "type": "string"
                        },
                        "n": {
                          "default": 1,
                          "description": "Number of image variations to generate",
                          "example": 1,
                          "format": "integer",
                          "maximum": 8,
                          "minimum": 1,
                          "type": "number"
                        },
                        "perspective": {
                          "description": "Camera angle/view for the sprite (e.g., \"Side view\", \"Front view\", \"Isometric\").",
                          "enum": [
                            "Any perspective",
                            "First-Person",
                            "Third-Person",
                            "Over-the-Shoulder",
                            "Top-Down",
                            "Isometric",
                            "Side-Scroll",
                            "Free Camera",
                            "2.5D"
                          ],
                          "example": "Any perspective",
                          "type": "string"
                        },
                        "prompt": {
                          "description": "Text description of the image to generate. The more detailed the prompt, the more accurate the image will be.",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        }
                      },
                      "required": [
                        "image_type",
                        "prompt"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "createImage"
              },
              {
                "description": "generateWithStyle. This endpoint consumes 0.5 credits per result.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for generating new content while maintaining the visual style of a reference image",
                      "properties": {
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "image_type": {
                          "default": "sprite",
                          "description": "What kind of image to generate.",
                          "enum": [
                            "generic",
                            "screenshot",
                            "art",
                            "asset",
                            "sprite",
                            "sprite-vfx",
                            "icon",
                            "ui_asset",
                            "fixed_background",
                            "side_scrolling_background",
                            "texture",
                            "tile",
                            "item-icon",
                            "portrait",
                            "card-art",
                            "splash",
                            "3d",
                            "generic"
                          ],
                          "example": "generic",
                          "type": "string"
                        },
                        "n": {
                          "default": 1,
                          "description": "Number of variations to generate (1-4).",
                          "example": 1,
                          "format": "integer",
                          "maximum": 4,
                          "minimum": 1,
                          "type": "number"
                        },
                        "prompt": {
                          "description": "Text description of what to generate (e.g., \"a warrior character\", \"a forest background\", \"a treasure chest\").",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        },
                        "style_image": {
                          "description": "URL or base64-encoded reference image whose visual style should be matched.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        }
                      },
                      "required": [
                        "style_image",
                        "prompt",
                        "image_type"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "generateWithStyle"
              },
              {
                "description": "editImage. This endpoint consumes 0.5 credits per result.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for editing an existing image based on text instructions",
                      "properties": {
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "image": {
                          "description": "URL or base64-encoded source image to edit.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "n": {
                          "default": 1,
                          "description": "Number of edited variations to generate (1-4).",
                          "example": 1,
                          "format": "integer",
                          "maximum": 4,
                          "minimum": 1,
                          "type": "number"
                        },
                        "prompt": {
                          "description": "Text description of the changes to make (e.g., \"remove the background\", \"add clouds to the sky\", \"make it darker\", \"change the color scheme to warmer tones\").",
                          "type": "string"
                        },
                        "reference_image": {
                          "description": "Optional URL or base64-encoded reference image for style or content guidance.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        }
                      },
                      "required": [
                        "image",
                        "prompt"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "editImage"
              },
              {
                "description": "animateSprite. This endpoint consumes 5 credits per call.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for generating an animated spritesheet from a static image. Input images can either be provided in base64 or URL. If the image was generated using Ludo, ideally it should be generated using the \"sprite\", \"sprite-vfx\" or \"ui_asset\" type.",
                      "properties": {
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "crop": {
                          "description": "Crop sprite frames to fit content. Results in smaller spritesheets but inconsistent frame sizes across different animations.",
                          "type": "boolean"
                        },
                        "duration": {
                          "description": "Animation length in seconds. Available values depend on the model:\n- standard model: 1.2, 1.5, 2, 2.5, 3 (default: 2)\n- new model: 4 (default: 4) Accepted values: 1.2, 1.5, 2, 2.5, 3, 4.",
                          "example": 1.2,
                          "format": "float",
                          "type": "number"
                        },
                        "final_image": {
                          "description": "The url OR base64 of ending frame image. When provided, the animation will interpolate between the initial and final frames.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "frame_size": {
                          "default": 0,
                          "description": "Size of each frame in pixels (width and height). 0 is for maximum resolution. Accepted values: 32, 64, 96, 128, 192, 256, 384, 0.",
                          "example": 32,
                          "format": "integer",
                          "type": "number"
                        },
                        "frames": {
                          "default": 36,
                          "description": "Number of frames in the output spritesheet. Accepted values: 4, 9, 16, 25, 36, 49, 64.",
                          "example": 4,
                          "format": "integer",
                          "type": "number"
                        },
                        "gif": {
                          "default": false,
                          "description": "When true, generates an animated GIF from the spritesheet and returns it in gif_url. Disabled by default to reduce response time.",
                          "example": false,
                          "type": "boolean"
                        },
                        "image_type": {
                          "description": "Type of sprite being animated. Affects generation parameters and styling.",
                          "enum": [
                            "sprite",
                            "sprite-vfx",
                            "ui_asset"
                          ],
                          "example": "sprite",
                          "type": "string"
                        },
                        "individual_frames": {
                          "default": false,
                          "description": "When true, extracts each frame from the spritesheet as an individual image and returns the URLs in individual_frame_urls.",
                          "example": false,
                          "type": "boolean"
                        },
                        "initial_image": {
                          "description": "The url OR base64 of the starting frame image to animate. This is the base sprite that will be brought to life.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "loop": {
                          "default": true,
                          "description": "Trim the animation at the beginning or end to create a seamless loop. Not guaranteed to produce a perfect loop.",
                          "example": true,
                          "type": "boolean"
                        },
                        "margin_ratio": {
                          "description": "Amount of padding around the sprite as a ratio (0.0 to 1.0). Only used when margin_ratio_mode is \"manual\". Higher values provide more space for expansive animations.",
                          "format": "float",
                          "type": "number"
                        },
                        "margin_ratio_mode": {
                          "default": "auto",
                          "description": "Controls how margins are applied around the sprite.",
                          "enum": [
                            "auto",
                            "manual",
                            "none"
                          ],
                          "example": "auto",
                          "type": "string"
                        },
                        "model": {
                          "default": "standard",
                          "description": "Animation model to use.\n- \"standard\": More consistent and predictable. Durations: 1.2, 1.5, 2, 2.5, 3 seconds (default: 2)\n- \"new\": Higher quality with more dynamic motion. Duration: 4 seconds only\n",
                          "enum": [
                            "standard",
                            "new"
                          ],
                          "example": "standard",
                          "type": "string"
                        },
                        "motion_prompt": {
                          "description": "Text description of the desired animation (e.g., \"walking\", \"jumping\", \"idle breathing\", \"attack slash\").",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        },
                        "spritesheet_with_background": {
                          "default": false,
                          "description": "When true, also returns the spritesheet with background intact (before background removal). Useful for manually fixing background removal issues. The with-background spritesheet URL will be in spritesheet_with_background_url.",
