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QasperAI/mcp-server
@qasperai/mcp-server
Enables AI assistants to discover and book local service businesses like barbers, plumbers, and mechanics directly through MCP-compatible tools.
Decision: Allow with approval
Why: exec-capable tools + no confirmation safeguards + high-risk tools need review
Next: export policy, require approval for writes, add authenticated validation
EXECUTIVE VERDICT
Executive verdict
Production trust decision: Allow with approval
Reason: exec-capable tools + no confirmation safeguards + high-risk tools need review
Next action: export policy, require approval for writes, add authenticated validation
Production decision
Allow with approval
exec-capable tools + no confirmation safeguards + high-risk tools need review
Current score
69.4
Snapshot
trustsnap_82c77d8f1881a923Next action
export policy, require approval for writes, add authenticated validation
Claim the profile to add evidence, trigger validation, and configure monitoring.
Status
Healthy
Score
69.4
Transport
streamable-http
Tools
9
Current trust snapshot
Snapshot ID
trustsnap_82c77d8f1881a923Use this ID to compare server page, report, policy, MCP, homepage, ranking, and shortlist surfaces.
Snapshot generated
May 28, 2026 06:20:14 AM UTC
All page, report, policy, and MCP surfaces use this same server-detail snapshot shape.
Last validated
May 28, 2026 03:17:39 AM UTC
Age: 3.04h • freshness band: Verified in last 24h • display score: 69.36
Production trust decision
Allow with approval
exec-capable tools + no confirmation safeguards + high-risk tools need review
Readiness class
Safe for evaluation
The server is suitable for evaluation, but remaining gaps should be resolved before broad production use.
Canonical machine links
Report JSON
Policy export
Badge metadata
Evidence pack
Compare URL
SERVER OWNER FUNNEL
Own this MCP?
Claim ownership, prove control with a GitHub, DNS, HTTP, MCP metadata, or email-domain challenge, revalidate now, publish a badge, configure monitoring, and unlock a verified server profile.
1. Claim
unclaimed
with GitHub, DNS, or HTTP challenge instructions.
2. Revalidate
POST /v1/servers/QasperAI/mcp-server/revalidateVerified owners get priority queueing after proof succeeds.
3. Badge
Verified by MCP Verify - score 69.4 - last checked May 28, 2026
4. Monitor
Continuous Verify plan is self-serve: choose a tier, configure watches, add authenticated validation, trigger revalidation, and use the badge.
Paid profile
Add verified publisher identity, security metadata, evidence packs, badge customization, and owner analytics without buying a better score.
Badge embed
[](https://verify.sentinelsignal.io/servers/QasperAI/mcp-server)
MCP TrustOps
TrustOps turns this report into operational controls: freshness SLAs, authenticated validation, semantic benchmarks, policy exports, alert subscriptions, badges, cost/compliance metadata, and runtime routing. Fresh trusted index decisions stay separate from long-tail inventory so stale scores do not masquerade as current evidence.
Freshness band
Verified in last 24h
Policy SLA: 168.0h • confidence-weighted score: 52.9 • stale score suppressed:
Policy exports
Formats: json, rego, yaml, github_action, gateway_config, client_report
Runtime routing
/v1/decideReturns allowed tools, blocked tools, approval requirement, and reason.
Hosted runtime
Deploy trusted servers from GitHub with secrets, egress controls, releases, rollback, and audit events.
Authenticated validation
Premium publisher feature: paid authenticated runs verify scopes, write-action safeguards, and authorized tool execution.
Active trust badges
Freshly Validated Claude Remote MCP Compatible No Critical Risk
Semantic benchmarks
available
Templates cover GitHub, database, healthcare, web search, and CRM least-privilege jobs.
Supply chain
metadata signal
Deep scan checks are marked separately from public metadata signals.
Compliance metadata
Terms, privacy, SOC 2, HIPAA, GDPR, retention, deletion, and audit-log fields are tracked as enterprise metadata.
Alert subscription types
Status changes Score drops or recovers Freshness SLA breach Validation schema drift OAuth or auth behavior changes Tool surface changes New or changed write tool Supply-chain signal changes Legal or compliance metadata changes
MCP Runtime hosting
Verify Hosted MCP turns a trusted server report into a managed remote MCP endpoint with GitHub deployment provenance, sandbox policy, encrypted secrets, release history, rollback, and audit/usage events.
Activation readiness
Trusted hosted runtimes require fresh validation, a passing server state, a remote endpoint, and a minimum score.
Minimum tier
TrustOps
Publisher claim plus paid TrustOps tier are required before secrets or releases can be created.
Hosted endpoint
/hosted/{namespace}/{name}/mcpThe endpoint enforces egress allowlists and records audit/usage events.
Blockers
score_below_hosting_threshold
| Deployment | Status | Endpoint | Release |
|---|---|---|---|
| No hosted runtime deployments yet. | |||
Production readiness class
Production readiness class
Safe for evaluation
The server is suitable for evaluation, but remaining gaps should be resolved before broad production use.
Critical alerts
0
Production verdicts degrade quickly when critical alerts are active.
Evidence confidence
Confidence score
76.2
Based on 1 recent validations, 26 captured checks, and validation age of 3.0 hours.
Live checks captured
26
More direct checks increase trust in the current verdict.
Validation age
3.0h
Lower age means fresher evidence.
Recommended for
Claude Desktop
Claude Desktop is marked compatible with score 100.
Smithery
Smithery is marked compatible with score 100.
Generic Streamable HTTP
Generic Streamable HTTP is marked compatible with score 100.
Client compatibility verdicts
Client compatibility only means the server shape can work with a client. Production trust decision and write-action publishing are evaluated separately so a client-compatible server can still be blocked for production.
Client compatibility: ChatGPT
Partially client-compatible
OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.
Confidence: high (76.25)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history, server_card
Disagreements: none
initialize• OKtools_list• OKtransport_compliance_probe• Warningstep_up_auth_probe• Missingconnector_replay_probe• Missing — Frozen tool snapshots must survive refresh.request_association_probe• Missing — Roots, sampling, and elicitation should stay request-scoped.
Client compatibility: Claude
Client-compatible
No major blockers detected.
Confidence: high (76.25)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history, server_card
Disagreements: none
initialize• OKtools_list• OKtransport_compliance_probe• Warning
Write-action publishing
Publishing blocked
Blocked until safeguards and confirmation semantics are verified for write, exec, or destructive tools.
Confidence: high (76.25)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history
Disagreements: none
action_safety_probe• Error
Snapshot churn risk
Low
No material tool-surface churn detected in the latest comparison.
Confidence: high (76.25)
Evidence provenance
Winner: history
Supporting sources: history, live_validation
Disagreements: none
tool_snapshot_probe• Missingconnector_replay_probe• Missing
Why compatibility is limited by client
ChatGPT custom connector
Partially client-compatible
Remediation checklist
OpenAI connectors expect OAuth for remote server auth.Dynamic client registration materially improves connector setup.search fetch only is not yet satisfiedoauth configured is not yet satisfiedadmin refresh required is not yet satisfiedsafe for company knowledge is not yet satisfied
Claude remote MCP
Client-compatible
Remediation checklist
search fetch only is not yet satisfiedoauth configured is not yet satisfiedadmin refresh required is not yet satisfiedsafe for company knowledge is not yet satisfiedsafe for messages api remote mcp is not yet satisfiedTransport compliance issues should be resolved before wider client rollout.