                          "example": false,
                          "type": "boolean"
                        }
                      },
                      "required": [
                        "motion_prompt",
                        "initial_image"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "animateSprite"
              },
              {
                "description": "generatePose. This endpoint consumes 0.5 credits per result.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for generating a new pose for an existing sprite",
                      "properties": {
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "description": {
                          "description": "Optional additional instructions or description to guide the pose generation.",
                          "type": "string"
                        },
                        "image": {
                          "description": "URL or base64-encoded source sprite image to generate a new pose from.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "n": {
                          "default": 1,
                          "description": "Number of pose variations to generate (1-4).",
                          "example": 1,
                          "format": "integer",
                          "maximum": 4,
                          "minimum": 1,
                          "type": "number"
                        },
                        "pose": {
                          "description": "Target pose for the sprite. Use the value \"Other\" to generate other poses not listed in the accepted values, and fill the field description accordingly.",
                          "enum": [
                            "Idle (Front)",
                            "Idle (Back)",
                            "Idle (Left Facing)",
                            "Idle (Right Facing)",
                            "Walk (Left)",
                            "Walk (Right)",
                            "Walk (Towards the camera)",
                            "Walk (Away from the camera)",
                            "Run (Left)",
                            "Run (Right)",
                            "Run (Towards the camera)",
                            "Run (Away from the camera)",
                            "Crouching",
                            "Crawling",
                            "Sitting",
                            "Defending / Blocking",
                            "Attack Ready",
                            "Jump Preparation",
                            "Sleeping",
                            "Flying",
                            "Other"
                          ],
                          "example": "Idle (Front)",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        }
                      },
                      "required": [
                        "image",
                        "pose"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "generatePose"
              },
              {
                "description": "transferMotion. This endpoint consumes 8 credits per call.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for transferring motion from a video onto a static sprite image, producing an animated spritesheet.",
                      "properties": {
                        "crop": {
                          "description": "Crop sprite frames to fit content. Results in smaller spritesheets but inconsistent frame sizes across different animations.",
                          "type": "boolean"
                        },
                        "direction": {
                          "description": "Direction for the animation preset. When using a preset, `direction` is required.",
                          "enum": [
                            "N",
                            "NE",
                            "E",
                            "SE",
                            "S",
                            "SW",
                            "W",
                            "NW"
                          ],
                          "example": "N",
                          "type": "string"
                        },
                        "frame_size": {
                          "default": 0,
                          "description": "Size of each frame in pixels (width and height). 0 is for maximum resolution. Accepted values: 32, 64, 96, 128, 192, 256, 384, 0.",
                          "example": 32,
                          "format": "integer",
                          "type": "number"
                        },
                        "frames": {
                          "default": 36,
                          "description": "Number of frames in the output spritesheet. Accepted values: 4, 9, 16, 25, 36, 49, 64.",
                          "example": 4,
                          "format": "integer",
                          "type": "number"
                        },
                        "gif": {
                          "default": false,
                          "description": "When true, generates an animated GIF from the spritesheet and returns it in gif_url. Disabled by default to reduce response time.",
                          "example": false,
                          "type": "boolean"
                        },
                        "image": {
                          "description": "Payload for generating an animated spritesheet from a static image. Input images can either be provided in base64 or URL. If the image was generated using Ludo, ideally it should be generated using the \"sprite\", \"sprite-vfx\" or \"ui_asset\" type.",
                          "example": "data:image/png;base64,...",
                          "type": "string"
                        },
                        "individual_frames": {
                          "default": false,
                          "description": "When true, extracts each frame from the spritesheet as an individual image and returns the URLs in individual_frame_urls.",
                          "example": false,
                          "type": "boolean"
                        },
                        "loop": {
                          "description": "Trim the animation at the beginning or end to create a seamless loop.",
                          "type": "boolean"
                        },
                        "margin_ratio": {
                          "default": 0.15,
                          "description": "Amount of padding around the sprite as a ratio (0.0 to 1.0). Only used when margin_ratio_mode is \"manual\".",
                          "example": 0.15,
                          "format": "float",
                          "type": "number"
                        },
                        "margin_ratio_mode": {
                          "default": "manual",
                          "description": "Controls how margins are applied around the sprite.",
                          "enum": [
                            "manual",
                            "none"
                          ],
                          "example": "manual",
                          "type": "string"
                        },
                        "perspective": {
                          "description": "Perspective ID to use with the animation preset. When using a preset, `perspective` is required.",
                          "type": "string"
                        },
                        "preset_id": {
                          "description": "ID of an animation preset to use instead of a video URL. Use the animation-presets endpoint to list available presets. When using a preset, `perspective` and `direction` are required.",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        },
                        "spritesheet_with_background": {
                          "default": false,
                          "description": "When true, also returns the spritesheet with background intact (before background removal). Useful for manually fixing background removal issues. The with-background spritesheet URL will be in spritesheet_with_background_url.",
                          "example": false,
                          "type": "boolean"
                        },
                        "video": {
                          "description": "URL of the video to use as motion source. You can use videos from the animateSprite endpoint or provide your own. Videos up to 4 seconds will produce better results. Either `video` or `preset_id` + `perspective` + `direction` must be provided.",
                          "type": "string"
                        }
                      },
                      "required": [
                        "image"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "transferMotion"
              },
              {
                "description": "Lists available animation presets for use with the transferMotion endpoint",
                "inputSchema": {
                  "properties": {},
                  "required": [],
                  "type": "object"
                },
                "name": "listAnimationPresets"
              },
              {
                "description": "createVideo. This endpoint consumes 5-15 credits depending on duration (3s: 5, 5s: 8, 8s: 12, 10s: 15).",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for generating a video from a source image and motion prompt",
                      "properties": {
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "duration": {
                          "default": 5,
                          "description": "Video duration in seconds Accepted values: 3, 5, 8, 10.",
                          "example": 5,
                          "format": "integer",
                          "type": "number"
                        },
                        "final_image": {
                          "description": "URL or base64-encoded end frame image. When provided, the video will interpolate between the initial and final frames.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "image": {
                          "description": "URL or base64-encoded source image (the starting frame for the video)",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "model": {
                          "default": "standard",
                          "description": "Video generation model to use.\n- \"standard\": More consistent and predictable results\n- \"new\": Higher quality with more dynamic motion",
                          "enum": [
                            "standard",
                            "new"
                          ],
                          "example": "standard",
                          "type": "string"
                        },
                        "prompt": {
                          "description": "Text description of the motion or action for the video (e.g., \"walking forward\", \"waving hand\", \"camera zoom in\")",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        }
                      },
                      "required": [
                        "image",
                        "prompt"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "createVideo"
              },
              {
                "description": "removeBackground. This endpoint consumes 0.5 credits per result.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for removing the background of an image",
                      "properties": {
                        "creative_edit": {
                          "default": true,
                          "description": "Higher quality results but the image will not be exactly the same as the input.",
                          "example": true,
                          "type": "boolean"
                        },
                        "crop": {
                          "default": false,
                          "description": "Whether to crop/trim the result to fit the content.",
                          "example": false,
                          "type": "boolean"
                        },
                        "image": {
                          "description": "URL or base64-encoded image to remove the background from.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        }
                      },
                      "required": [
                        "image"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "removeBackground"
              },
              {
                "description": "create3DModel. This endpoint consumes 3 credits per call.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "properties": {
                        "high_detail_shape": {
                          "default": false,
                          "description": "Enable higher detail shape generation. Generation time will increase and the effect is only noticeable with a high target_num_faces value (around >30.000)",
                          "example": false,
                          "type": "boolean"
                        },
                        "image": {
                          "description": "URL or base64-encoded image to convert to 3D",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        },
                        "target_num_faces": {
                          "default": 50000,
                          "description": "Maximum triangle count for the mesh (1000-100000)",
                          "example": 50000,
                          "maximum": 100000,
                          "minimum": 1000,
                          "type": "integer"
                        },
                        "texture_size": {
                          "default": 2048,
                          "description": "Texture resolution in pixels Accepted values: 1024, 2048, 4096.",
                          "example": 1024,
                          "type": "integer"
                        },
                        "texture_type": {
                          "default": "pbr",
                          "description": "Texture type",
                          "enum": [
                            "pbr",
                            "simple",
                            "none"
                          ],
                          "example": "pbr",
                          "type": "string"
                        }
                      },
                      "required": [
                        "image"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "create3DModel"
              },
              {
                "description": "createSoundEffect. This endpoint consumes 2 credits per call.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for generating a sound effect from a text description",
                      "properties": {
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "description": {
                          "description": "Text description of the sound effect to generate (e.g., \"laser gun firing\", \"footsteps on gravel\").",
                          "type": "string"
                        },
                        "duration": {
                          "default": 0,
                          "description": "Duration in seconds. Use 0 for automatic duration based on the description.",
                          "example": 0,
                          "format": "float",
                          "maximum": 10,
                          "minimum": 0,
                          "type": "number"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        }
                      },
                      "required": [
                        "description"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "createSoundEffect"
              },
              {
                "description": "createMusic. This endpoint consumes 4 credits per call.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for generating music from a text description",
                      "properties": {
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "description": {
                          "description": "Text description of the music to generate (e.g., \"epic orchestral battle theme\", \"calm piano melody\").",
                          "type": "string"
                        },
                        "lyrics": {
                          "description": "Optional lyrics to include in the generated music.",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        }
                      },
                      "required": [
                        "description"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "createMusic"
              },
              {
                "description": "createVoice. This endpoint consumes 1 credits per call.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for generating a voice sample from a character description",
                      "properties": {
                        "augment_prompt": {
                          "default": true,
                          "description": "Augment the prompt behind the scenes. Disable to have more control.",
                          "example": true,
                          "type": "boolean"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        },
                        "text": {
                          "description": "Text for the voice to speak (max 20 words).",
                          "maxLength": 200,
                          "minLength": 1,
                          "type": "string"
                        },
                        "type": {
                          "default": "human",
                          "description": "Type of voice to generate.",
                          "enum": [
                            "human",
                            "non-human"
                          ],
                          "example": "human",
                          "type": "string"
                        },
                        "voice_description": {
                          "description": "Text description of the voice character (e.g., \"deep-voiced warrior\", \"cheerful young girl\").",
                          "type": "string"
                        }
                      },
                      "required": [
                        "voice_description",
                        "text"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "createVoice"
              },
              {
                "description": "createSpeech. This endpoint consumes 1 credits per call.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for text-to-speech generation using voice cloning",
                      "properties": {
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        },
                        "sample": {
                          "description": "URL or base64-encoded audio sample for voice cloning.",
                          "example": "<url> OR data:image/png;base64,...",
                          "type": "string"
                        },
                        "text": {
                          "description": "Text to convert to speech (max 100 words).",
                          "maxLength": 1000,
                          "minLength": 1,
                          "type": "string"
                        }
                      },
                      "required": [
                        "text",
                        "sample"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "createSpeech"
              },
              {
                "description": "createSpeechPreset. This endpoint consumes 1 credits per call.",
                "inputSchema": {
                  "properties": {
                    "requestBody": {
                      "description": "Payload for text-to-speech generation using a voice preset",
                      "properties": {
                        "emotion": {
                          "description": "Emotion to apply to the speech.",
                          "enum": [
                            "Default",
                            "Happy",
                            "Sad",
                            "Angry",
                            "Fearful",
                            "Disgusted",
                            "Surprised",
                            "Neutral"
                          ],
                          "example": "Default",
                          "type": "string"
                        },
                        "language": {
                          "description": "Language code for the speech.",
                          "enum": [
                            "auto",
                            "English",
                            "Afrikaans",
                            "Arabic",
                            "Bulgarian",
                            "Catalan",
                            "Chinese",
                            "Chinese,Yue",
                            "Croatian",
                            "Czech",
                            "Danish",
                            "English",
                            "Filipino",
                            "Finnish",
                            "French",
                            "German",
                            "Greek",
                            "Hebrew",
                            "Hindi",
                            "Hungarian",
                            "Indonesian",
                            "Italian",
                            "Japanese",
                            "Korean",
                            "Malay",
                            "Norwegian",
                            "Nynorsk",
                            "Persian",
                            "Polish",
                            "Portuguese",
                            "Romanian",
                            "Russian",
                            "Slovak",
                            "Slovenian",
                            "Spanish",
                            "Swedish",
                            "Tamil",
                            "Thai",
                            "Turkish",
                            "Ukrainian",
                            "Vietnamese"
                          ],
                          "example": "auto",
                          "type": "string"
                        },
                        "request_id": {
                          "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                          "type": "string"
                        },
                        "text": {
                          "description": "Text to convert to speech (max 100 words).",
                          "maxLength": 1000,
                          "type": "string"
                        },
                        "voice_preset_id": {
                          "description": "Voice preset identifier.",
                          "enum": [
                            "Serious woman",
                            "Wise woman",
                            "Calm woman",
                            "Fast-paced woman",
                            "Calm young girl",
                            "Expressive teen girl",
                            "Calm teen girl",