Write-safe publishing
Blocked
Remediation checklist
Add a clearer auth boundary around risky write actions.Constrain or sandbox exec-capable tools before publishing broadly.
Verdict traces
Production verdict
Safe for evaluation
The server is suitable for evaluation, but remaining gaps should be resolved before broad production use.
Confidence: high (76.25)
Winning source: live_validation
Triggering alerts
- No active alert triggers.
Client verdict trace table
| Verdict | Status | Checks | Winning source | Conflicts |
|---|---|---|---|---|
openai_connectors |
Partially client-compatible | initialize, tools_list, transport_compliance_probe, step_up_auth_probe, connector_replay_probe, request_association_probe | live_validation | none |
claude_desktop |
Client-compatible | initialize, tools_list, transport_compliance_probe | live_validation | none |
unsafe_for_write_actions |
Publishing blocked | action_safety_probe | live_validation | none |
snapshot_churn_risk |
Low | tool_snapshot_probe, connector_replay_probe | history | none |
Publishability policy profiles
ChatGPT custom connector compatibility
Compatible with review
OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup. Compatibility is not a production approval; company knowledge and Messages API gates remain separate.
- 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 compatibility
Connector-compatible
Transport, discovery, and remote-MCP assumptions are satisfied. Compatibility is not a production approval; company knowledge and Messages API gates remain separate.
- 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.
- remote_http_endpoint: Passes
- oauth_discovery: Degraded
- frozen_tool_snapshot_refresh: Passes
- request_association: Passes
Anthropic remote MCP fixture
Passes
Remote MCP transport and discovery assumptions are satisfied.
- remote_transport: Passes
- tool_discovery: Passes
- auth_connect: Passes
- safe_write_review: Degraded
Authenticated validation sessions
Public validation is free. Authenticated validation is paid and proves scoped behavior, write-action safeguards, and authenticated tool execution.
Latest profile
remote_mcp
Authenticated session used
Public score isolation
Preview endpoint
/v1/verifyCI preview endpoint
/v1/ci/previewPublic server reputation
Validation success 7d
1.0
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
| Timestamp | Event | Details |
|---|---|---|
| May 28, 2026 03:17:39 AM UTC | Latest validation: healthy | Score 69.4 with status healthy. |
Capabilities
- OAuth:
- DCR/CIMD:
- Prompts:
- Homepage: https://glama.ai/mcp/servers/v3e1z320n4
- Docs: none
- Support: https://github.com/QasperAI/mcp-server
- Icon: none
- Remote endpoint: https://qasper.ai/mcp
- Server card: none
Use-case taxonomy
development database search communication
Security posture
Tools analyzed
9
High-risk tools
2
Destructive tools
0
Exec tools
1
Egress tools
0
Secret tools
1
Bulk-access tools
2
Risk distribution
medium:7, high:1, critical:1
Tool capability & risk inventory
| Tool | Capabilities | Risk | Findings | Notes |
|---|---|---|---|---|
get_refinement_options |
read network filesystem admin | Medium | none | No explicit safeguard hints detected. |
find_next_available_appointments |
read write exec network filesystem admin secrets export | Critical | command execution bulk data access secret material access freeform input surface filesystem mutation admin mutation | No explicit safeguard hints detected. |
book_appointment |
read write network admin | Medium | admin mutation | Safeguards hinted in metadata. |
get_services |
read network admin | Medium | none | No explicit safeguard hints detected. |
send_inquiry |
read write network | Medium | none | No explicit safeguard hints detected. |
get_pricing |
read network | Medium | none | No explicit safeguard hints detected. |
search_businesses |
read write network filesystem admin export | High | bulk data access filesystem mutation admin mutation | No explicit safeguard hints detected. |
check_availability |
read network admin | Medium | none | No explicit safeguard hints detected. |
get_business_info |
read network filesystem admin | Medium | none | No explicit safeguard hints detected. |
Write-action governance
Governance status
Error
Safe to publish
Auth boundary
public_or_unclear
Blast radius
High
High-risk tools
2
Confirmation signals
book_appointment
Safeguard count
1
Status detail: 2 high-risk tool(s), 1 exec-capable tool(s) are exposed without a clear auth boundary; 1 safeguard(s) and 1 confirmation signal(s) detected.
| Tool | Risk | Flags | Safeguards |
|---|---|---|---|
find_next_available_appointments |
Critical | command execution bulk data access secret material access freeform input surface filesystem mutation admin mutation | no |
search_businesses |
High | bulk data access filesystem mutation admin mutation | no |
Action-controls diff
Snapshot changed
no
Disabled-by-default candidates
none
Manual review candidates
none
New actions
| Action | Risk | Flags |
|---|---|---|
| No newly added actions. | ||
Changed actions
| Action | Change types | Risk |
|---|---|---|
| No materially changed actions. | ||
Why this score?
Access & Protocol
32/44
Connectivity, auth, and transport expectations for common clients.
Interface Quality
35.4/56
How well the tool/resource interface communicates and behaves under automation.
Security Posture
26.35/36
How safely the exposed tool surface handles destructive actions, egress, execution, secrets, and risky inputs.
Reliability & Trust
17.75/24
Operational stability, consistency, and trustworthiness over time.
Discovery & Governance
19.45/28
How well the server is documented, listed, and governed in public registries.
Adoption & Market
5/8
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
3.4/4
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
3/4
Completeness of tool descriptions, parameter docs, examples, and schema shape.
Backward Compatibility
2/4
Stability score across tool schema/name drift relative to prior validations.
SLO Health
3/4
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
1.8/4
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
2/4
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
2/4
Directory presence and distribution clues that suggest the server is intended for external use.
Freshness Confidence
3/4
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
2/4
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
3/4
Stability of the tool surface across recent validations, including add/remove and output-shape drift.
Connector Replay
3/4
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
3/4
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
3/4
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
2/4
Evaluates shell, code, script, and command-execution exposure and whether that surface appears contained.
Data Exfiltration Resilience
3.4/4
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
3/4
Assesses secret-bearing tools, token leakage risk, and whether the public surface avoids obvious secret exposure.
Supply Chain Signal
0.5/4
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
4/4
Measures naming uniqueness and ambiguity across the tool namespace to reduce collision and confusion risk.
Compatibility profiles
OpenAI Connectors
77.8
partial
OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.
Connector URL: https://qasper.ai/mcp # No OAuth metadata detected. # Server: QasperAI/mcp-server
Claude Desktop
100.0
compatible
No major blockers detected.