                            "Sweet girl",
                            "Patient man",
                            "Determined man",
                            "Young elegant man",
                            "Teen boy",
                            "Friendly man",
                            "Deep voice man"
                          ],
                          "example": "Serious woman",
                          "type": "string"
                        }
                      },
                      "required": [
                        "text",
                        "voice_preset_id"
                      ],
                      "type": "object"
                    }
                  },
                  "required": [
                    "requestBody"
                  ],
                  "type": "object"
                },
                "name": "createSpeechPreset"
              },
              {
                "description": "Retrieves recent API-generated image results",
                "inputSchema": {
                  "properties": {
                    "request_id": {
                      "description": "Filter results by request_id",
                      "type": "string"
                    }
                  },
                  "required": [],
                  "type": "object"
                },
                "name": "getImageResults"
              },
              {
                "description": "Retrieves recent API-generated spritesheet results",
                "inputSchema": {
                  "properties": {
                    "request_id": {
                      "description": "Filter results by request_id",
                      "type": "string"
                    }
                  },
                  "required": [],
                  "type": "object"
                },
                "name": "getSpriteResults"
              },
              {
                "description": "Retrieves recent API-generated video results",
                "inputSchema": {
                  "properties": {
                    "request_id": {
                      "description": "Filter results by request_id",
                      "type": "string"
                    }
                  },
                  "required": [],
                  "type": "object"
                },
                "name": "getVideoResults"
              },
              {
                "description": "Retrieves recent API-generated audio results",
                "inputSchema": {
                  "properties": {
                    "request_id": {
                      "description": "Filter results by request_id",
                      "type": "string"
                    }
                  },
                  "required": [],
                  "type": "object"
                },
                "name": "getAudioResults"
              },
              {
                "description": "Retrieves recent API-generated 3D model results",
                "inputSchema": {
                  "properties": {
                    "request_id": {
                      "description": "Filter results by request_id",
                      "type": "string"
                    }
                  },
                  "required": [],
                  "type": "object"
                },
                "name": "get3DModelResults"
              }
            ]
          }
        },
        "bad_protocol_status_code": 200,
        "delete_error": null,
        "delete_status_code": null,
        "expired_session_error": null,
        "expired_session_status_code": null,
        "issues": [
          "missing_session_id",
          "missing_protocol_header",
          "bad_protocol_not_rejected"
        ],
        "last_event_id_visible": false,
        "protocol_header_present": false,
        "requested_protocol_version": "2025-03-26",
        "session_id_present": false,
        "transport": "streamable-http"
      },
      "latency_ms": 122.74,
      "status": "error"
    },
    "utility_coverage_probe": {
      "details": {
        "completions": {
          "advertised": false,
          "live_probe": "not_executed",
          "sample_target": null
        },
        "initialize_capability_keys": [
          "tools"
        ],
        "pagination": {
          "metadata_signal": false,
          "next_cursor_methods": [],
          "supported": false
        },
        "tasks": {
          "advertised": false,
          "http_status": 400,
          "probe_status": "missing"
        }
      },
      "latency_ms": 91.99,
      "status": "missing"
    }
  },
  "failures": {
    "oauth_authorization_server": {
      "reason": "no_authorization_server"
    },
    "oauth_protected_resource": {
      "error": "Client error '404 Not Found' for url 'https://mcp.ludo.ai/.well-known/oauth-protected-resource'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
      "url": "https://mcp.ludo.ai/.well-known/oauth-protected-resource"
    },
    "openid_configuration": {
      "reason": "no_authorization_server"
    },
    "server_card": {
      "error": "Client error '404 Not Found' for url 'https://mcp.ludo.ai/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
      "url": "https://mcp.ludo.ai/.well-known/mcp/server-card.json"
    },
    "transport_compliance_probe": {
      "bad_protocol_error": null,
      "bad_protocol_headers": {
        "content-type": "application/json"
      },
      "bad_protocol_payload": {
        "id": 410,
        "jsonrpc": "2.0",
        "result": {
          "tools": [
            {
              "description": "Validates an API key. Returns 200 if valid, 403 if invalid.",
              "inputSchema": {
                "properties": {},
                "required": [],
                "type": "object"
              },
              "name": "validateApiKeyEndpoint"
            },
            {
              "description": "createImage. This endpoint consumes 0.5 credits per result.",
              "inputSchema": {
                "properties": {
                  "requestBody": {
                    "description": "Payload for generating an image from text prompt",
                    "properties": {
                      "art_style": {
                        "description": "Visual art style for the sprite (e.g., \"Pixel Art\", \"Cartoonish\", \"Realistic\").",
                        "enum": [
                          "Any style",
                          "Cartoonish",
                          "Pixel Art (16-Bit)",
                          "Low Poly",
                          "Stylized 3D",
                          "Flat Design",
                          "Illustration",
                          "Cel-Shaded",
                          "Retro 2D",
                          "Voxel Art",
                          "Minimalist",
                          "Hand-Painted",
                          "Anime/Manga",
                          "Vector Art",
                          "Chibi",
                          "Retro 3D",
                          "Comic Book",
                          "Silhouette",
                          "Pixel Art (8-Bit)",
                          "Photorealistic 3D"
                        ],
                        "example": "Any style",
                        "type": "string"
                      },
                      "aspect_ratio": {
                        "description": "Aspect ratio of the output image.",
                        "enum": [
                          "default",
                          "ar_1_1",
                          "ar_4_3",
                          "ar_16_9",
                          "ar_19_9",
                          "ar_3_4",
                          "ar_9_16",
                          "ar_9_19"
                        ],
                        "example": "default",
                        "type": "string"
                      },
                      "augment_prompt": {
                        "default": true,
                        "description": "Augment the prompt behind the scenes. Disable to have more control.",
                        "example": true,
                        "type": "boolean"
                      },
                      "image_type": {
                        "description": "What kind of image to generate.",
                        "enum": [
                          "generic",
                          "screenshot",
                          "art",
                          "asset",
                          "sprite",
                          "sprite-vfx",
                          "icon",
                          "ui_asset",
                          "fixed_background",
                          "side_scrolling_background",
                          "texture",
                          "tile",
                          "item-icon",
                          "portrait",
                          "card-art",
                          "splash",
                          "3d",
                          "generic"
                        ],
                        "example": "generic",
                        "type": "string"
                      },
                      "n": {
                        "default": 1,
                        "description": "Number of image variations to generate",
                        "example": 1,
                        "format": "integer",
                        "maximum": 8,
                        "minimum": 1,
                        "type": "number"
                      },
                      "perspective": {
                        "description": "Camera angle/view for the sprite (e.g., \"Side view\", \"Front view\", \"Isometric\").",
                        "enum": [
                          "Any perspective",
                          "First-Person",
                          "Third-Person",
                          "Over-the-Shoulder",
                          "Top-Down",
                          "Isometric",
                          "Side-Scroll",
                          "Free Camera",
                          "2.5D"
                        ],
                        "example": "Any perspective",
                        "type": "string"
                      },
                      "prompt": {
                        "description": "Text description of the image to generate. The more detailed the prompt, the more accurate the image will be.",
                        "type": "string"
                      },
                      "request_id": {
                        "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                        "type": "string"
                      }
                    },
                    "required": [
                      "image_type",
                      "prompt"
                    ],
                    "type": "object"
                  }
                },
                "required": [
                  "requestBody"
                ],
                "type": "object"
              },
              "name": "createImage"
            },
            {
              "description": "generateWithStyle. This endpoint consumes 0.5 credits per result.",
              "inputSchema": {
                "properties": {
                  "requestBody": {
                    "description": "Payload for generating new content while maintaining the visual style of a reference image",
                    "properties": {
                      "augment_prompt": {
                        "default": true,
                        "description": "Augment the prompt behind the scenes. Disable to have more control.",
                        "example": true,
                        "type": "boolean"
                      },
                      "image_type": {
                        "default": "sprite",
                        "description": "What kind of image to generate.",
                        "enum": [
                          "generic",
                          "screenshot",
                          "art",
                          "asset",
                          "sprite",
                          "sprite-vfx",
                          "icon",
                          "ui_asset",
                          "fixed_background",
                          "side_scrolling_background",
                          "texture",
                          "tile",
                          "item-icon",
                          "portrait",
                          "card-art",
                          "splash",
                          "3d",
                          "generic"
                        ],
                        "example": "generic",
                        "type": "string"
                      },
                      "n": {
                        "default": 1,
                        "description": "Number of variations to generate (1-4).",
                        "example": 1,
                        "format": "integer",
                        "maximum": 4,
                        "minimum": 1,
                        "type": "number"
                      },
                      "prompt": {
                        "description": "Text description of what to generate (e.g., \"a warrior character\", \"a forest background\", \"a treasure chest\").",
                        "type": "string"
                      },
                      "request_id": {
                        "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                        "type": "string"
                      },
                      "style_image": {
                        "description": "URL or base64-encoded reference image whose visual style should be matched.",
                        "example": "<url> OR data:image/png;base64,...",
                        "type": "string"
                      }
                    },
                    "required": [
                      "style_image",
                      "prompt",
                      "image_type"
                    ],
                    "type": "object"
                  }
                },
                "required": [
                  "requestBody"
                ],
                "type": "object"
              },
              "name": "generateWithStyle"
            },
            {
              "description": "editImage. This endpoint consumes 0.5 credits per result.",
              "inputSchema": {
                "properties": {
                  "requestBody": {
                    "description": "Payload for editing an existing image based on text instructions",
                    "properties": {
                      "augment_prompt": {
                        "default": true,
                        "description": "Augment the prompt behind the scenes. Disable to have more control.",
                        "example": true,
                        "type": "boolean"
                      },
                      "image": {
                        "description": "URL or base64-encoded source image to edit.",
                        "example": "<url> OR data:image/png;base64,...",
                        "type": "string"
                      },
                      "n": {
                        "default": 1,
                        "description": "Number of edited variations to generate (1-4).",
                        "example": 1,
                        "format": "integer",
                        "maximum": 4,
                        "minimum": 1,
                        "type": "number"
                      },
                      "prompt": {
                        "description": "Text description of the changes to make (e.g., \"remove the background\", \"add clouds to the sky\", \"make it darker\", \"change the color scheme to warmer tones\").",
                        "type": "string"
                      },
                      "reference_image": {
                        "description": "Optional URL or base64-encoded reference image for style or content guidance.",
                        "example": "<url> OR data:image/png;base64,...",
                        "type": "string"
                      },
                      "request_id": {
                        "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                        "type": "string"
                      }
                    },
                    "required": [
                      "image",
                      "prompt"
                    ],
                    "type": "object"
                  }
                },
                "required": [
                  "requestBody"
                ],
                "type": "object"
              },
              "name": "editImage"
            },
            {
              "description": "animateSprite. This endpoint consumes 5 credits per call.",
              "inputSchema": {
                "properties": {
                  "requestBody": {
                    "description": "Payload for generating an animated spritesheet from a static image. Input images can either be provided in base64 or URL. If the image was generated using Ludo, ideally it should be generated using the \"sprite\", \"sprite-vfx\" or \"ui_asset\" type.",
                    "properties": {
                      "augment_prompt": {
                        "default": true,
                        "description": "Augment the prompt behind the scenes. Disable to have more control.",
                        "example": true,
                        "type": "boolean"
                      },
                      "crop": {
                        "description": "Crop sprite frames to fit content. Results in smaller spritesheets but inconsistent frame sizes across different animations.",
                        "type": "boolean"
                      },
                      "duration": {
                        "description": "Animation length in seconds. Available values depend on the model:\n- standard model: 1.2, 1.5, 2, 2.5, 3 (default: 2)\n- new model: 4 (default: 4) Accepted values: 1.2, 1.5, 2, 2.5, 3, 4.",
                        "example": 1.2,
                        "format": "float",
                        "type": "number"
                      },
                      "final_image": {
                        "description": "The url OR base64 of ending frame image. When provided, the animation will interpolate between the initial and final frames.",
                        "example": "<url> OR data:image/png;base64,...",
                        "type": "string"
                      },
                      "frame_size": {
                        "default": 0,
                        "description": "Size of each frame in pixels (width and height). 0 is for maximum resolution. Accepted values: 32, 64, 96, 128, 192, 256, 384, 0.",
                        "example": 32,
                        "format": "integer",
                        "type": "number"
                      },
                      "frames": {
                        "default": 36,
                        "description": "Number of frames in the output spritesheet. Accepted values: 4, 9, 16, 25, 36, 49, 64.",
                        "example": 4,
                        "format": "integer",
                        "type": "number"
                      },
                      "gif": {
                        "default": false,
                        "description": "When true, generates an animated GIF from the spritesheet and returns it in gif_url. Disabled by default to reduce response time.",
                        "example": false,
                        "type": "boolean"
                      },
                      "image_type": {
                        "description": "Type of sprite being animated. Affects generation parameters and styling.",
                        "enum": [
                          "sprite",
                          "sprite-vfx",
                          "ui_asset"
                        ],
                        "example": "sprite",
                        "type": "string"
                      },
                      "individual_frames": {
                        "default": false,
                        "description": "When true, extracts each frame from the spritesheet as an individual image and returns the URLs in individual_frame_urls.",
                        "example": false,
                        "type": "boolean"
                      },
                      "initial_image": {
                        "description": "The url OR base64 of the starting frame image to animate. This is the base sprite that will be brought to life.",
                        "example": "<url> OR data:image/png;base64,...",
                        "type": "string"
                      },
                      "loop": {
                        "default": true,
                        "description": "Trim the animation at the beginning or end to create a seamless loop. Not guaranteed to produce a perfect loop.",
                        "example": true,
                        "type": "boolean"
                      },
                      "margin_ratio": {
                        "description": "Amount of padding around the sprite as a ratio (0.0 to 1.0). Only used when margin_ratio_mode is \"manual\". Higher values provide more space for expansive animations.",
                        "format": "float",
                        "type": "number"
                      },
                      "margin_ratio_mode": {
                        "default": "auto",
                        "description": "Controls how margins are applied around the sprite.",
                        "enum": [
                          "auto",
                          "manual",
                          "none"
                        ],
                        "example": "auto",
                        "type": "string"
                      },
                      "model": {
                        "default": "standard",
                        "description": "Animation model to use.\n- \"standard\": More consistent and predictable. Durations: 1.2, 1.5, 2, 2.5, 3 seconds (default: 2)\n- \"new\": Higher quality with more dynamic motion. Duration: 4 seconds only\n",
                        "enum": [
                          "standard",
                          "new"
                        ],
                        "example": "standard",
                        "type": "string"
                      },
                      "motion_prompt": {
                        "description": "Text description of the desired animation (e.g., \"walking\", \"jumping\", \"idle breathing\", \"attack slash\").",
                        "type": "string"
                      },
                      "request_id": {
                        "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                        "type": "string"
                      },
                      "spritesheet_with_background": {
                        "default": false,
                        "description": "When true, also returns the spritesheet with background intact (before background removal). Useful for manually fixing background removal issues. The with-background spritesheet URL will be in spritesheet_with_background_url.",