{
"mcpServers": {
"mcp-server": {
"command": "npx",
"args": ["mcp-remote", "https://qasper.ai/mcp"]
}
}
}
Smithery
100.0
compatible
No major blockers detected.
smithery mcp add "https://qasper.ai/mcp"
Generic Streamable HTTP
100.0
compatible
No major blockers detected.
curl -sS https://qasper.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
| Severity | Remediation | Why it matters | Recommended 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
|
| 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
|
| 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
|
| 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
|
| High | Keep connector refreshes backward compatible | Managed connector clients freeze tool snapshots, so removed tools, new required args, and breaking output changes can break published integrations after refresh. | Inspect the latest validation evidence and resolve the client-visible regression.Playbook
|
| 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
|
| 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
|
| 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
|
| 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
|
| 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
|
| 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
|
| 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
|
| Medium | Reduce tool-surface churn | Frequent add/remove or output-shape drift makes published connectors and cached tool snapshots brittle. | Inspect the latest validation evidence and resolve the client-visible regression.Playbook
|
| 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
|
| 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
|
| 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
|
| 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
|
| 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
|
| Low | Publish or reconcile the server in the official MCP registry | Official registry presence improves discovery confidence and cross-source consistency. | Inspect the latest validation evidence and resolve the client-visible regression.Playbook
|
Point loss breakdown
| Component | Current | Points missing |
|---|---|---|
| Recovery Semantics | 0/4 | -4.0 |
| Dependency Supply Chain Signal | 0.5/4 | -3.5 |
| Trust Confidence | 1.8/4 | -2.2 |
| Utility Coverage | 2/4 | -2.0 |
| Transport Compliance | 2/4 | -2.0 |
| Spec Recency | 2/4 | -2.0 |
| Safety Transparency | 2/4 | -2.0 |
| Result Shape Stability | 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
Need at least two validation runs before diffing changes.
Tool snapshot diff & changelog
Need at least two validation runs before building a tool changelog.
Connector replay
Status
Missing
Backward compatible
Would break after refresh
Added tools
none
Removed tools
none
Additive output changes
none
Required-argument replay breaks
| Tool | Added required args | Removed required args |
|---|---|---|
| No required-argument replay breaks detected. | ||
Output-schema replay breaks
| Tool | Removed properties | Added properties |
|---|---|---|
| No output-schema replay breaks detected. | ||
Transport compliance drilldown
Probe status
Warning
Transport
streamable-http
Session header
no
Protocol header
no
Bad protocol response
400
DELETE teardown
n/a
Expired session retry
n/a
Last-Event-ID visible
no
Issues: missing_session_id, missing_protocol_header
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 task | Status | Evidence |
|---|---|---|
| Discover tools | Passes |
|
| Read-only fetch flow | Likely to fail |
|
| OAuth-required connect | Degraded |
|
| Safe write flow with confirmation | Likely to fail |
|
Registry & provenance divergence
Probe status
OK
Direct official match
no
Drift fields
none
| Field | Registry | Live server card |
|---|---|---|
| Title | n/a | n/a |
| Version | n/a | n/a |
| Homepage | n/a | n/a |
Active alerts
No active alerts for the current server state.
Aliases & registry graph
| Identifier | Source | Canonical | Score |
|---|---|---|---|
QasperAI/mcp-server |
glama_registry | yes | 69.36 |
Alias consolidation
Canonical identifier
QasperAI/mcp-server
Duplicate aliases
0
Registry sources
glama_registry
Remote URLs
Source disagreements
| Field | What differs | Observed values |
|---|---|---|
| No source disagreements detected. | ||
Install snippets
Openai Connectors
Connector URL: https://qasper.ai/mcp # No OAuth metadata detected. # Server: QasperAI/mcp-server
Claude Desktop
{
"mcpServers": {
"mcp-server": {
"command": "npx",
"args": ["mcp-remote", "https://qasper.ai/mcp"]
}
}
}
Smithery
smithery mcp add "https://qasper.ai/mcp"
Generic Http
curl -sS https://qasper.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
get_refinement_options find_next_available_appointments book_appointment get_services send_inquiry get_pricing search_businesses check_availability
Observed from the latest live validation against https://qasper.ai/mcp. This is the target server surface, not Verify's own inspection tools.
Live capability counts
9 tools • 0 prompts • 0 resources
Counts come from the latest
tools/list, prompts/list, and resources/list checks.Inspect with Verify
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QasperAI/mcp-server.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
| Watch | Team | Channels | Minimum severity |
|---|---|---|---|
| No active watch destinations. | |||
Maintainer analytics
Validation Run Count
1
Average Latency Ms
4982.97
Healthy Run Ratio Recent
1.0
Registry Presence Count
1
Active Alert Count
0
Watcher Count
0
Verified Claim
False
Taxonomy Tags
development, database, search, communication
Score Trend
69.36
Remediation Count
19
High Risk Tool Count
2
Destructive Tool Count
0
Exec Tool Count
1
Maintainer response quality
Score
33.33
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
May 28, 2026 03:17:34 AM UTC
Latency
4983.0 ms
Failures
oauth_authorization_serverno authorization serveroauth_protected_resourceExpecting value: line 1 column 1 (char 0)openid_configurationno authorization serverserver_cardClient error '404 Not Found' for url 'https://qasper.ai/.well-known/mcp/server-card.json' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
Checks
| Check | Status | Latency | Evidence |
|---|---|---|---|
action_safety_probe |
Error | n/a | 2 high-risk, 1 exec-capable tool(s); no clear auth boundary; safeguards=1; confirmation=book appointment. |
advanced_capabilities_probe |
Missing | n/a | No advanced MCP capability signals detected. |
connector_publishability_probe |
Warning | n/a | Publishability blockers: action safety, server card. |
connector_replay_probe |
Missing | n/a | No connector replay evidence recorded. |
determinism_probe |
OK | 457.4 ms | Check completed |
initialize |
OK | 495.4 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 | 485.6 ms | Expecting value: line 1 column 1 (char 0) |
official_registry_probe |
Warning | n/a | Check completed |
openid_configuration |
Missing | n/a | no authorization server |
probe_noise_resilience |
OK | 557.5 ms | Fetched https://qasper.ai/robots.txt |
prompt_get |
Missing | n/a | not advertised |
prompts_list |
Missing | 503.0 ms | not advertised |
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 | 553.2 ms | not advertised |
server_card |
Error | 603.5 ms | Client error '404 Not Found' for url 'https://qasper.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 |
Missing | n/a | no historical snapshot |
tools_list |
OK | 595.4 ms | 9 tool(s) exposed |