                        "example": false,
                        "type": "boolean"
                      }
                    },
                    "required": [
                      "motion_prompt",
                      "initial_image"
                    ],
                    "type": "object"
                  }
                },
                "required": [
                  "requestBody"
                ],
                "type": "object"
              },
              "name": "animateSprite"
            },
            {
              "description": "generatePose. This endpoint consumes 0.5 credits per result.",
              "inputSchema": {
                "properties": {
                  "requestBody": {
                    "description": "Payload for generating a new pose for an existing sprite",
                    "properties": {
                      "augment_prompt": {
                        "default": true,
                        "description": "Augment the prompt behind the scenes. Disable to have more control.",
                        "example": true,
                        "type": "boolean"
                      },
                      "description": {
                        "description": "Optional additional instructions or description to guide the pose generation.",
                        "type": "string"
                      },
                      "image": {
                        "description": "URL or base64-encoded source sprite image to generate a new pose from.",
                        "example": "<url> OR data:image/png;base64,...",
                        "type": "string"
                      },
                      "n": {
                        "default": 1,
                        "description": "Number of pose variations to generate (1-4).",
                        "example": 1,
                        "format": "integer",
                        "maximum": 4,
                        "minimum": 1,
                        "type": "number"
                      },
                      "pose": {
                        "description": "Target pose for the sprite. Use the value \"Other\" to generate other poses not listed in the accepted values, and fill the field description accordingly.",
                        "enum": [
                          "Idle (Front)",
                          "Idle (Back)",
                          "Idle (Left Facing)",
                          "Idle (Right Facing)",
                          "Walk (Left)",
                          "Walk (Right)",
                          "Walk (Towards the camera)",
                          "Walk (Away from the camera)",
                          "Run (Left)",
                          "Run (Right)",
                          "Run (Towards the camera)",
                          "Run (Away from the camera)",
                          "Crouching",
                          "Crawling",
                          "Sitting",
                          "Defending / Blocking",
                          "Attack Ready",
                          "Jump Preparation",
                          "Sleeping",
                          "Flying",
                          "Other"
                        ],
                        "example": "Idle (Front)",
                        "type": "string"
                      },
                      "request_id": {
                        "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                        "type": "string"
                      }
                    },
                    "required": [
                      "image",
                      "pose"
                    ],
                    "type": "object"
                  }
                },
                "required": [
                  "requestBody"
                ],
                "type": "object"
              },
              "name": "generatePose"
            },
            {
              "description": "transferMotion. This endpoint consumes 8 credits per call.",
              "inputSchema": {
                "properties": {
                  "requestBody": {
                    "description": "Payload for transferring motion from a video onto a static sprite image, producing an animated spritesheet.",
                    "properties": {
                      "crop": {
                        "description": "Crop sprite frames to fit content. Results in smaller spritesheets but inconsistent frame sizes across different animations.",
                        "type": "boolean"
                      },
                      "direction": {
                        "description": "Direction for the animation preset. When using a preset, `direction` is required.",
                        "enum": [
                          "N",
                          "NE",
                          "E",
                          "SE",
                          "S",
                          "SW",
                          "W",
                          "NW"
                        ],
                        "example": "N",
                        "type": "string"
                      },
                      "frame_size": {
                        "default": 0,
                        "description": "Size of each frame in pixels (width and height). 0 is for maximum resolution. Accepted values: 32, 64, 96, 128, 192, 256, 384, 0.",
                        "example": 32,
                        "format": "integer",
                        "type": "number"
                      },
                      "frames": {
                        "default": 36,
                        "description": "Number of frames in the output spritesheet. Accepted values: 4, 9, 16, 25, 36, 49, 64.",
                        "example": 4,
                        "format": "integer",
                        "type": "number"
                      },
                      "gif": {
                        "default": false,
                        "description": "When true, generates an animated GIF from the spritesheet and returns it in gif_url. Disabled by default to reduce response time.",
                        "example": false,
                        "type": "boolean"
                      },
                      "image": {
                        "description": "Payload for generating an animated spritesheet from a static image. Input images can either be provided in base64 or URL. If the image was generated using Ludo, ideally it should be generated using the \"sprite\", \"sprite-vfx\" or \"ui_asset\" type.",
                        "example": "data:image/png;base64,...",
                        "type": "string"
                      },
                      "individual_frames": {
                        "default": false,
                        "description": "When true, extracts each frame from the spritesheet as an individual image and returns the URLs in individual_frame_urls.",
                        "example": false,
                        "type": "boolean"
                      },
                      "loop": {
                        "description": "Trim the animation at the beginning or end to create a seamless loop.",
                        "type": "boolean"
                      },
                      "margin_ratio": {
                        "default": 0.15,
                        "description": "Amount of padding around the sprite as a ratio (0.0 to 1.0). Only used when margin_ratio_mode is \"manual\".",
                        "example": 0.15,
                        "format": "float",
                        "type": "number"
                      },
                      "margin_ratio_mode": {
                        "default": "manual",
                        "description": "Controls how margins are applied around the sprite.",
                        "enum": [
                          "manual",
                          "none"
                        ],
                        "example": "manual",
                        "type": "string"
                      },
                      "perspective": {
                        "description": "Perspective ID to use with the animation preset. When using a preset, `perspective` is required.",
                        "type": "string"
                      },
                      "preset_id": {
                        "description": "ID of an animation preset to use instead of a video URL. Use the animation-presets endpoint to list available presets. When using a preset, `perspective` and `direction` are required.",
                        "type": "string"
                      },
                      "request_id": {
                        "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                        "type": "string"
                      },
                      "spritesheet_with_background": {
                        "default": false,
                        "description": "When true, also returns the spritesheet with background intact (before background removal). Useful for manually fixing background removal issues. The with-background spritesheet URL will be in spritesheet_with_background_url.",
                        "example": false,
                        "type": "boolean"
                      },
                      "video": {
                        "description": "URL of the video to use as motion source. You can use videos from the animateSprite endpoint or provide your own. Videos up to 4 seconds will produce better results. Either `video` or `preset_id` + `perspective` + `direction` must be provided.",
                        "type": "string"
                      }
                    },
                    "required": [
                      "image"
                    ],
                    "type": "object"
                  }
                },
                "required": [
                  "requestBody"
                ],
                "type": "object"
              },
              "name": "transferMotion"
            },
            {
              "description": "Lists available animation presets for use with the transferMotion endpoint",
              "inputSchema": {
                "properties": {},
                "required": [],
                "type": "object"
              },
              "name": "listAnimationPresets"
            },
            {
              "description": "createVideo. This endpoint consumes 5-15 credits depending on duration (3s: 5, 5s: 8, 8s: 12, 10s: 15).",
              "inputSchema": {
                "properties": {
                  "requestBody": {
                    "description": "Payload for generating a video from a source image and motion prompt",
                    "properties": {
                      "augment_prompt": {
                        "default": true,
                        "description": "Augment the prompt behind the scenes. Disable to have more control.",
                        "example": true,
                        "type": "boolean"
                      },
                      "duration": {
                        "default": 5,
                        "description": "Video duration in seconds Accepted values: 3, 5, 8, 10.",
                        "example": 5,
                        "format": "integer",
                        "type": "number"
                      },
                      "final_image": {
                        "description": "URL or base64-encoded end frame image. When provided, the video will interpolate between the initial and final frames.",
                        "example": "<url> OR data:image/png;base64,...",
                        "type": "string"
                      },
                      "image": {
                        "description": "URL or base64-encoded source image (the starting frame for the video)",
                        "example": "<url> OR data:image/png;base64,...",
                        "type": "string"
                      },
                      "model": {
                        "default": "standard",
                        "description": "Video generation model to use.\n- \"standard\": More consistent and predictable results\n- \"new\": Higher quality with more dynamic motion",
                        "enum": [
                          "standard",
                          "new"
                        ],
                        "example": "standard",
                        "type": "string"
                      },
                      "prompt": {
                        "description": "Text description of the motion or action for the video (e.g., \"walking forward\", \"waving hand\", \"camera zoom in\")",
                        "type": "string"
                      },
                      "request_id": {
                        "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                        "type": "string"
                      }
                    },
                    "required": [
                      "image",
                      "prompt"
                    ],
                    "type": "object"
                  }
                },
                "required": [
                  "requestBody"
                ],
                "type": "object"
              },
              "name": "createVideo"
            },
            {
              "description": "removeBackground. This endpoint consumes 0.5 credits per result.",
              "inputSchema": {
                "properties": {
                  "requestBody": {
                    "description": "Payload for removing the background of an image",
                    "properties": {
                      "creative_edit": {
                        "default": true,
                        "description": "Higher quality results but the image will not be exactly the same as the input.",
                        "example": true,
                        "type": "boolean"
                      },
                      "crop": {
                        "default": false,
                        "description": "Whether to crop/trim the result to fit the content.",
                        "example": false,
                        "type": "boolean"
                      },
                      "image": {
                        "description": "URL or base64-encoded image to remove the background from.",
                        "example": "<url> OR data:image/png;base64,...",
                        "type": "string"
                      },
                      "request_id": {
                        "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                        "type": "string"
                      }
                    },
                    "required": [
                      "image"
                    ],
                    "type": "object"
                  }
                },
                "required": [
                  "requestBody"
                ],
                "type": "object"
              },
              "name": "removeBackground"
            },
            {
              "description": "create3DModel. This endpoint consumes 3 credits per call.",
              "inputSchema": {
                "properties": {
                  "requestBody": {
                    "properties": {
                      "high_detail_shape": {
                        "default": false,
                        "description": "Enable higher detail shape generation. Generation time will increase and the effect is only noticeable with a high target_num_faces value (around >30.000)",
                        "example": false,
                        "type": "boolean"
                      },
                      "image": {
                        "description": "URL or base64-encoded image to convert to 3D",
                        "example": "<url> OR data:image/png;base64,...",
                        "type": "string"
                      },
                      "request_id": {
                        "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                        "type": "string"
                      },
                      "target_num_faces": {
                        "default": 50000,
                        "description": "Maximum triangle count for the mesh (1000-100000)",
                        "example": 50000,
                        "maximum": 100000,
                        "minimum": 1000,
                        "type": "integer"
                      },
                      "texture_size": {
                        "default": 2048,
                        "description": "Texture resolution in pixels Accepted values: 1024, 2048, 4096.",
                        "example": 1024,
                        "type": "integer"
                      },
                      "texture_type": {
                        "default": "pbr",
                        "description": "Texture type",
                        "enum": [
                          "pbr",
                          "simple",
                          "none"
                        ],
                        "example": "pbr",
                        "type": "string"
                      }
                    },
                    "required": [
                      "image"
                    ],
                    "type": "object"
                  }
                },
                "required": [
                  "requestBody"
                ],
                "type": "object"
              },
              "name": "create3DModel"
            },
            {
              "description": "createSoundEffect. This endpoint consumes 2 credits per call.",
              "inputSchema": {
                "properties": {
                  "requestBody": {
                    "description": "Payload for generating a sound effect from a text description",
                    "properties": {
                      "augment_prompt": {
                        "default": true,
                        "description": "Augment the prompt behind the scenes. Disable to have more control.",
                        "example": true,
                        "type": "boolean"
                      },
                      "description": {
                        "description": "Text description of the sound effect to generate (e.g., \"laser gun firing\", \"footsteps on gravel\").",
                        "type": "string"
                      },
                      "duration": {
                        "default": 0,
                        "description": "Duration in seconds. Use 0 for automatic duration based on the description.",
                        "example": 0,
                        "format": "float",
                        "maximum": 10,
                        "minimum": 0,
                        "type": "number"
                      },
                      "request_id": {
                        "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                        "type": "string"
                      }
                    },
                    "required": [
                      "description"
                    ],
                    "type": "object"
                  }
                },
                "required": [
                  "requestBody"
                ],
                "type": "object"
              },
              "name": "createSoundEffect"
            },
            {
              "description": "createMusic. This endpoint consumes 4 credits per call.",
              "inputSchema": {
                "properties": {
                  "requestBody": {
                    "description": "Payload for generating music from a text description",
                    "properties": {
                      "augment_prompt": {
                        "default": true,
                        "description": "Augment the prompt behind the scenes. Disable to have more control.",
                        "example": true,
                        "type": "boolean"
                      },
                      "description": {
                        "description": "Text description of the music to generate (e.g., \"epic orchestral battle theme\", \"calm piano melody\").",
                        "type": "string"
                      },
                      "lyrics": {
                        "description": "Optional lyrics to include in the generated music.",
                        "type": "string"
                      },
                      "request_id": {
                        "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                        "type": "string"
                      }
                    },
                    "required": [
                      "description"
                    ],
                    "type": "object"
                  }
                },
                "required": [
                  "requestBody"
                ],
                "type": "object"
              },
              "name": "createMusic"
            },
            {
              "description": "createVoice. This endpoint consumes 1 credits per call.",
              "inputSchema": {
                "properties": {
                  "requestBody": {
                    "description": "Payload for generating a voice sample from a character description",
                    "properties": {
                      "augment_prompt": {
                        "default": true,
                        "description": "Augment the prompt behind the scenes. Disable to have more control.",
                        "example": true,
                        "type": "boolean"
                      },
                      "request_id": {
                        "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                        "type": "string"
                      },
                      "text": {
                        "description": "Text for the voice to speak (max 20 words).",
                        "maxLength": 200,
                        "minLength": 1,
                        "type": "string"
                      },
                      "type": {
                        "default": "human",
                        "description": "Type of voice to generate.",
                        "enum": [
                          "human",
                          "non-human"
                        ],
                        "example": "human",
                        "type": "string"
                      },
                      "voice_description": {
                        "description": "Text description of the voice character (e.g., \"deep-voiced warrior\", \"cheerful young girl\").",
                        "type": "string"
                      }
                    },
                    "required": [
                      "voice_description",
                      "text"
                    ],
                    "type": "object"
                  }
                },
                "required": [
                  "requestBody"
                ],
                "type": "object"