transport_compliance_probe |
Warning | 135.0 ms | Issues: missing session id, missing protocol header (bad protocol=400). |
utility_coverage_probe |
Missing | 122.5 ms | No completions evidence; no pagination evidence; tasks missing. |
Raw evidence view
Show raw JSON evidence
{
"checks": {
"action_safety_probe": {
"details": {
"auth_present": false,
"confirmation_signals": [
"book_appointment"
],
"safeguard_count": 1,
"summary": {
"bulk_access_tools": 2,
"capability_distribution": {
"admin": 7,
"exec": 1,
"export": 2,
"filesystem": 4,
"network": 9,
"read": 9,
"secrets": 1,
"write": 4
},
"destructive_tools": 0,
"egress_tools": 0,
"exec_tools": 1,
"high_risk_tools": 2,
"risk_distribution": {
"critical": 1,
"high": 1,
"low": 0,
"medium": 7
},
"secret_tools": 1,
"tool_count": 9
}
},
"latency_ms": null,
"status": "error"
},
"advanced_capabilities_probe": {
"details": {
"capabilities": {
"completions": false,
"elicitation": false,
"prompts": false,
"resource_links": false,
"resources": false,
"roots": false,
"sampling": false,
"structured_outputs": false
},
"enabled": [],
"enabled_count": 0,
"initialize_capability_keys": [
"logging",
"tools"
]
},
"latency_ms": null,
"status": "missing"
},
"connector_publishability_probe": {
"details": {
"blockers": [
"action_safety",
"server_card"
],
"criteria": {
"action_safety": false,
"auth_flow": true,
"connector_replay": true,
"initialize": true,
"protocol_version": true,
"remote_transport": true,
"request_association": true,
"server_card": false,
"session_resume": true,
"step_up_auth": true,
"tool_surface": true,
"tools_list": true,
"transport_compliance": true
},
"high_risk_tools": 2,
"tool_count": 9,
"transport": "streamable-http"
},
"latency_ms": null,
"status": "warning"
},
"connector_replay_probe": {
"details": {
"reason": "no_historical_snapshot"
},
"latency_ms": null,
"status": "missing"
},
"determinism_probe": {
"details": {
"attempts": 2,
"baseline_signature": "da22673f0d158556263d07a1badd35e2cf35dc36f9c0ed9a2a60616d0e235bd5",
"errors": [],
"matches": 2,
"stable_ratio": 1.0,
"successful": 2
},
"latency_ms": 457.38,
"status": "ok"
},
"initialize": {
"details": {
"headers": {
"content-type": "text/event-stream"
},
"http_status": 200,
"payload": {
"id": 1,
"jsonrpc": "2.0",
"result": {
"capabilities": {
"logging": {},
"tools": {
"listChanged": true
}
},
"instructions": "Qasper exposes local service businesses (barbers, dentists, plumbers, hair salons, mechanics, and more) as bookable agents. Typical flow: (1) For search_businesses YOU extract the structured fields from the user's request: pick the most specific subCategory enum value (e.g. 'Therapist', 'Plumber', 'Dentist'); pass the place in locationText \u2014 for cities preserve the user's language ('\u03a0\u03b5\u03ba\u03af\u03bd\u03bf', '\u96c5\u5178' stay as-is \u2014 geocoding is multilingual), for countries use the canonical English name ('\u4e2d\u56fd' \u2192 'China', '\u0395\u03bb\u03bb\u03ac\u03b4\u03b1' \u2192 'Greece'); correct obvious typos ('malin' \u2192 'Milan'); set countryCode (ISO-3166 alpha-2, e.g. 'GR', 'US') whenever deducible \u2014 the server uses it to short-circuit geocoding for country-scope queries. Pass latitude/longitude only when the client has an explicit map viewport or GPS that should override coordinates geocoded from locationText. (2) If the user's request is broad (just a profession, no specialization or service mode \u2014 e.g. 'therapist in Greece', 'lawyer in London'), call get_refinement_options FIRST with that subCategory and politely ask the user whether to narrow by any of the returned attributes or service modes. Always offer the option to see all results without filtering. Skip this step when the user already named specifics. (3) Call search_businesses with the chosen attributeFilters and/or serviceMode (omit them when the user said 'show me everything'). (4) Call get_business_info and get_services on a specific slug to see details. (5) Inspect the enabledFeatures array on each business before taking action. Only call check_availability and book_appointment if 'booking' is in enabledFeatures. Only call send_inquiry if 'inquiry' or 'email_inquiry' is in enabledFeatures. Always confirm pricing via get_pricing before booking. Never invent slugs \u2014 only use slugs returned from search_businesses or echoed by later business tools. Treat every slug as an opaque identifier and copy it exactly character-for-character.",
"protocolVersion": "2025-03-26",
"serverInfo": {
"name": "qasper",
"title": "Qasper",
"version": "0.1.0"
}
}
},
"url": "https://qasper.ai/mcp"
},
"latency_ms": 495.35,
"status": "ok"
},
"interactive_flow_probe": {
"details": {
"oauth_supported": false,
"prompt_available": false,
"risk_hits": [],
"safe_hits": []
},
"latency_ms": null,
"status": "missing"
},
"oauth_authorization_server": {
"details": {
"reason": "no_authorization_server"
},
"latency_ms": null,
"status": "missing"
},
"oauth_protected_resource": {
"details": {
"error": "Expecting value: line 1 column 1 (char 0)",
"url": "https://qasper.ai/.well-known/oauth-protected-resource"
},
"latency_ms": 485.62,
"status": "error"
},
"official_registry_probe": {
"details": {
"direct_match": false,
"official_identifiers": [
"io.github.TocharianOU/elasticsearch",
"io.github.isakskogstad/scb-mcp",
"com.bitsbound/contract-automation",
"io.github.Kibetho/saasforit",
"ai.shawndurrani/mcp-merchant",
"io.github.mifactory-bot/mifactory-spec-api",
"com.saasbrowser/saas-browser",
"com.shipstatic/mcp",
"io.github.enessari/metabase-ai-assistant",
"com.teamwork/mcp"
],
"official_peer_count": 10,
"registry_source": "glama_registry"
},
"latency_ms": null,
"status": "warning"
},
"openid_configuration": {
"details": {
"reason": "no_authorization_server"
},
"latency_ms": null,
"status": "missing"
},
"probe_noise_resilience": {
"details": {
"headers": {
"content-type": "text/plain"
},
"http_status": 200,
"url": "https://qasper.ai/robots.txt"
},
"latency_ms": 557.54,
"status": "ok"
},
"prompt_get": {
"details": {
"reason": "not_advertised"
},
"latency_ms": null,
"status": "missing"
},
"prompts_list": {
"details": {
"headers": {
"content-type": "text/event-stream"
},
"http_status": 200,
"payload": {
"error": {
"code": -32601,
"message": "Method 'prompts/list' is not available."
},
"id": 3,
"jsonrpc": "2.0"
},
"reason": "not_advertised",
"url": "https://qasper.ai/mcp"
},
"latency_ms": 503.04,
"status": "missing"
},
"protocol_version_probe": {
"details": {
"claimed_version": "2025-03-26",
"lag_days": 244,
"latest_known_version": "2025-11-25",
"releases_behind": 2,
"validator_protocol_version": "2025-03-26"
},
"latency_ms": null,
"status": "warning"
},
"provenance_divergence_probe": {
"details": {
"direct_official_match": false,
"drift_fields": [],
"metadata_document_count": 1,
"registry_homepage": null,
"registry_repository": null,
"registry_title": null,
"registry_version": null,
"server_card_homepage": null,
"server_card_repository": null,
"server_card_title": null,
"server_card_version": null
},
"latency_ms": null,
"status": "ok"
},
"request_association_probe": {
"details": {
"reason": "no_request_association_capabilities_advertised"
},
"latency_ms": null,
"status": "missing"
},
"resource_read": {
"details": {
"reason": "not_advertised"
},
"latency_ms": null,
"status": "missing"
},
"resources_list": {
"details": {
"headers": {
"content-type": "text/event-stream"
},
"http_status": 200,
"payload": {
"error": {
"code": -32601,
"message": "Method 'resources/list' is not available."
},
"id": 5,
"jsonrpc": "2.0"
},
"reason": "not_advertised",
"url": "https://qasper.ai/mcp"
},
"latency_ms": 553.2,
"status": "missing"
},
"server_card": {
"details": {
"error": "Client error '404 Not Found' for url 'https://qasper.ai/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
"url": "https://qasper.ai/.well-known/mcp/server-card.json"
},
"latency_ms": 603.46,
"status": "error"
},
"session_resume_probe": {
"details": {
"protocol_version": "2025-03-26",
"reason": "no_session_id",
"resume_expected": true,
"transport": "streamable-http"
},
"latency_ms": null,
"status": "warning"
},
"step_up_auth_probe": {
"details": {
"auth_required_checks": [],
"broad_scopes": [],
"challenge_headers": [],
"minimal_scope_documented": false,
"oauth_present": false,
"scope_specificity_ratio": 0.0,
"step_up_signals": [],
"supported_scopes": []
},
"latency_ms": null,
"status": "missing"
},
"tool_snapshot_probe": {
"details": {
"current_tool_count": 9,
"reason": "no_historical_snapshot"
},
"latency_ms": null,
"status": "missing"
},
"tools_list": {
"details": {
"headers": {
"content-type": "text/event-stream"
},
"http_status": 200,
"payload": {
"id": 2,
"jsonrpc": "2.0",
"result": {
"tools": [
{
"annotations": {
"openWorldHint": true,
"readOnlyHint": true
},
"description": "List the refinement dimensions (specializations, practice areas, service types, service modes, etc.) available for a specific subcategory. Call this BEFORE search_businesses when the user's request is broad (e.g. 'therapist in Greece', 'lawyer in London') so you can politely ask the user whether to narrow by any of these dimensions \u2014 and always offer them the option to see all results without filtering. Returns the attributes defined for the vertical with their possible option values, plus the universal serviceMode options. If refinementAvailable is false, skip refinement and go directly to search_businesses.",
"execution": {
"taskSupport": "optional"
},
"inputSchema": {
"properties": {
"subCategory": {
"description": "The exact subcategory enum the user is asking about (e.g. 'Therapist', 'Plumber', 'Dentist'). Pick the most specific value from ProfessionalProfileSubCategory based on the user's words. Use 'None' only when the user's request truly does not name a profession.",
"enum": [
"None",
"Doctor",
"Dentist",
"Therapist",
"Psychologist",
"Psychiatrist",
"Physiotherapist",
"Nutritionist",
"Optometrist",
"Veterinarian",
"Chiropractor",
"Nurse",
"Dermatologist",
"Gynecologist",
"Pediatrician",
"Cardiologist",
"Orthopedist",
"Urologist",
"Endocrinologist",
"Neurologist",
"Oncologist",
"Ophthalmologist",
"Rheumatologist",
"Gastroenterologist",
"Pulmonologist",
"ENTSpecialist",
"Radiologist",
"Anesthesiologist",
"Pathologist",
"Surgeon",
"PlasticSurgeon",
"SpeechTherapist",
"OccupationalTherapist",
"Midwife",
"Pharmacist",
"Osteopath",
"Podiatrist",
"Dietitian",
"Homeopath",
"Acupuncturist",
"Lawyer",
"Notary",
"FamilyLawyer",
"CriminalLawyer",
"CorporateLawyer",
"ImmigrationLawyer",
"RealEstateLawyer",
"LaborLawyer",
"IntellectualPropertyLawyer",
"TaxLawyer",
"Mediator",
"Accountant",
"FinancialAdvisor",
"TaxConsultant",
"InsuranceAgent",
"MortgageBroker",
"InvestmentAdvisor",
"Auditor",
"Bookkeeper",
"WealthManager",
"CryptoAdvisor",
"Plumber",
"Electrician",
"Mechanic",
"Carpenter",
"Painter",
"Locksmith",
"Cleaner",
"Gardener",
"PestControl",
"HvacTechnician",
"InteriorDesigner",
"Architect",
"Roofer",
"Tiler",
"Plasterer",
"WindowCleaner",
"PoolMaintenance",
"SecurityInstaller",
"SolarInstaller",
"Handyman",
"Mover",
"WasteRemoval",
"CarRental",
"HairSalon",
"Barber",
"NailTechnician",
"MassageTherapist",
"PersonalTrainer",
"YogaInstructor",
"TattooArtist",
"MakeupArtist",
"Aesthetician",
"Eyebrow",
"Eyelash",
"WaxingSpecialist",
"PermanentMakeup",
"NailArtist",
"BodyPiercer",
"Trichologist",
"SpaTherapist",
"SunbedStudio",
"Tutor",
"MusicTeacher",
"LanguageTeacher",
"DrivingInstructor",
"LifeCoach",
"MathTutor",
"ScienceTutor",
"ArtTeacher",
"DanceInstructor",
"SwimmingInstructor",
"MartialArtsInstructor",
"ChessCoach",
"CodingInstructor",
"ExamCoach",
"CareerCoach",
"SportsCoach",
"ItSupport",
"WebDeveloper",
"Photographer",
"Videographer",
"GraphicDesigner",
"SoftwareDeveloper",
"MobileAppDeveloper",
"DataAnalyst",
"CyberSecurityConsultant",
"SeoSpecialist",
"SocialMediaManager",
"ContentCreator",
"UxDesigner",
"DroneOperator",
"VideoEditor",
"SoundEngineer",
"ThreeDDesigner",
"AnimationArtist",
"Consultant",
"MarketingConsultant",
"Translator",
"BusinessCoach",
"HrConsultant",
"PrSpecialist",
"CopyWriter",
"VirtualAssistant",
"ProjectManager",
"SupplyChainConsultant",
"BrandingConsultant",
"EventPlanner",
"WeddingPlanner",
"Caterer",
"Dj",
"Chef",
"PrivateChef",
"BartenderMixologist",
"Florist",
"Entertainer",
"PhotoboothRental",
"TourOperator"
],
"type": "string"
}
},
"required": [
"subCategory"
],
"type": "object"
},
"name": "get_refinement_options"
},
{
"annotations": {
"openWorldHint": true,
"readOnlyHint": true
},
"description": "Find the next available bookable appointment starts across matching local service businesses. Use this for requests like 'find me the next available boat trip' or 'who has the soonest dentist appointment'. The CALLER (you, the agent) extracts the structured search fields the same way as search_businesses, and passes the service or activity wording in serviceQuery. The response only includes businesses with direct booking support, a matching service, and at least one slot whose bookingStartPolicy and remainingCapacity allow booking.",
"execution": {
"taskSupport": "optional"
},
"inputSchema": {
"properties": {
"attributeFilters": {
"default": null,
"description": "Hard filter on vertical-specific attributes as a JSON object. Keys and values come from get_refinement_options.",
"type": [
"string",
"null"
]
},
"countryCode": {
"default": null,
"description": "ISO-3166 alpha-2 country code (e.g. 'GR', 'US', 'GB'). Set when deducible.",
"type": [
"string",
"null"
]
},
"daysToSearch": {
"default": 14,
"description": "Number of calendar days to scan starting at startDate. Defaults to 14 and is clamped between 1 and 31.",
"type": "integer"
},
"latitude": {
"default": null,
"description": "Latitude of the search location. Pass when the client has a map viewport or GPS position.",
"type": [
"number",
"null"
]
},
"locationText": {
"default": null,
"description": "Place name as the user said it. Pass null only for remote or nationwide service searches.",
"type": [
"string",
"null"
]
},
"longitude": {
"default": null,
"description": "Longitude of the search location. Pass alongside latitude.",
"type": [
"number",
"null"
]
},
"radiusKm": {
"default": 10,
"description": "Search radius in kilometers, default 10.",
"type": "number"
},
"resultLimit": {
"default": 5,
"description": "Maximum number of available appointment matches to return. Defaults to 5 and is clamped between 1 and 20.",
"type": "integer"
},
"serviceMode": {
"default": null,
"description": "Hard filter on how the business delivers service. One of: 'in_person', 'remote', 'service_area', 'nationwide'.",
"type": [
"string",
"null"
]
},
"serviceQuery": {
"description": "Service or activity wording from the user, e.g. 'boat trip', 'therapy session', 'haircut'.",
"type": "string"
},
"startDate": {
"description": "First local date to search from (YYYY-MM-DD). Use today's date when the user asks for the next available option.",
"type": "string"
},
"subCategory": {
"description": "Exact ProfessionalProfileSubCategory enum value derived from the user's request (e.g. 'EventPlanner', 'Dentist', 'Therapist'). Required.",
"enum": [
"None",
"Doctor",
"Dentist",
"Therapist",
"Psychologist",
"Psychiatrist",
"Physiotherapist",
"Nutritionist",
"Optometrist",
"Veterinarian",
"Chiropractor",
"Nurse",
"Dermatologist",
"Gynecologist",
"Pediatrician",
"Cardiologist",
"Orthopedist",
"Urologist",
"Endocrinologist",
"Neurologist",
"Oncologist",
"Ophthalmologist",
"Rheumatologist",
"Gastroenterologist",
"Pulmonologist",
"ENTSpecialist",
"Radiologist",
"Anesthesiologist",
"Pathologist",
"Surgeon",
"PlasticSurgeon",
"SpeechTherapist",
"OccupationalTherapist",
"Midwife",
"Pharmacist",
"Osteopath",
"Podiatrist",
"Dietitian",
"Homeopath",
"Acupuncturist",
"Lawyer",
"Notary",
"FamilyLawyer",
"CriminalLawyer",
"CorporateLawyer",
"ImmigrationLawyer",
"RealEstateLawyer",
"LaborLawyer",
"IntellectualPropertyLawyer",
"TaxLawyer",
"Mediator",
"Accountant",
"FinancialAdvisor",
"TaxConsultant",
"InsuranceAgent",
"MortgageBroker",
"InvestmentAdvisor",
"Auditor",
"Bookkeeper",
"WealthManager",
"CryptoAdvisor",
"Plumber",
"Electrician",
"Mechanic",
"Carpenter",
"Painter",
"Locksmith",
"Cleaner",
"Gardener",
"PestControl",
"HvacTechnician",
"InteriorDesigner",
"Architect",
"Roofer",
"Tiler",
"Plasterer",
"WindowCleaner",
"PoolMaintenance",
"SecurityInstaller",
"SolarInstaller",
"Handyman",
"Mover",
"WasteRemoval",
"CarRental",
"HairSalon",
"Barber",
"NailTechnician",
"MassageTherapist",
"PersonalTrainer",
"YogaInstructor",
"TattooArtist",
"MakeupArtist",
"Aesthetician",
"Eyebrow",
"Eyelash",
"WaxingSpecialist",
"PermanentMakeup",
"NailArtist",
"BodyPiercer",
"Trichologist",
"SpaTherapist",
"SunbedStudio",
"Tutor",
"MusicTeacher",
"LanguageTeacher",
"DrivingInstructor",
"LifeCoach",
"MathTutor",
"ScienceTutor",
"ArtTeacher",
"DanceInstructor",
"SwimmingInstructor",
"MartialArtsInstructor",
"ChessCoach",
"CodingInstructor",
"ExamCoach",
"CareerCoach",
"SportsCoach",
"ItSupport",
"WebDeveloper",
"Photographer",
"Videographer",
"GraphicDesigner",
"SoftwareDeveloper",
"MobileAppDeveloper",
"DataAnalyst",
"CyberSecurityConsultant",
"SeoSpecialist",
"SocialMediaManager",
"ContentCreator",
"UxDesigner",
"DroneOperator",
"VideoEditor",
"SoundEngineer",
"ThreeDDesigner",
"AnimationArtist",
"Consultant",
"MarketingConsultant",
"Translator",
"BusinessCoach",
"HrConsultant",
"PrSpecialist",
"CopyWriter",
"VirtualAssistant",
"ProjectManager",
"SupplyChainConsultant",
"BrandingConsultant",
"EventPlanner",
"WeddingPlanner",
"Caterer",
"Dj",
"Chef",
"PrivateChef",
"BartenderMixologist",
"Florist",
"Entertainer",
"PhotoboothRental",
"TourOperator"
],
"type": "string"
}
},
"required": [
"subCategory",
"serviceQuery",
"startDate"
],
"type": "object"
},
"name": "find_next_available_appointments"
},
{
"annotations": {
"destructiveHint": true,
"idempotentHint": false,
"openWorldHint": true
},
"description": "Book an appointment with a local service business. Creates a booking record and adds the appointment to the business calendar. Returns a reference number and a status field indicating the actual resulting state \u2014 'pending' (the business reviews each booking), 'confirmed' (auto-approved by the business), or 'completed' (the business auto-finalizes). Use a dateTime returned by check_availability for the selected service so bookingStartPolicy is respected. For services with maxParticipants > 1, the start can be booked until remainingCapacity reaches 0. Read the status and statusDescription verbatim and relay them accurately: do NOT tell the customer 'confirmed' when the status is 'pending'. If the selected service has requiresCustomerAddress=true, ask the customer for their full service address before calling this tool and pass it as customerAddress. ONLY call this if the business has 'booking' in its enabledFeatures array.",
"execution": {
"taskSupport": "optional"
},
"inputSchema": {
"properties": {
"clientRequestId": {
"description": "REQUIRED. Stable UUID identifying this booking attempt. Generate ONCE at the moment you decide to book; reuse the SAME value on every retry of the same logical attempt so the server can dedup. A fresh value on retry will mint a duplicate calendar event.",
"type": "string"
},
"customerAddress": {
"default": null,
"description": "Customer's full service address. Required when the selected service has requiresCustomerAddress=true; omit or leave blank for services that do not need an address.",
"type": [
"string",
"null"
]
},
"customerEmail": {
"description": "Customer email address",
"type": "string"
},
"customerName": {
"description": "Full name of the customer",
"type": "string"
},
"customerPhone": {
"description": "Customer phone number",
"type": "string"
},
"dateTime": {
"description": "Appointment start date and time in ISO 8601 format (e.g. '2026-04-07T14:00:00+03:00')",
"type": "string"
},
"jobDescription": {
"description": "Detailed description of the job or reason for appointment. Include any visual details about the issue \u2014 damage, location, severity, photos described in text form.",
"type": "string"
},
"serviceName": {
"description": "The name of the service to book",
"type": "string"
},
"slug": {
"description": "The exact URL slug returned by search_businesses or get_business_info. Copy it verbatim.",
"type": "string"
}
},
"required": [
"slug",
"serviceName",
"dateTime",
"customerName",
"customerPhone",
"customerEmail",
"jobDescription",
"clientRequestId"
],
"type": "object"
},
"name": "book_appointment"
},
{
"annotations": {
"openWorldHint": true,
"readOnlyHint": true
},
"description": "Get the service catalog for a local service business, including service names, descriptions, estimated durations, price ranges, max participants, booking start policy, and whether the customer's address is required to book. Always available for any business.",
"execution": {
"taskSupport": "optional"
},
"inputSchema": {
"properties": {
"slug": {
"description": "The exact URL slug returned by search_businesses or get_business_info. Copy it verbatim.",
"type": "string"
}
},
"required": [
"slug"
],
"type": "object"
},
"name": "get_services"
},
{
"annotations": {
"destructiveHint": true,
"idempotentHint": false,
"openWorldHint": true
},
"description": "Send a general inquiry to a local service business. Use this when the customer has a question, needs a custom quote, or wants to describe an issue that doesn't fit a specific bookable service. The business owner will be notified immediately via every enabled inquiry channel and will contact the customer directly. ONLY call this if the business has 'inquiry' or 'email_inquiry' in its enabledFeatures array.",
"execution": {
"taskSupport": "optional"
},
"inputSchema": {
"properties": {
"customerEmail": {
"description": "Customer email address",
"type": "string"
},
"customerName": {
"description": "Full name of the person making the inquiry",
"type": "string"
},
"customerPhone": {
"description": "Customer phone number",
"type": "string"
},
"message": {
"description": "Detailed description of the inquiry, question, or issue. Include any visual details about damage, location, severity, and urgency.",
"type": "string"
},
"slug": {
"description": "The exact URL slug returned by search_businesses or get_business_info. Copy it verbatim.",
"type": "string"
}
},
"required": [
"slug",
"customerName",
"customerPhone",
"customerEmail",
"message"
],
"type": "object"
},
"name": "send_inquiry"
},
{
"annotations": {
"openWorldHint": true,
"readOnlyHint": true
},
"description": "Get a price quote for a specific service from a local business. Takes into account emergency requests, weekend rates, and other pricing rules. Always available for any business.",
"execution": {
"taskSupport": "optional"
},
"inputSchema": {
"properties": {
"isEmergency": {
"default": false,
"description": "Whether this is an emergency/urgent request",
"type": "boolean"
},
"requestedDate": {
"default": null,
"description": "The requested date (YYYY-MM-DD), used to determine weekend rates",
"type": [
"string",
"null"
]
},
"serviceName": {
"description": "The name of the service to get pricing for",
"type": "string"
},
"slug": {
"description": "The exact URL slug returned by search_businesses or get_business_info. Copy it verbatim.",
"type": "string"
}
},
"required": [
"slug",
"serviceName"
],
"type": "object"
},
"name": "get_pricing"
},
{
"annotations": {
"openWorldHint": true,
"readOnlyHint": true
},
"description": "Search for available local service businesses by structured fields. The CALLER (you, the agent) is responsible for extracting subCategory, locationText, and countryCode from the user's request \u2014 pick the most specific subCategory enum, pass the user's place wording in locationText, and infer countryCode when deducible. The server handles SQL filtering, geocoding, ranking, and bucketing. IMPORTANT: If the user's request is broad (e.g. 'therapist in Greece', 'lawyer in London') and they haven't named a specific specialization or service mode, call get_refinement_options FIRST with the subCategory, ask the user what to narrow by, then call this tool with the answer in attributeFilters and/or serviceMode. Skip that step when the user already named specifics or explicitly asked to see everything. Each result includes an 'enabledFeatures' array indicating what the business supports: 'info' (always on), 'inquiry' (can receive SMS inquiries), 'email_inquiry' (can receive email inquiries), 'booking' (can be booked directly). Use 'attributeDetails' (natural-language sentences about each business's offerings, approach, and specialties) to reason about fit for the user. The 'cardChips', 'cardChipGroups', and 'matchedFilterValues' fields are UI-only display data \u2014 ignore them. Each result also includes the exact slug to reuse verbatim in later tool calls. Pass latitude/longitude only when the client has an explicit map viewport or GPS position that should override the coordinates geocoded from locationText.",
"execution": {
"taskSupport": "optional"
},
"inputSchema": {
"properties": {
"attributeFilters": {
"default": null,
"description": "Hard filter on vertical-specific attributes as a JSON object. Keys and option values come from get_refinement_options. Example: '{\"specializations\":[\"trauma_ptsd\"],\"approaches\":[\"emdr\"]}'. Multiple values within a key are ALL required (AND). Multiple keys are ALL required (AND). Leave null when the user has no preference.",
"type": [
"string",
"null"
]
},
"countryCode": {
"default": null,
"description": "ISO-3166 alpha-2 country code (e.g. 'GR', 'US', 'GB'). Set when deducible from locationText or context, even if locationText is just a city \u2014 the server uses it to short-circuit geocoding for country-scope queries.",
"type": [
"string",
"null"
]
},
"latitude": {
"default": null,
"description": "Latitude of the search location. Pass when the client has a map viewport or GPS position that should override coordinates geocoded from locationText.",
"type": [
"number",
"null"
]
},
"locationText": {
"default": null,
"description": "Place name as the user said it, in their language. Examples: 'Athens', 'Greece', '\u03a0\u03b5\u03ba\u03af\u03bd\u03bf', 'New York City'. Pass null when the user did not name a location.",
"type": [
"string",
"null"
]
},
"longitude": {
"default": null,
"description": "Longitude of the search location. Pass alongside latitude.",
"type": [
"number",
"null"
]
},
"radiusKm": {
"default": 10,
"description": "Search radius in kilometers, default 10.",
"type": "number"
},
"resultLimit": {
"default": 5,
"description": "Maximum number of businesses to return. Defaults to 5 and is clamped between 1 and 20.",
"type": "integer"
},
"serviceMode": {
"default": null,
"description": "Hard filter on how the business delivers service. One of: 'in_person', 'remote', 'service_area', 'nationwide'. Only profiles matching the mode are returned. Leave null when the user has no preference.",
"type": [
"string",
"null"
]
},
"subCategory": {
"description": "Exact ProfessionalProfileSubCategory enum value derived from the user's request (e.g. 'Therapist', 'Plumber', 'Dentist'). Required. Use 'None' only if the user truly hasn't named a profession \u2014 in that case the server refuses with a clarification response, and you should ask the user instead of guessing.",
"enum": [
"None",
"Doctor",
"Dentist",
"Therapist",
"Psychologist",
"Psychiatrist",
"Physiotherapist",
"Nutritionist",
"Optometrist",
"Veterinarian",
"Chiropractor",
"Nurse",
"Dermatologist",
"Gynecologist",
"Pediatrician",
"Cardiologist",
"Orthopedist",
"Urologist",
"Endocrinologist",
"Neurologist",
"Oncologist",
"Ophthalmologist",
"Rheumatologist",
"Gastroenterologist",
"Pulmonologist",
"ENTSpecialist",
"Radiologist",
"Anesthesiologist",
"Pathologist",
"Surgeon",
"PlasticSurgeon",
"SpeechTherapist",
"OccupationalTherapist",
"Midwife",
"Pharmacist",
"Osteopath",
"Podiatrist",
"Dietitian",
"Homeopath",
"Acupuncturist",
"Lawyer",
"Notary",
"FamilyLawyer",
"CriminalLawyer",
"CorporateLawyer",
"ImmigrationLawyer",
"RealEstateLawyer",
"LaborLawyer",
"IntellectualPropertyLawyer",
"TaxLawyer",
"Mediator",
"Accountant",
"FinancialAdvisor",
"TaxConsultant",
"InsuranceAgent",
"MortgageBroker",
"InvestmentAdvisor",
"Auditor",
"Bookkeeper",
"WealthManager",
"CryptoAdvisor",
"Plumber",
"Electrician",
"Mechanic",
"Carpenter",
"Painter",
"Locksmith",
"Cleaner",
"Gardener",
"PestControl",
"HvacTechnician",
"InteriorDesigner",
"Architect",
"Roofer",
"Tiler",
"Plasterer",
"WindowCleaner",
"PoolMaintenance",
"SecurityInstaller",
"SolarInstaller",
"Handyman",
"Mover",
"WasteRemoval",
"CarRental",
"HairSalon",
"Barber",
"NailTechnician",
"MassageTherapist",
"PersonalTrainer",
"YogaInstructor",
"TattooArtist",
"MakeupArtist",
"Aesthetician",
"Eyebrow",
"Eyelash",
"WaxingSpecialist",
"PermanentMakeup",
"NailArtist",
"BodyPiercer",
"Trichologist",
"SpaTherapist",
"SunbedStudio",
"Tutor",
"MusicTeacher",
"LanguageTeacher",
"DrivingInstructor",
"LifeCoach",
"MathTutor",
"ScienceTutor",
"ArtTeacher",
"DanceInstructor",
"SwimmingInstructor",
"MartialArtsInstructor",
"ChessCoach",
"CodingInstructor",
"ExamCoach",
"CareerCoach",
"SportsCoach",
"ItSupport",
"WebDeveloper",
"Photographer",
"Videographer",
"GraphicDesigner",
"SoftwareDeveloper",
"MobileAppDeveloper",
"DataAnalyst",
"CyberSecurityConsultant",
"SeoSpecialist",
"SocialMediaManager",
"ContentCreator",
"UxDesigner",
"DroneOperator",
"VideoEditor",
"SoundEngineer",
"ThreeDDesigner",
"AnimationArtist",
"Consultant",
"MarketingConsultant",
"Translator",
"BusinessCoach",
"HrConsultant",
"PrSpecialist",
"CopyWriter",
"VirtualAssistant",
"ProjectManager",
"SupplyChainConsultant",
"BrandingConsultant",
"EventPlanner",
"WeddingPlanner",
"Caterer",
"Dj",
"Chef",
"PrivateChef",
"BartenderMixologist",
"Florist",
"Entertainer",
"PhotoboothRental",
"TourOperator"
],
"type": "string"
}
},
"required": [
"subCategory"
],
"type": "object"
},
"name": "search_businesses"
},
{
"annotations": {
"openWorldHint": true,
"readOnlyHint": true
},
"description": "Check available appointment slots for a specific service at a local business on a given date. Returns time windows when the business is free and the service bookingStartPolicy permits the start. For services with maxParticipants > 1, partially booked starts remain available until capacity is full. ONLY call this if the business has 'booking' in its enabledFeatures array. If the business doesn't support booking, share their contact info from get_business_info instead.",
"execution": {
"taskSupport": "optional"
},
"inputSchema": {
"properties": {
"date": {
"description": "The date to check availability for (YYYY-MM-DD format, e.g. '2026-04-07')",
"type": "string"
},
"serviceName": {
"description": "The name of the service to check availability for",
"type": "string"
},
"slug": {
"description": "The exact URL slug returned by search_businesses or get_business_info. Copy it verbatim.",
"type": "string"
}
},
"required": [
"slug",
"date",
"serviceName"
],
"type": "object"
},
"name": "check_availability"
},
{
"annotations": {
"openWorldHint": true,
"readOnlyHint": true
},
"description": "Get business information including name, type, service area, contact details, working hours, supported languages, enabled features, and a profile image (logo or personal photo) when the owner has uploaded one. Use 'attributeDetails' (natural-language sentences about the business's offerings, approach, and specialties) to reason about fit for the user. The 'cardChips' and 'cardChipGroups' fields are UI-only display data \u2014 ignore them. The response echoes the exact slug; reuse it verbatim in later tool calls. Always available for any business.",
"execution": {
"taskSupport": "optional"
},
"inputSchema": {
"properties": {
"slug": {
"description": "The exact URL slug returned by search_businesses (e.g. 'nikos-plumbing-a3f2'). Copy it verbatim.",
"type": "string"
}
},
"required": [
"slug"
],
"type": "object"
},
"name": "get_business_info"
}
]
}
},
"url": "https://qasper.ai/mcp"
},
"latency_ms": 595.44,
"status": "ok"
},
"transport_compliance_probe": {
"details": {
"bad_protocol_error": null,
"bad_protocol_headers": {
"content-type": "application/json; charset=utf-8"
},
"bad_protocol_payload": {
"error": {
"code": -32000,
"message": "Bad Request: The MCP-Protocol-Version header value '1999-99-99' is not supported."
},
"id": "",
"jsonrpc": "2.0"
},
"bad_protocol_status_code": 400,
"delete_error": null,
"delete_status_code": null,
"expired_session_error": null,
"expired_session_status_code": null,
"issues": [
"missing_session_id",
"missing_protocol_header"
],
"last_event_id_visible": false,
"protocol_header_present": false,
"requested_protocol_version": "2025-03-26",
"session_id_present": false,
"transport": "streamable-http"
},
"latency_ms": 135.02,
"status": "warning"
},
"utility_coverage_probe": {
"details": {
"completions": {
"advertised": false,
"live_probe": "not_executed",
"sample_target": null
},
"initialize_capability_keys": [
"logging",
"tools"
],
"pagination": {
"metadata_signal": false,
"next_cursor_methods": [],
"supported": false
},
"tasks": {
"advertised": false,
"http_status": 200,
"probe_status": "missing"
}
},
"latency_ms": 122.45,
"status": "missing"
}
},
"failures": {
"oauth_authorization_server": {
"reason": "no_authorization_server"
},
"oauth_protected_resource": {
"error": "Expecting value: line 1 column 1 (char 0)",
"url": "https://qasper.ai/.well-known/oauth-protected-resource"
},
"openid_configuration": {
"reason": "no_authorization_server"
},
"server_card": {
"error": "Client error '404 Not Found' for url 'https://qasper.ai/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
"url": "https://qasper.ai/.well-known/mcp/server-card.json"
}
},
"remote_url": "https://qasper.ai/mcp",
"server_card_payload": null,
"server_identifier": "QasperAI/mcp-server"
}
Known versions
- No versions recorded.
Validation history
7 day score delta
n/a
30 day score delta
n/a
Recent healthy ratio
100%
Freshness
3.0h
| Timestamp | Status | Score | Latency | Tools |
|---|---|---|---|---|
| May 28, 2026 03:17:39 AM UTC | Healthy | 69.4 | 4983.0 ms | 9 |
Validation timeline
| Validated | Summary | Score | Protocol | Auth mode | Tools | High-risk tools | Changes |
|---|---|---|---|---|---|---|---|
| May 28, 2026 03:17:39 AM UTC | Healthy | 69.4 | 2025-03-26 | public | 9 | 2 | none |
Recent validation runs
| Started | Status | Summary | Latency | Checks |
|---|---|---|---|---|
| May 28, 2026 03:17:34 AM UTC | Completed | Healthy | 4983.0 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 |