              },
              "name": "createVoice"
            },
            {
              "description": "createSpeech. This endpoint consumes 1 credits per call.",
              "inputSchema": {
                "properties": {
                  "requestBody": {
                    "description": "Payload for text-to-speech generation using voice cloning",
                    "properties": {
                      "request_id": {
                        "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                        "type": "string"
                      },
                      "sample": {
                        "description": "URL or base64-encoded audio sample for voice cloning.",
                        "example": "<url> OR data:image/png;base64,...",
                        "type": "string"
                      },
                      "text": {
                        "description": "Text to convert to speech (max 100 words).",
                        "maxLength": 1000,
                        "minLength": 1,
                        "type": "string"
                      }
                    },
                    "required": [
                      "text",
                      "sample"
                    ],
                    "type": "object"
                  }
                },
                "required": [
                  "requestBody"
                ],
                "type": "object"
              },
              "name": "createSpeech"
            },
            {
              "description": "createSpeechPreset. This endpoint consumes 1 credits per call.",
              "inputSchema": {
                "properties": {
                  "requestBody": {
                    "description": "Payload for text-to-speech generation using a voice preset",
                    "properties": {
                      "emotion": {
                        "description": "Emotion to apply to the speech.",
                        "enum": [
                          "Default",
                          "Happy",
                          "Sad",
                          "Angry",
                          "Fearful",
                          "Disgusted",
                          "Surprised",
                          "Neutral"
                        ],
                        "example": "Default",
                        "type": "string"
                      },
                      "language": {
                        "description": "Language code for the speech.",
                        "enum": [
                          "auto",
                          "English",
                          "Afrikaans",
                          "Arabic",
                          "Bulgarian",
                          "Catalan",
                          "Chinese",
                          "Chinese,Yue",
                          "Croatian",
                          "Czech",
                          "Danish",
                          "English",
                          "Filipino",
                          "Finnish",
                          "French",
                          "German",
                          "Greek",
                          "Hebrew",
                          "Hindi",
                          "Hungarian",
                          "Indonesian",
                          "Italian",
                          "Japanese",
                          "Korean",
                          "Malay",
                          "Norwegian",
                          "Nynorsk",
                          "Persian",
                          "Polish",
                          "Portuguese",
                          "Romanian",
                          "Russian",
                          "Slovak",
                          "Slovenian",
                          "Spanish",
                          "Swedish",
                          "Tamil",
                          "Thai",
                          "Turkish",
                          "Ukrainian",
                          "Vietnamese"
                        ],
                        "example": "auto",
                        "type": "string"
                      },
                      "request_id": {
                        "description": "Optional client-provided identifier for this request. Use this to retrieve results later via the results endpoint.",
                        "type": "string"
                      },
                      "text": {
                        "description": "Text to convert to speech (max 100 words).",
                        "maxLength": 1000,
                        "type": "string"
                      },
                      "voice_preset_id": {
                        "description": "Voice preset identifier.",
                        "enum": [
                          "Serious woman",
                          "Wise woman",
                          "Calm woman",
                          "Fast-paced woman",
                          "Calm young girl",
                          "Expressive teen girl",
                          "Calm teen girl",
                          "Sweet girl",
                          "Patient man",
                          "Determined man",
                          "Young elegant man",
                          "Teen boy",
                          "Friendly man",
                          "Deep voice man"
                        ],
                        "example": "Serious woman",
                        "type": "string"
                      }
                    },
                    "required": [
                      "text",
                      "voice_preset_id"
                    ],
                    "type": "object"
                  }
                },
                "required": [
                  "requestBody"
                ],
                "type": "object"
              },
              "name": "createSpeechPreset"
            },
            {
              "description": "Retrieves recent API-generated image results",
              "inputSchema": {
                "properties": {
                  "request_id": {
                    "description": "Filter results by request_id",
                    "type": "string"
                  }
                },
                "required": [],
                "type": "object"
              },
              "name": "getImageResults"
            },
            {
              "description": "Retrieves recent API-generated spritesheet results",
              "inputSchema": {
                "properties": {
                  "request_id": {
                    "description": "Filter results by request_id",
                    "type": "string"
                  }
                },
                "required": [],
                "type": "object"
              },
              "name": "getSpriteResults"
            },
            {
              "description": "Retrieves recent API-generated video results",
              "inputSchema": {
                "properties": {
                  "request_id": {
                    "description": "Filter results by request_id",
                    "type": "string"
                  }
                },
                "required": [],
                "type": "object"
              },
              "name": "getVideoResults"
            },
            {
              "description": "Retrieves recent API-generated audio results",
              "inputSchema": {
                "properties": {
                  "request_id": {
                    "description": "Filter results by request_id",
                    "type": "string"
                  }
                },
                "required": [],
                "type": "object"
              },
              "name": "getAudioResults"
            },
            {
              "description": "Retrieves recent API-generated 3D model results",
              "inputSchema": {
                "properties": {
                  "request_id": {
                    "description": "Filter results by request_id",
                    "type": "string"
                  }
                },
                "required": [],
                "type": "object"
              },
              "name": "get3DModelResults"
            }
          ]
        }
      },
      "bad_protocol_status_code": 200,
      "delete_error": null,
      "delete_status_code": null,
      "expired_session_error": null,
      "expired_session_status_code": null,
      "issues": [
        "missing_session_id",
        "missing_protocol_header",
        "bad_protocol_not_rejected"
      ],
      "last_event_id_visible": false,
      "protocol_header_present": false,
      "requested_protocol_version": "2025-03-26",
      "session_id_present": false,
      "transport": "streamable-http"
    }
  },
  "remote_url": "https://mcp.ludo.ai/mcp",
  "server_card_payload": null,
  "server_identifier": "ai.ludo/game-assets"
}

Known versions

Validation history

7 day score delta
+0.0
30 day score delta
+0.0
Recent healthy ratio
100%
Freshness
605.0h
TimestampStatusScoreLatencyTools
Apr 09, 2026 12:52:43 AM UTC Healthy 72.2 1310.4 ms 21
Apr 08, 2026 12:49:36 AM UTC Healthy 72.2 1306.0 ms 21
Apr 07, 2026 12:44:45 AM UTC Healthy 72.2 1314.0 ms 21
Apr 06, 2026 12:41:40 AM UTC Healthy 72.2 1351.2 ms 21
Apr 05, 2026 12:39:03 AM UTC Healthy 72.2 1287.4 ms 21
Apr 04, 2026 12:37:01 AM UTC Healthy 72.2 1272.8 ms 21
Apr 03, 2026 12:32:18 AM UTC Healthy 72.2 1279.8 ms 21
Apr 02, 2026 12:20:28 AM UTC Healthy 72.2 1273.2 ms 21

Validation timeline

ValidatedSummaryScoreProtocolAuth modeToolsHigh-risk toolsChanges
Apr 09, 2026 12:52:43 AM UTC Healthy 72.2 2025-03-26 public 21 0 none
Apr 08, 2026 12:49:36 AM UTC Healthy 72.2 2025-03-26 public 21 0 none
Apr 07, 2026 12:44:45 AM UTC Healthy 72.2 2025-03-26 public 21 0 none
Apr 06, 2026 12:41:40 AM UTC Healthy 72.2 2025-03-26 public 21 0 none
Apr 05, 2026 12:39:03 AM UTC Healthy 72.2 2025-03-26 public 21 0 none
Apr 04, 2026 12:37:01 AM UTC Healthy 72.2 2025-03-26 public 21 0 none
Apr 03, 2026 12:32:18 AM UTC Healthy 72.2 2025-03-26 public 21 0 none
Apr 02, 2026 12:20:28 AM UTC Healthy 72.2 2025-03-26 public 21 0 none
Mar 31, 2026 11:43:25 PM UTC Healthy 72.2 2025-03-26 public 21 0 none
Mar 30, 2026 11:34:37 PM UTC Healthy 72.2 2025-03-26 public 21 0 none
Mar 29, 2026 11:21:40 PM UTC Healthy 72.2 2025-03-26 public 21 0 none
Mar 28, 2026 10:03:11 PM UTC Healthy 72.2 2025-03-26 public 21 0 none

Recent validation runs

StartedStatusSummaryLatencyChecks
Apr 09, 2026 12:52:41 AM UTC Completed Healthy 1310.4 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Apr 08, 2026 12:49:35 AM UTC Completed Healthy 1306.0 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Apr 07, 2026 12:44:43 AM UTC Completed Healthy 1314.0 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Apr 06, 2026 12:41:38 AM UTC Completed Healthy 1351.2 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Apr 05, 2026 12:39:01 AM UTC Completed Healthy 1287.4 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Apr 04, 2026 12:37:00 AM UTC Completed Healthy 1272.8 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Apr 03, 2026 12:32:17 AM UTC Completed Healthy 1279.8 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Apr 02, 2026 12:20:26 AM UTC Completed Healthy 1273.2 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Mar 31, 2026 11:43:24 PM UTC Completed Healthy 1251.1 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Mar 30, 2026 11:34:36 PM UTC Completed Healthy 1225.8 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe