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ai.pictomancer/image-processing

ai.pictomancer/image-processing

Image processing for AI agents. Resize, convert, compress, and pipeline images.

DECISION SUMMARY

Block For Production

Score
n/a
Rank suppressed while production readiness shows a blocking verdict.
Confidence
High
Based on evidence completeness, recency, and validation density.
Evidence age
10.7h old
Freshness: fresh. Snapshot trustsnap_51186d274f999a0c.
Top risk drivers
  • Utility Coverage
  • Tool Surface Design
  • Tool Snapshot Churn
Recommended actions
  • Make tools/list succeed unauthenticated when possible, or document the auth flow in the server card.
  • Fix the failing checks first, then revalidate to confirm the recovery path.
  • Compare tool enumeration outputs between runs and remove non-deterministic behavior.
Next action
revalidate, add safeguards, export policy
failing live status
Compare alternatives Export policy Open report JSON Dispute this assessment
Observed Attention
Low observed attention
AI discovery detected. This MCP server has recently appeared in AI-assisted discovery or evaluation traffic on Verify.
  • Search crawler activity
  • profile inspection
Bucketed signal based on recent segmented Verify telemetry. Crawler and evaluator activity is not treated as confirmed human demand.
Claim this profile to control the metadata agents are reading and publish verified ownership, security contact, policy metadata, badge status, and Intelligence API fields.
Status
Failing
Score
n/a
Transport
streamable-http
Tools
0
DISPUTE THIS ASSESSMENT

Dispute this assessment

If any published claim about this server -- its score, a risk flag, a capability classification, or its taxonomy -- is factually wrong, tell us what evidence shows and we will review it. This does not require claiming or verifying ownership of the server first.

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Dispute history

No disputes filed for this server.

Risk

Security posture
Tools analyzed
0
High-risk tools
0
Destructive tools
0
Exec tools
0
Egress tools
0
Secret tools
0
Bulk-access tools
0
Risk distribution
none
Tool capability & risk inventory

No tool inventory available from the latest validation run.

Write-action governance
Governance status
Not_Assessed
Safe to publish
Auth boundary
public_or_unclear
Blast radius
Low
High-risk tools
0
Confirmation signals
none
Safeguard count
0

Status detail: No write-action governance evidence is available yet.

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

Need at least two validation runs before diffing action controls.

Critical alerts
High/critical-severity alerts
0
Production verdicts degrade quickly when high or critical-severity alerts are active.

Compatibility

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.; tools/list must succeed.; OAuth interoperability should be strong.
Confidence: high (77.5)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history, server_card
Disagreements: none
  • initializeOK
  • tools_listError
  • transport_compliance_probeWarning
  • step_up_auth_probeMissing
  • connector_replay_probeMissing — Frozen tool snapshots must survive refresh.
  • request_association_probeMissing — Roots, sampling, and elicitation should stay request-scoped.
Client compatibility: Claude
Partially client-compatible
tools/list must succeed.; A useful Claude integration needs at least one exposed tool.
Confidence: high (77.5)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history, server_card
Disagreements: none
  • initializeOK
  • tools_listError
  • transport_compliance_probeWarning
Write-action publishing
Publishing blocked
Active alert(s) affecting production readiness: Latest validation is failing, tools/list regressed, Auth mode changed.
Confidence: high (77.5)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history
Disagreements: none
  • action_safety_probeNot_Assessed
Snapshot churn risk
Low
No material tool-surface churn detected in the latest comparison.
Confidence: high (77.5)
Evidence provenance
Winner: history
Supporting sources: history, live_validation
Disagreements: none
  • tool_snapshot_probeMissing
  • connector_replay_probeMissing
Client compatibility gate details
ChatGPT custom connector
Partially client-compatible
Remediation checklist
  • OpenAI connectors expect OAuth for remote server auth.
  • Dynamic client registration materially improves connector setup.
  • tools/list must succeed.
  • OAuth interoperability should be strong.
  • The tool surface is not limited to search/fetch-style read tools.
  • OAuth is not configured, so this client cannot authenticate without additional setup.
Claude remote MCP
Partially client-compatible
Remediation checklist
  • tools/list must succeed.
  • A useful Claude integration needs at least one exposed tool.
  • The tool surface is not limited to search/fetch-style read tools.
  • OAuth is not configured, so this client cannot authenticate without additional setup.
  • Not yet safe for company-knowledge use: requires a search/fetch-only surface with no write actions present.
  • Not yet safe for the Messages API remote MCP path: requires OAuth, a compatible connector profile, and no pending connector-refresh risk.
Write-safe publishing
Blocked
Remediation checklist
  • Add a clearer auth boundary around risky write actions.
  • Add confirmation or dry-run semantics for risky actions.
  • Production readiness is blocked by an active alert: Latest validation is failing.
  • Production readiness is blocked by an active alert: tools/list regressed.
  • Production readiness is blocked by an active alert: Auth mode changed.
Verdict traces
Production verdict
Metadata only
No live validation evidence exists yet for this entry.
Confidence: high (77.5)
Winning source: live_validation
Triggering alerts
  • server_failing • critical • Latest validation is failing
  • tools_list_regressed • critical • tools/list regressed
  • auth_mode_changed • high • Auth mode changed
Client verdict trace table
VerdictStatusChecksWinning sourceConflicts
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 Partially 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.; tools/list must succeed.; OAuth interoperability should be strong. Compatibility is not a production approval; company knowledge and Messages API gates remain separate.
  • Search Fetch Only: No
  • Write Actions Present: No
  • Oauth Configured: No
  • Admin Refresh Required: No
  • Safe For Company Knowledge: No
  • Safe For Messages Api Remote Mcp: No
Claude remote MCP compatibility
Compatible with review
tools/list must succeed.; A useful Claude integration needs at least one exposed tool. Compatibility is not a production approval; company knowledge and Messages API gates remain separate.
  • Search Fetch Only: No
  • Write Actions Present: No
  • 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.; tools/list must succeed.; OAuth interoperability should be strong.
  • remote_http_endpoint: Passes
  • oauth_discovery: Degraded
  • frozen_tool_snapshot_refresh: Passes
  • request_association: Passes
Anthropic remote MCP fixture
Degraded
tools/list must succeed.; A useful Claude integration needs at least one exposed tool.
  • remote_transport: Passes
  • tool_discovery: Likely to fail
  • auth_connect: Passes
  • safe_write_review: Degraded
Recommended for

No recommendation profile is available yet.

Evidence

Current trust snapshot
Snapshot ID
trustsnap_51186d274f999a0c
Use this ID to compare server page, report, policy, MCP, homepage, ranking, and shortlist surfaces.
Snapshot generated
Aug 07, 2026 06:15:59 PM UTC
All page, report, policy, and MCP surfaces use this same server-detail snapshot shape.
Last validated
Aug 07, 2026 07:31:34 AM UTC
Age: 10.74h • evidence age tier: Verified in last 24h • display score: suppressed

Canonical machine links

Evidence confidence
Confidence score
77.5
Based on 10 recent validations, 27 captured checks, and validation age of 10.7 hours.
Live checks captured
27
More direct checks increase trust in the current verdict.
Validation age
10.7h
Lower age means fresher evidence.
Latest validation evidence
Latest summary
Failing
Validation profile
remote_mcp
Started
Aug 07, 2026 07:31:31 AM UTC
Latency
2094.3 ms

Failures

  • oauth_authorization_server no authorization server
  • oauth_protected_resource Client error '404 Not Found' for url 'https://api.pictomancer.ai/.well-known/oauth-protected-resource' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
  • openid_configuration no authorization server
  • server_card Client error '404 Not Found' for url 'https://api.pictomancer.ai/.well-known/mcp/server-card.json' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
  • tools_list Client error '400 Bad Request' for url 'https://api.pictomancer.ai/mcp' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400

Checks

CheckStatusLatencyEvidence
action_safety_probe Not_Assessed n/a No write-action risk evidence recorded.
advanced_capabilities_probe Missing n/a No advanced MCP capability signals detected.
connector_publishability_probe Error n/a Publishability blockers: tools list, action safety, server card, tool surface.
connector_replay_probe Missing n/a No connector replay evidence recorded.
determinism_probe Missing n/a tools list unavailable
initialize OK 234.4 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 250.9 ms Client error '404 Not Found' for url 'https://api.pictomancer.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 232.3 ms Fetched https://api.pictomancer.ai/robots.txt
prompt_get Missing n/a not advertised
prompts_list Missing 276.6 ms Client error '400 Bad Request' for url 'https://api.pictomancer.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 Not_Assessed 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 234.0 ms Client error '400 Bad Request' for url 'https://api.pictomancer.ai/mcp' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400
schema_divergence_probe Missing n/a no server card tools
server_card Error 283.9 ms Client error '404 Not Found' for url 'https://api.pictomancer.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 OK 158.0 ms 8 tool(s) exposed
step_up_auth_probe Missing n/a No OAuth or incremental-scope signals detected.
tool_snapshot_probe Missing n/a no tools
tools_list Error 80.4 ms Client error '400 Bad Request' for url 'https://api.pictomancer.ai/mcp' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400
transport_compliance_probe Warning 160.9 ms Issues: missing protocol header (bad protocol=400, DELETE=200, expired session=404).
utility_coverage_probe Missing 84.2 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": [],
        "reason": "empty_observation_set",
        "safeguard_count": 0,
        "summary": {
          "annotation_conflict_tools": 0,
          "bulk_access_tools": 0,
          "capability_distribution": {},
          "declared_non_read_only_tools": 0,
          "destructive_tools": 0,
          "egress_tools": 0,
          "exec_tools": 0,
          "high_risk_tools": 0,
          "risk_distribution": {
            "critical": 0,
            "high": 0,
            "low": 0,
            "medium": 0
          },
          "secret_tools": 0,
          "tool_count": 0
        }
      },
      "latency_ms": null,
      "status": "not_assessed"
    },
    "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": [
          "experimental",
          "tools"
        ]
      },
      "latency_ms": null,
      "status": "missing"
    },
    "connector_publishability_probe": {
      "details": {
        "blockers": [
          "tools_list",
          "action_safety",
          "server_card",
          "tool_surface"
        ],
        "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": false,
          "tools_list": false,
          "transport_compliance": true
        },
        "high_risk_tools": 0,
        "tool_count": 0,
        "transport": "streamable-http"
      },
      "latency_ms": null,
      "status": "error"
    },
    "connector_replay_probe": {
      "details": {
        "reason": "no_tools"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "determinism_probe": {
      "details": {
        "reason": "tools_list_unavailable"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "initialize": {
      "details": {
        "headers": {
          "content-type": "application/json",
          "mcp-session-id": "b21b225439a9437b83ef7d1c05dc9708",
          "x-ratelimit-limit": "120",
          "x-ratelimit-remaining": "117"
        },
        "http_status": 200,
        "payload": {
          "id": 1,
          "jsonrpc": "2.0",
          "result": {
            "capabilities": {
              "experimental": {},
              "tools": {
                "listChanged": false
              }
            },
            "protocolVersion": "2025-03-26",
            "serverInfo": {
              "name": "Pictomancer.ai",
              "version": "Agent-to-agent image processing: resize, convert, compress, and pipeline operations. Sub-50ms latency, USDC micropayments via x402."
            }
          }
        },
        "url": "https://api.pictomancer.ai/mcp"
      },
      "latency_ms": 234.36,
      "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": "Client error '404 Not Found' for url 'https://api.pictomancer.ai/.well-known/oauth-protected-resource'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
        "url": "https://api.pictomancer.ai/.well-known/oauth-protected-resource"
      },
      "latency_ms": 250.88,
      "status": "error"
    },
    "official_registry_probe": {
      "details": {
        "direct_match": true,
        "official_peer_count": 1,
        "registry_identifier": "ai.pictomancer/image-processing",
        "registry_source": "official_registry"
      },
      "latency_ms": null,
      "status": "ok"
    },
    "openid_configuration": {
      "details": {
        "reason": "no_authorization_server"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "probe_noise_resilience": {
      "details": {
        "headers": {
          "content-type": "application/json",
          "x-ratelimit-limit": "120",
          "x-ratelimit-remaining": "113"
        },
        "http_status": 404,
        "url": "https://api.pictomancer.ai/robots.txt",
        "validation_disallowed": false
      },
      "latency_ms": 232.28,
      "status": "ok"
    },
    "prompt_get": {
      "details": {
        "reason": "not_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "prompts_list": {
      "details": {
        "error": "Client error '400 Bad Request' for url 'https://api.pictomancer.ai/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400",
        "headers": {
          "content-type": "application/json",
          "mcp-session-id": "3c3e9ab745d047eda6023b02a83a7628",
          "x-ratelimit-limit": "120",
          "x-ratelimit-remaining": "115"
        },
        "http_status": 400,
        "payload": {},
        "reason": "not_advertised",
        "url": "https://api.pictomancer.ai/mcp"
      },
      "latency_ms": 276.65,
      "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": {
        "comparable_field_count": 0,
        "compared_fields": [
          "title",
          "version",
          "homepage",
          "repository"
        ],
        "direct_official_match": true,
        "drift_fields": [],
        "metadata_document_count": 1,
        "readable_sources": [
          "registry"
        ],
        "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": "not_assessed"
    },
    "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": {
        "error": "Client error '400 Bad Request' for url 'https://api.pictomancer.ai/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400",
        "headers": {
          "content-type": "application/json",
          "mcp-session-id": "bfc7164a6f5f47b29fd04a08411c1116",
          "x-ratelimit-limit": "120",
          "x-ratelimit-remaining": "114"
        },
        "http_status": 400,
        "payload": {},
        "reason": "not_advertised",
        "url": "https://api.pictomancer.ai/mcp"
      },
      "latency_ms": 233.96,
      "status": "missing"
    },
    "schema_divergence_probe": {
      "details": {
        "card_server_name": null,
        "compared_dimensions": [
          "server_name",
          "server_version",
          "declared_vs_observed_auth",
          "tool_membership",
          "parameter_names",
          "required_parameters",
          "parameter_types",
          "output_schema_presence"
        ],
        "compared_tool_count": 0,
        "live_server_name": "Pictomancer.ai",
        "reason": "no_server_card_tools",
        "server_name_mismatch": false
      },
      "latency_ms": null,
      "status": "missing"
    },
    "server_card": {
      "details": {
        "error": "Client error '404 Not Found' for url 'https://api.pictomancer.ai/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
        "url": "https://api.pictomancer.ai/.well-known/mcp/server-card.json"
      },
      "latency_ms": 283.86,
      "status": "error"
    },
    "session_resume_probe": {
      "details": {
        "headers": {
          "content-type": "application/json",
          "mcp-session-id": "b21b225439a9437b83ef7d1c05dc9708",
          "x-ratelimit-limit": "120",
          "x-ratelimit-remaining": "112"
        },
        "http_status": 200,
        "payload": {
          "id": 301,
          "jsonrpc": "2.0",
          "result": {
            "tools": [
              {
                "description": "Get supported formats and options\n\nReturns supported output formats and their configurable options.\n\n### Responses:\n\n**200**: Successful Response (Success Response)\nContent-Type: application/json",
                "inputSchema": {
                  "properties": {},
                  "title": "get_format_infoArguments",
                  "type": "object"
                },
                "name": "get_format_info"
              },
              {
                "description": "Analyze an image\n\nFetch an image from a URL or base64 and return its metadata: size in bytes, pixel dimensions, source format, and what it costs every supported vision model in tokens. Always free. Dimensions are omitted if the image header cannot be read.\n\n### Responses:\n\n**200**: Successful Response (Success Response)\nContent-Type: application/json\n\n**Example Response:**\n```json\n{\n  \"size_bytes\": 1\n}\n```",
                "inputSchema": {
                  "properties": {
                    "source": {
                      "description": "Image source: a public URL (https://...) or a base64-encoded string (optionally as a data URI like data:image/png;base64,...).",
                      "title": "source",
                      "type": "string"
                    }
                  },
                  "required": [
                    "source"
                  ],
                  "title": "analyze_imageArguments",
                  "type": "object"
                },
                "name": "analyze_image"
              },
              {
                "description": "Resize an image\n\nScale an image by a factor, or fill an exact box. Use 'scale' for uniform scaling, or 'scale_x'/'scale_y' for independent axes (float factors, e.g. 0.5 = half size). Alternatively set 'width'+'height' for fill mode: resize and smart-crop to those exact dimensions in one call (optional 'gravity', default attention). The two modes are mutually exclusive.\n\n### Responses:\n\n**200**: Processed image binary (Success Response)\nContent-Type: application/json\nContent-Type: image/jpeg\n\n**Example Response:**\n```json\n\"string\"\n```\nContent-Type: image/png\n\n**Example Response:**\n```json\n\"string\"\n```\nContent-Type: image/webp\n\n**Example Response:**\n```json\n\"string\"\n```",
                "inputSchema": {
                  "properties": {
                    "autorot": {
                      "anyOf": [
                        {
                          "type": "boolean"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Apply EXIF orientation before resizing. Opt-in; default false, which preserves current byte-for-byte behavior.",
                      "title": "autorot",
                      "type": "boolean"
                    },
                    "delivery": {
                      "discriminator": {
                        "mapping": {
                          "callback_url": "#/components/schemas/CallbackDelivery",
                          "inline": "#/components/schemas/InlineDelivery",
                          "put_url": "#/components/schemas/PutUrlDelivery"
                        },
                        "propertyName": "mode"
                      },
                      "oneOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "mode": {
                              "const": "inline",
                              "default": "inline",
                              "title": "Mode",
                              "type": "string"
                            }
                          },
                          "title": "InlineDelivery",
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "headers": {
                              "anyOf": [
                                {
                                  "additionalProperties": {
                                    "type": "string"
                                  },
                                  "type": "object"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional storage headers to include on the PUT call (Content-Type, Cache-Control, x-amz-acl, etc.). Whitelisted at SSRF layer.",
                              "title": "Headers"
                            },
                            "mode": {
                              "const": "put_url",
                              "title": "Mode",
                              "type": "string"
                            },
                            "put_url": {
                              "description": "Customer-signed presigned PUT URL where the optimized bytes will be written. Must be https://. Cloud credentials never reach our infrastructure; only the URL itself is used and discarded after the request.",
                              "format": "uri",
                              "maxLength": 2083,
                              "minLength": 1,
                              "title": "Put Url",
                              "type": "string"
                            }
                          },
                          "required": [
                            "mode",
                            "put_url"
                          ],
                          "title": "PutUrlDelivery",
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "callback_url": {
                              "description": "Customer endpoint where the optimized bytes will be POSTed. Must be https://. For async/large jobs. We send an X-Pig-Sha256 header of the body so the receiver can verify integrity. No credentials are stored on our side; secure the endpoint with a token in the URL itself.",
                              "format": "uri",
                              "maxLength": 2083,
                              "minLength": 1,
                              "title": "Callback Url",
                              "type": "string"
                            },
                            "headers": {
                              "anyOf": [
                                {
                                  "additionalProperties": {
                                    "type": "string"
                                  },
                                  "type": "object"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional headers to include on the POST call (Content-Type, Cache-Control, x-amz-*, etc.). Whitelisted at SSRF layer.",
                              "title": "Headers"
                            },
                            "mode": {
                              "const": "callback_url",
                              "title": "Mode",
                              "type": "string"
                            },
                            "secret": {
                              "anyOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional HMAC secret. When set, we sign the POST body with HMAC-SHA256 and send 'X-Pig-Signature: sha256=<hex>'. Used per request and never stored. Recompute the HMAC on your endpoint to authenticate the callback (constant-time compare).",
                              "title": "Secret"
                            }
                          },
                          "required": [
                            "mode",
                            "callback_url"
                          ],
                          "title": "CallbackDelivery",
                          "type": "object"
                        }
                      ],
                      "title": "delivery",
                      "type": "string"
                    },
                    "format": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Output format: jpeg, png, webp, tiff, gif, or avif. If omitted, the original format is preserved.",
                      "title": "format",
                      "type": "string"
                    },
                    "gravity": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Fill-mode smart-crop strategy: one of ('attention', 'entropy', 'centre'). Only valid together with width and height; defaults to attention.",
                      "title": "gravity",
                      "type": "string"
                    },
                    "height": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Target height in pixels for fill mode. Requires width.",
                      "title": "height",
                      "type": "integer"
                    },
                    "scale": {
                      "anyOf": [
                        {
                          "type": "number"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Uniform scale factor applied to both axes (e.g. 0.5 = half size). Use this for simple scaling; use scale_x/scale_y for independent axes.",
                      "title": "scale",
                      "type": "number"
                    },
                    "scale_x": {
                      "anyOf": [
                        {
                          "type": "number"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Horizontal scale factor (e.g. 0.5 = half width). If only scale_x is given, scale_y defaults to the same value.",
                      "title": "scale_x",
                      "type": "number"
                    },
                    "scale_y": {
                      "anyOf": [
                        {
                          "type": "number"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Vertical scale factor (e.g. 0.75 = 75% height). Optional; defaults to scale_x if omitted.",
                      "title": "scale_y",
                      "type": "number"
                    },
                    "source": {
                      "description": "Image source: a public URL (https://...) or a base64-encoded string (optionally as a data URI like data:image/png;base64,...).",
                      "title": "source",
                      "type": "string"
                    },
                    "width": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Target width in pixels for fill mode: resize and smart-crop to these exact dimensions in one call. Requires height. Mutually exclusive with scale/scale_x/scale_y. Upscaling is allowed.",
                      "title": "width",
                      "type": "integer"
                    }
                  },
                  "required": [
                    "source"
                  ],
                  "title": "resize_imageArguments",
                  "type": "object"
                },
                "name": "resize_image"
              },
              {
                "description": "Compress an image\n\nRe-encode an image with quality/format options to reduce file size. Supports jpeg, png, webp, tiff, gif. Instead of a q number you can set quality_target (0-1]: the smallest file with SSIM at or above the target, searched on the worker (jpeg, webp, avif; flat surcharge; outcome reported in X-Pictomancer-Quality-* headers). If the output is not smaller than the input, the request is free (X-Pig-Billed: 0) and does not consume free-tier quota.\n\n### Responses:\n\n**200**: Processed image binary (Success Response)\nContent-Type: application/json\nContent-Type: image/jpeg\n\n**Example Response:**\n```json\n\"string\"\n```\nContent-Type: image/png\n\n**Example Response:**\n```json\n\"string\"\n```\nContent-Type: image/webp\n\n**Example Response:**\n```json\n\"string\"\n```",
                "inputSchema": {
                  "properties": {
                    "autorot": {
                      "anyOf": [
                        {
                          "type": "boolean"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Apply EXIF orientation before compressing. Opt-in; default false, which preserves current byte-for-byte behavior.",
                      "title": "autorot",
                      "type": "boolean"
                    },
                    "delivery": {
                      "discriminator": {
                        "mapping": {
                          "callback_url": "#/components/schemas/CallbackDelivery",
                          "inline": "#/components/schemas/InlineDelivery",
                          "put_url": "#/components/schemas/PutUrlDelivery"
                        },
                        "propertyName": "mode"
                      },
                      "oneOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "mode": {
                              "const": "inline",
                              "default": "inline",
                              "title": "Mode",
                              "type": "string"
                            }
                          },
                          "title": "InlineDelivery",
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "headers": {
                              "anyOf": [
                                {
                                  "additionalProperties": {
                                    "type": "string"
                                  },
                                  "type": "object"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional storage headers to include on the PUT call (Content-Type, Cache-Control, x-amz-acl, etc.). Whitelisted at SSRF layer.",
                              "title": "Headers"
                            },
                            "mode": {
                              "const": "put_url",
                              "title": "Mode",
                              "type": "string"
                            },
                            "put_url": {
                              "description": "Customer-signed presigned PUT URL where the optimized bytes will be written. Must be https://. Cloud credentials never reach our infrastructure; only the URL itself is used and discarded after the request.",
                              "format": "uri",
                              "maxLength": 2083,
                              "minLength": 1,
                              "title": "Put Url",
                              "type": "string"
                            }
                          },
                          "required": [
                            "mode",
                            "put_url"
                          ],
                          "title": "PutUrlDelivery",
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "callback_url": {
                              "description": "Customer endpoint where the optimized bytes will be POSTed. Must be https://. For async/large jobs. We send an X-Pig-Sha256 header of the body so the receiver can verify integrity. No credentials are stored on our side; secure the endpoint with a token in the URL itself.",
                              "format": "uri",
                              "maxLength": 2083,
                              "minLength": 1,
                              "title": "Callback Url",
                              "type": "string"
                            },
                            "headers": {
                              "anyOf": [
                                {
                                  "additionalProperties": {
                                    "type": "string"
                                  },
                                  "type": "object"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional headers to include on the POST call (Content-Type, Cache-Control, x-amz-*, etc.). Whitelisted at SSRF layer.",
                              "title": "Headers"
                            },
                            "mode": {
                              "const": "callback_url",
                              "title": "Mode",
                              "type": "string"
                            },
                            "secret": {
                              "anyOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional HMAC secret. When set, we sign the POST body with HMAC-SHA256 and send 'X-Pig-Signature: sha256=<hex>'. Used per request and never stored. Recompute the HMAC on your endpoint to authenticate the callback (constant-time compare).",
                              "title": "Secret"
                            }
                          },
                          "required": [
                            "mode",
                            "callback_url"
                          ],
                          "title": "CallbackDelivery",
                          "type": "object"
                        }
                      ],
                      "title": "delivery",
                      "type": "string"
                    },
                    "format": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Output format: jpeg, png, webp, tiff, gif, or avif. If omitted, the original format is preserved.",
                      "title": "format",
                      "type": "string"
                    },
                    "q": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Quality (1-100). Lower = smaller file. Typical values: 60-80 for web, 85-95 for print. Maps to libvips Q parameter.",
                      "title": "q",
                      "type": "integer"
                    },
                    "quality_target": {
                      "anyOf": [
                        {
                          "type": "number"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Target SSIM (0-1]: the worker searches for the smallest file that still scores at least this. Alternative to q; mutually exclusive with it. Requires an explicit format among jpeg, webp, avif. Carries a flat surcharge for the extra encodes.",
                      "title": "quality_target",
                      "type": "number"
                    },
                    "source": {
                      "description": "Image source: a public URL (https://...) or a base64-encoded string (optionally as a data URI like data:image/png;base64,...).",
                      "title": "source",
                      "type": "string"
                    },
                    "strip": {
                      "anyOf": [
                        {
                          "type": "boolean"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Strip metadata (EXIF, ICC profile, etc.) from the output. Reduces file size slightly.",
                      "title": "strip",
                      "type": "boolean"
                    }
                  },
                  "required": [
                    "source"
                  ],
                  "title": "compress_imageArguments",
                  "type": "object"
                },
                "name": "compress_image"
              },
              {
                "description": "Convert image format\n\nConvert an image to a different format (jpeg, png, webp, tiff, gif, avif). Optionally set quality, strip metadata, enable lossless mode (webp, avif), or tune encoder effort (avif). Instead of a q number you can set quality_target (0-1]: the smallest file with SSIM at or above the target, searched on the worker (jpeg, webp, avif; flat surcharge; outcome reported in X-Pictomancer-Quality-* headers).\n\n### Responses:\n\n**200**: Processed image binary (Success Response)\nContent-Type: application/json\nContent-Type: image/jpeg\n\n**Example Response:**\n```json\n\"string\"\n```\nContent-Type: image/png\n\n**Example Response:**\n```json\n\"string\"\n```\nContent-Type: image/webp\n\n**Example Response:**\n```json\n\"string\"\n```",
                "inputSchema": {
                  "properties": {
                    "autorot": {
                      "anyOf": [
                        {
                          "type": "boolean"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Apply EXIF orientation before converting. Opt-in; default false, which preserves current byte-for-byte behavior.",
                      "title": "autorot",
                      "type": "boolean"
                    },
                    "delivery": {
                      "discriminator": {
                        "mapping": {
                          "callback_url": "#/components/schemas/CallbackDelivery",
                          "inline": "#/components/schemas/InlineDelivery",
                          "put_url": "#/components/schemas/PutUrlDelivery"
                        },
                        "propertyName": "mode"
                      },
                      "oneOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "mode": {
                              "const": "inline",
                              "default": "inline",
                              "title": "Mode",
                              "type": "string"
                            }
                          },
                          "title": "InlineDelivery",
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "headers": {
                              "anyOf": [
                                {
                                  "additionalProperties": {
                                    "type": "string"
                                  },
                                  "type": "object"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional storage headers to include on the PUT call (Content-Type, Cache-Control, x-amz-acl, etc.). Whitelisted at SSRF layer.",
                              "title": "Headers"
                            },
                            "mode": {
                              "const": "put_url",
                              "title": "Mode",
                              "type": "string"
                            },
                            "put_url": {
                              "description": "Customer-signed presigned PUT URL where the optimized bytes will be written. Must be https://. Cloud credentials never reach our infrastructure; only the URL itself is used and discarded after the request.",
                              "format": "uri",
                              "maxLength": 2083,
                              "minLength": 1,
                              "title": "Put Url",
                              "type": "string"
                            }
                          },
                          "required": [
                            "mode",
                            "put_url"
                          ],
                          "title": "PutUrlDelivery",
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "callback_url": {
                              "description": "Customer endpoint where the optimized bytes will be POSTed. Must be https://. For async/large jobs. We send an X-Pig-Sha256 header of the body so the receiver can verify integrity. No credentials are stored on our side; secure the endpoint with a token in the URL itself.",
                              "format": "uri",
                              "maxLength": 2083,
                              "minLength": 1,
                              "title": "Callback Url",
                              "type": "string"
                            },
                            "headers": {
                              "anyOf": [
                                {
                                  "additionalProperties": {
                                    "type": "string"
                                  },
                                  "type": "object"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional headers to include on the POST call (Content-Type, Cache-Control, x-amz-*, etc.). Whitelisted at SSRF layer.",
                              "title": "Headers"
                            },
                            "mode": {
                              "const": "callback_url",
                              "title": "Mode",
                              "type": "string"
                            },
                            "secret": {
                              "anyOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional HMAC secret. When set, we sign the POST body with HMAC-SHA256 and send 'X-Pig-Signature: sha256=<hex>'. Used per request and never stored. Recompute the HMAC on your endpoint to authenticate the callback (constant-time compare).",
                              "title": "Secret"
                            }
                          },
                          "required": [
                            "mode",
                            "callback_url"
                          ],
                          "title": "CallbackDelivery",
                          "type": "object"
                        }
                      ],
                      "title": "delivery",
                      "type": "string"
                    },
                    "effort": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "AV1 encoder CPU effort (0-9). Higher = smaller file, slower. Only applies to avif.",
                      "title": "effort",
                      "type": "integer"
                    },
                    "format": {
                      "description": "Target format: jpeg, png, webp, tiff, gif, or avif.",
                      "title": "format",
                      "type": "string"
                    },
                    "lossless": {
                      "anyOf": [
                        {
                          "type": "boolean"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Enable lossless encoding. Only applies to webp and avif.",
                      "title": "lossless",
                      "type": "boolean"
                    },
                    "q": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Quality (1-100). Maps to libvips Q parameter.",
                      "title": "q",
                      "type": "integer"
                    },
                    "quality_target": {
                      "anyOf": [
                        {
                          "type": "number"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Target SSIM (0-1]: the worker searches for the smallest file that still scores at least this. Alternative to q; mutually exclusive with it and with lossless. Only for jpeg, webp, avif. Carries a flat surcharge for the extra encodes.",
                      "title": "quality_target",
                      "type": "number"
                    },
                    "source": {
                      "description": "Image source: a public URL (https://...) or a base64-encoded string (optionally as a data URI like data:image/png;base64,...).",
                      "title": "source",
                      "type": "string"
                    },
                    "strip": {
                      "anyOf": [
                        {
                          "type": "boolean"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Strip metadata (EXIF, ICC profile, etc.) from the output.",
                      "title": "strip",
                      "type": "boolean"
                    }
                  },
                  "required": [
                    "source",
                    "format"
                  ],
                  "title": "convert_imageArguments",
                  "type": "object"
                },
                "name": "convert_image"
              },
              {
                "description": "Crop an image\n\nExtract a rectangular region from an image, in one of three mutually exclusive modes. Manual: give the top-left corner (x, y) and dimensions (width, height) in pixels. Smart crop: give 'gravity' (attention, entropy, centre) plus width and height; the window is picked automatically, clamped to the source if the target is larger. Trim: set 'trim: true' (optional 'threshold') to remove a uniform background border via content detection; the applied rect is reported in X-Pictomancer-Trim-* headers.\n\n### Responses:\n\n**200**: Processed image binary (Success Response)\nContent-Type: application/json\nContent-Type: image/jpeg\n\n**Example Response:**\n```json\n\"string\"\n```\nContent-Type: image/png\n\n**Example Response:**\n```json\n\"string\"\n```\nContent-Type: image/webp\n\n**Example Response:**\n```json\n\"string\"\n```",
                "inputSchema": {
                  "properties": {
                    "autorot": {
                      "anyOf": [
                        {
                          "type": "boolean"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Apply EXIF orientation before cropping. Opt-in; default false, which preserves current byte-for-byte behavior.",
                      "title": "autorot",
                      "type": "boolean"
                    },
                    "delivery": {
                      "discriminator": {
                        "mapping": {
                          "callback_url": "#/components/schemas/CallbackDelivery",
                          "inline": "#/components/schemas/InlineDelivery",
                          "put_url": "#/components/schemas/PutUrlDelivery"
                        },
                        "propertyName": "mode"
                      },
                      "oneOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "mode": {
                              "const": "inline",
                              "default": "inline",
                              "title": "Mode",
                              "type": "string"
                            }
                          },
                          "title": "InlineDelivery",
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "headers": {
                              "anyOf": [
                                {
                                  "additionalProperties": {
                                    "type": "string"
                                  },
                                  "type": "object"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional storage headers to include on the PUT call (Content-Type, Cache-Control, x-amz-acl, etc.). Whitelisted at SSRF layer.",
                              "title": "Headers"
                            },
                            "mode": {
                              "const": "put_url",
                              "title": "Mode",
                              "type": "string"
                            },
                            "put_url": {
                              "description": "Customer-signed presigned PUT URL where the optimized bytes will be written. Must be https://. Cloud credentials never reach our infrastructure; only the URL itself is used and discarded after the request.",
                              "format": "uri",
                              "maxLength": 2083,
                              "minLength": 1,
                              "title": "Put Url",
                              "type": "string"
                            }
                          },
                          "required": [
                            "mode",
                            "put_url"
                          ],
                          "title": "PutUrlDelivery",
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "callback_url": {
                              "description": "Customer endpoint where the optimized bytes will be POSTed. Must be https://. For async/large jobs. We send an X-Pig-Sha256 header of the body so the receiver can verify integrity. No credentials are stored on our side; secure the endpoint with a token in the URL itself.",
                              "format": "uri",
                              "maxLength": 2083,
                              "minLength": 1,
                              "title": "Callback Url",
                              "type": "string"
                            },
                            "headers": {
                              "anyOf": [
                                {
                                  "additionalProperties": {
                                    "type": "string"
                                  },
                                  "type": "object"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional headers to include on the POST call (Content-Type, Cache-Control, x-amz-*, etc.). Whitelisted at SSRF layer.",
                              "title": "Headers"
                            },
                            "mode": {
                              "const": "callback_url",
                              "title": "Mode",
                              "type": "string"
                            },
                            "secret": {
                              "anyOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional HMAC secret. When set, we sign the POST body with HMAC-SHA256 and send 'X-Pig-Signature: sha256=<hex>'. Used per request and never stored. Recompute the HMAC on your endpoint to authenticate the callback (constant-time compare).",
                              "title": "Secret"
                            }
                          },
                          "required": [
                            "mode",
                            "callback_url"
                          ],
                          "title": "CallbackDelivery",
                          "type": "object"
                        }
                      ],
                      "title": "delivery",
                      "type": "string"
                    },
                    "format": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Output format: jpeg, png, webp, tiff, gif, or avif. If omitted, the original format is preserved.",
                      "title": "format",
                      "type": "string"
                    },
                    "gravity": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Smart-crop mode: picks the window automatically. One of ('attention', 'entropy', 'centre'). Requires width and height; mutually exclusive with x/y and trim. A target larger than the source clamps to the source size.",
                      "title": "gravity",
                      "type": "string"
                    },
                    "height": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Height of the crop rectangle in pixels. Required in manual and gravity modes.",
                      "title": "height",
                      "type": "integer"
                    },
                    "source": {
                      "description": "Image source: a public URL (https://...) or a base64-encoded string (optionally as a data URI like data:image/png;base64,...).",
                      "title": "source",
                      "type": "string"
                    },
                    "threshold": {
                      "anyOf": [
                        {
                          "type": "number"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Trim sensitivity (must be positive; default 10.0). Only valid together with trim: true.",
                      "title": "threshold",
                      "type": "number"
                    },
                    "trim": {
                      "anyOf": [
                        {
                          "type": "boolean"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Trim mode: removes a uniform background border via content detection. Mutually exclusive with x/y/width/height/gravity.",
                      "title": "trim",
                      "type": "boolean"
                    },
                    "width": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Width of the crop rectangle in pixels. Required in manual and gravity modes.",
                      "title": "width",
                      "type": "integer"
                    },
                    "x": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Left edge of the crop rectangle in pixels. Manual mode only.",
                      "title": "x",
                      "type": "integer"
                    },
                    "y": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Top edge of the crop rectangle in pixels. Manual mode only.",
                      "title": "y",
                      "type": "integer"
                    }
                  },
                  "required": [
                    "source"
                  ],
                  "title": "crop_imageArguments",
                  "type": "object"
                },
                "name": "crop_image"
              },
              {
                "description": "Resize an image for a vision model\n\nResize an image to the largest size a given vision model still benefits from, and report what it costs that model in tokens before and after. Every provider downscales oversized input before counting tokens, so this alone saves bytes and upload latency rather than tokens. Pass max_tokens to trade resolution for tokens: that lever is continuous on Claude, unavailable on OpenAI (cost follows the aspect ratio alone), and on Gemini reaches only a flat 258. An image already within budget is returned untouched and free (X-Pig-Billed: 0).\n\n### Responses:\n\n**200**: Processed image binary (Success Response)\nContent-Type: application/json\nContent-Type: image/jpeg\n\n**Example Response:**\n```json\n\"string\"\n```\nContent-Type: image/png\n\n**Example Response:**\n```json\n\"string\"\n```\nContent-Type: image/webp\n\n**Example Response:**\n```json\n\"string\"\n```",
                "inputSchema": {
                  "properties": {
                    "delivery": {
                      "discriminator": {
                        "mapping": {
                          "callback_url": "#/components/schemas/CallbackDelivery",
                          "inline": "#/components/schemas/InlineDelivery",
                          "put_url": "#/components/schemas/PutUrlDelivery"
                        },
                        "propertyName": "mode"
                      },
                      "oneOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "mode": {
                              "const": "inline",
                              "default": "inline",
                              "title": "Mode",
                              "type": "string"
                            }
                          },
                          "title": "InlineDelivery",
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "headers": {
                              "anyOf": [
                                {
                                  "additionalProperties": {
                                    "type": "string"
                                  },
                                  "type": "object"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional storage headers to include on the PUT call (Content-Type, Cache-Control, x-amz-acl, etc.). Whitelisted at SSRF layer.",
                              "title": "Headers"
                            },
                            "mode": {
                              "const": "put_url",
                              "title": "Mode",
                              "type": "string"
                            },
                            "put_url": {
                              "description": "Customer-signed presigned PUT URL where the optimized bytes will be written. Must be https://. Cloud credentials never reach our infrastructure; only the URL itself is used and discarded after the request.",
                              "format": "uri",
                              "maxLength": 2083,
                              "minLength": 1,
                              "title": "Put Url",
                              "type": "string"
                            }
                          },
                          "required": [
                            "mode",
                            "put_url"
                          ],
                          "title": "PutUrlDelivery",
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "callback_url": {
                              "description": "Customer endpoint where the optimized bytes will be POSTed. Must be https://. For async/large jobs. We send an X-Pig-Sha256 header of the body so the receiver can verify integrity. No credentials are stored on our side; secure the endpoint with a token in the URL itself.",
                              "format": "uri",
                              "maxLength": 2083,
                              "minLength": 1,
                              "title": "Callback Url",
                              "type": "string"
                            },
                            "headers": {
                              "anyOf": [
                                {
                                  "additionalProperties": {
                                    "type": "string"
                                  },
                                  "type": "object"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional headers to include on the POST call (Content-Type, Cache-Control, x-amz-*, etc.). Whitelisted at SSRF layer.",
                              "title": "Headers"
                            },
                            "mode": {
                              "const": "callback_url",
                              "title": "Mode",
                              "type": "string"
                            },
                            "secret": {
                              "anyOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional HMAC secret. When set, we sign the POST body with HMAC-SHA256 and send 'X-Pig-Signature: sha256=<hex>'. Used per request and never stored. Recompute the HMAC on your endpoint to authenticate the callback (constant-time compare).",
                              "title": "Secret"
                            }
                          },
                          "required": [
                            "mode",
                            "callback_url"
                          ],
                          "title": "CallbackDelivery",
                          "type": "object"
                        }
                      ],
                      "title": "delivery",
                      "type": "string"
                    },
                    "format": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Output format: jpeg, png, webp, tiff, gif, or avif. If omitted, the original format is preserved.",
                      "title": "format",
                      "type": "string"
                    },
                    "max_tokens": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Optional cap on what the image may cost the target model. Without it the image is resized to the model's own ceiling, which saves bytes and upload latency but no tokens, because every provider already downscales oversized input before counting. Set a budget to trade resolution for tokens. The response reports the cost actually achieved: on OpenAI it cannot be lowered by resizing at all, and on Gemini only down to a flat 258.",
                      "title": "max_tokens",
                      "type": "integer"
                    },
                    "q": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Quality (1-100). Maps to libvips Q parameter.",
                      "title": "q",
                      "type": "integer"
                    },
                    "source": {
                      "description": "Image source: a public URL (https://...) or a base64-encoded string (optionally as a data URI like data:image/png;base64,...).",
                      "title": "source",
                      "type": "string"
                    },
                    "target_model": {
                      "description": "Vision model the image is being prepared for, e.g. claude-opus-5, gpt-4o, gemini-2.5-pro. Unknown ids are rejected rather than guessed: the wrong limits would silently resize to the wrong size.",
                      "title": "target_model",
                      "type": "string"
                    }
                  },
                  "required": [
                    "source",
                    "target_model"
                  ],
                  "title": "optimize_for_visionArguments",
                  "type": "object"
                },
                "name": "optimize_for_vision"
              },
              {
                "description": "Run a multi-step image pipeline\n\nChain multiple operations (resize, compress, convert, crop) in sequence. The image is fetched once, then each operation is applied to the output of the previous one. Max 10 operations per pipeline.\n\n### Responses:\n\n**200**: Processed image binary (Success Response)\nContent-Type: application/json\nContent-Type: image/jpeg\n\n**Example Response:**\n```json\n\"string\"\n```\nContent-Type: image/png\n\n**Example Response:**\n```json\n\"string\"\n```\nContent-Type: image/webp\n\n**Example Response:**\n```json\n\"string\"\n```",
                "inputSchema": {
                  "properties": {
                    "delivery": {
                      "discriminator": {
                        "mapping": {
                          "callback_url": "#/components/schemas/CallbackDelivery",
                          "inline": "#/components/schemas/InlineDelivery",
                          "put_url": "#/components/schemas/PutUrlDelivery"
                        },
                        "propertyName": "mode"
                      },
                      "oneOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "mode": {
                              "const": "inline",
                              "default": "inline",
                              "title": "Mode",
                              "type": "string"
                            }
                          },
                          "title": "InlineDelivery",
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "headers": {
                              "anyOf": [
                                {
                                  "additionalProperties": {
                                    "type": "string"
                                  },
                                  "type": "object"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional storage headers to include on the PUT call (Content-Type, Cache-Control, x-amz-acl, etc.). Whitelisted at SSRF layer.",
                              "title": "Headers"
                            },
                            "mode": {
                              "const": "put_url",
                              "title": "Mode",
                              "type": "string"
                            },
                            "put_url": {
                              "description": "Customer-signed presigned PUT URL where the optimized bytes will be written. Must be https://. Cloud credentials never reach our infrastructure; only the URL itself is used and discarded after the request.",
                              "format": "uri",
                              "maxLength": 2083,
                              "minLength": 1,
                              "title": "Put Url",
                              "type": "string"
                            }
                          },
                          "required": [
                            "mode",
                            "put_url"
                          ],
                          "title": "PutUrlDelivery",
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "callback_url": {
                              "description": "Customer endpoint where the optimized bytes will be POSTed. Must be https://. For async/large jobs. We send an X-Pig-Sha256 header of the body so the receiver can verify integrity. No credentials are stored on our side; secure the endpoint with a token in the URL itself.",
                              "format": "uri",
                              "maxLength": 2083,
                              "minLength": 1,
                              "title": "Callback Url",
                              "type": "string"
                            },
                            "headers": {
                              "anyOf": [
                                {
                                  "additionalProperties": {
                                    "type": "string"
                                  },
                                  "type": "object"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional headers to include on the POST call (Content-Type, Cache-Control, x-amz-*, etc.). Whitelisted at SSRF layer.",
                              "title": "Headers"
                            },
                            "mode": {
                              "const": "callback_url",
                              "title": "Mode",
                              "type": "string"
                            },
                            "secret": {
                              "anyOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "null"
                                }
                              ],
                              "description": "Optional HMAC secret. When set, we sign the POST body with HMAC-SHA256 and send 'X-Pig-Signature: sha256=<hex>'. Used per request and never stored. Recompute the HMAC on your endpoint to authenticate the callback (constant-time compare).",
                              "title": "Secret"
                            }
                          },
                          "required": [
                            "mode",
                            "callback_url"
                          ],
                          "title": "CallbackDelivery",
                          "type": "object"
                        }
                      ],
                      "title": "delivery",
                      "type": "string"
                    },
                    "operations": {
                      "description": "Ordered list of operations to apply sequentially. Each operation receives the output of the previous one. Max 10.",
                      "items": {
                        "properties": {
                          "params": {
                            "additionalProperties": {
                              "type": "string"
                            },
                            "default": {},
                            "description": "Operation parameters as key-value string pairs. E.g. {\"scale\": \"0.5\"} for resize, {\"format\": \"webp\"} for convert.",
                            "title": "Params",
                            "type": "object"
                          },
                          "type": {
                            "description": "Operation type: resize, compress, convert, or crop.",
                            "title": "Type",
                            "type": "string"
                          }
                        },
                        "required": [
                          "type"
                        ],
                        "title": "PipelineOperation",
                        "type": "object"
                      },
                      "title": "operations",
                      "type": "array"
                    },
                    "source": {
                      "description": "Image source: a public URL (https://...) or a base64-encoded string (optionally as a data URI like data:image/png;base64,...).",
                      "title": "source",
                      "type": "string"
                    }
                  },
                  "required": [
                    "source",
                    "operations"
                  ],
                  "title": "image_pipelineArguments",
                  "type": "object"
                },
                "name": "image_pipeline"
              }
            ]
          }
        },
        "requested_protocol_version": "2025-03-26",
        "resumed": true,
        "session_id_present": true,
        "transport": "streamable-http",
        "url": "https://api.pictomancer.ai/mcp"
      },
      "latency_ms": 157.98,
      "status": "ok"
    },
    "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": {
        "reason": "no_tools"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "tools_list": {
      "details": {
        "error": "Client error '400 Bad Request' for url 'https://api.pictomancer.ai/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400",
        "headers": {
          "content-type": "application/json",
          "mcp-session-id": "e4341f3bbd174945a332f2917060cca1",
          "x-ratelimit-limit": "120",
          "x-ratelimit-remaining": "116"
        },
        "http_status": 400,
        "payload": {},
        "url": "https://api.pictomancer.ai/mcp"
      },
      "latency_ms": 80.41,
      "status": "error"
    },
    "transport_compliance_probe": {
      "details": {
        "bad_protocol_error": null,
        "bad_protocol_headers": {
          "content-type": "application/json",
          "mcp-session-id": "b21b225439a9437b83ef7d1c05dc9708",
          "x-ratelimit-limit": "120",
          "x-ratelimit-remaining": "111"
        },
        "bad_protocol_payload": {
          "error": {
            "code": -32600,
            "message": "Bad Request: Unsupported protocol version: 1999-99-99. Supported versions: 2024-11-05, 2025-03-26, 2025-06-18, 2025-11-25"
          },
          "id": "server-error",
          "jsonrpc": "2.0"
        },
        "bad_protocol_status_code": 400,
        "delete_error": null,
        "delete_status_code": 200,
        "expired_session_error": null,
        "expired_session_status_code": 404,
        "issues": [
          "missing_protocol_header"
        ],
        "last_event_id_visible": false,
        "protocol_header_present": false,
        "requested_protocol_version": "2025-03-26",
        "session_id_present": true,
        "transport": "streamable-http"
      },
      "latency_ms": 160.94,
      "status": "warning"
    },
    "utility_coverage_probe": {
      "details": {
        "completions": {
          "advertised": false,
          "live_probe": "not_executed",
          "sample_target": null
        },
        "initialize_capability_keys": [
          "experimental",
          "tools"
        ],
        "pagination": {
          "metadata_signal": false,
          "next_cursor_methods": [],
          "supported": false
        },
        "tasks": {
          "advertised": false,
          "http_status": 400,
          "probe_status": "missing"
        }
      },
      "latency_ms": 84.22,
      "status": "missing"
    }
  },
  "failures": {
    "oauth_authorization_server": {
      "reason": "no_authorization_server"
    },
    "oauth_protected_resource": {
      "error": "Client error '404 Not Found' for url 'https://api.pictomancer.ai/.well-known/oauth-protected-resource'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
      "url": "https://api.pictomancer.ai/.well-known/oauth-protected-resource"
    },
    "openid_configuration": {
      "reason": "no_authorization_server"
    },
    "server_card": {
      "error": "Client error '404 Not Found' for url 'https://api.pictomancer.ai/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
      "url": "https://api.pictomancer.ai/.well-known/mcp/server-card.json"
    },
    "tools_list": {
      "error": "Client error '400 Bad Request' for url 'https://api.pictomancer.ai/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400",
      "headers": {
        "content-type": "application/json",
        "mcp-session-id": "e4341f3bbd174945a332f2917060cca1",
        "x-ratelimit-limit": "120",
        "x-ratelimit-remaining": "116"
      },
      "http_status": 400,
      "payload": {},
      "url": "https://api.pictomancer.ai/mcp"
    }
  },
  "remote_url": "https://api.pictomancer.ai/mcp",
  "server_card_payload": null,
  "server_identifier": "ai.pictomancer/image-processing"
}
Known versions
  • 0.2.0
Validation history
7 day score delta
n/a
30 day score delta
n/a
Recent healthy ratio
0%
Freshness
10.7h
TimestampStatusScoreLatencyTools
Aug 07, 2026 07:31:34 AM UTC Failing 3.3 2094.3 ms 0
Aug 06, 2026 07:31:04 PM UTC Failing 1.7 2128.0 ms 0
Aug 06, 2026 07:31:04 PM UTC Failing 1.7 2174.7 ms 0
Aug 06, 2026 07:30:34 AM UTC Failing 2.7 2100.2 ms 0
Aug 05, 2026 11:30:05 PM UTC Failing 5.8 2094.8 ms 0
Aug 05, 2026 11:30:05 PM UTC Failing 5.2 2097.2 ms 0
Aug 05, 2026 07:28:40 PM UTC Failing 13.5 2135.0 ms 0
Aug 03, 2026 11:53:57 PM UTC Failing 21.6 2138.6 ms 0
Validation timeline
ValidatedSummaryScoreProtocolAuth modeToolsHigh-risk toolsChanges
Aug 07, 2026 07:31:34 AM UTC Failing 3.3 2025-03-26 public 0 0 auth_mode_changed
Aug 06, 2026 07:31:04 PM UTC Failing 1.7 unknown unknown 0 0 none
Aug 06, 2026 07:31:04 PM UTC Failing 1.7 unknown unknown 0 0 none
Aug 06, 2026 07:30:34 AM UTC Failing 2.7 unknown unknown 0 0 none
Aug 05, 2026 11:30:05 PM UTC Failing 5.8 unknown unknown 0 0 none
Aug 05, 2026 11:30:05 PM UTC Failing 5.2 unknown unknown 0 0 none
Aug 05, 2026 07:28:40 PM UTC Failing 13.5 unknown unknown 0 0 none
Aug 03, 2026 11:53:57 PM UTC Failing 21.6 unknown unknown 0 0 none
Aug 02, 2026 06:43:28 PM UTC Failing 21.6 unknown unknown 0 0 none
Aug 02, 2026 04:13:06 AM UTC Failing 21.4 unknown unknown 0 0 none
Recent validation runs
Recent validation runs for this MCP server
StartedStatusSummaryLatencyChecks
Aug 07, 2026 07:31:31 AM UTC Completed Failing 2094.3 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, schema_divergence_probe, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Aug 06, 2026 07:31:02 PM UTC Completed Failing 2128.0 ms
Aug 06, 2026 07:31:02 PM UTC Completed Failing 2174.7 ms
Aug 06, 2026 07:30:32 AM UTC Completed Failing 2100.2 ms
Aug 05, 2026 11:30:03 PM UTC Completed Failing 2094.8 ms
Aug 05, 2026 11:30:03 PM UTC Completed Failing 2097.2 ms
Aug 05, 2026 07:28:38 PM UTC Completed Failing 2135.0 ms
Aug 03, 2026 11:53:54 PM UTC Completed Failing 2138.6 ms
Aug 02, 2026 06:43:26 PM UTC Completed Failing 2147.4 ms
Aug 02, 2026 04:13:04 AM UTC Completed Failing 2163.5 ms
Public server reputation
Validation success 7d
0.0
Validation success 30d
0.0
Mean time to recover
n/a
Breaking diffs 30d
0
Registry drift frequency 30d
0
Snapshot changes 30d
0
Incident & change feed
TimestampEventDetails
Aug 07, 2026 07:31:34 AM UTC Latest validation: failing Score 5.5 with status failing.
Aug 07, 2026 07:31:34 AM UTC Score changed Score delta +1.6 versus the previous run.
Aug 07, 2026 07:31:34 AM UTC Auth mode changed Auth mode moved from unknown to public.
Aug 06, 2026 07:31:04 PM UTC Score changed Score delta -1.0 versus the previous run.
Aug 05, 2026 11:01:31 AM UTC Score corrected (post-1.0.503 remediation, R1 zero-anchoring) Prior: 21.62. Corrected: 13.7.
Capabilities
  • OAuth:
  • DCR/CIMD:
  • Prompts:
  • Homepage: none
  • Docs: none
  • Support: none
  • Icon: none
  • Remote endpoint: https://api.pictomancer.ai/mcp
  • Server card: none
Use-case taxonomy
automation
Benchmark tasks
Benchmark taskStatusEvidence
Discover tools Likely to fail
  • initializeOK
  • tools_listError
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_probeNot_Assessed
Utility coverage
Probe status
Missing
Completions
not detected
Completion probe target: none
Pagination
not detected
No nextCursor evidence.
Tasks
Missing
Advertised: no
Transport compliance drilldown
Probe status
Warning
Transport
streamable-http
Session header
yes
Protocol header
no
Bad protocol response
400
DELETE teardown
200
Expired session retry
404
Last-Event-ID visible
no

Issues: missing_protocol_header

Request association
Status
Missing
Advertised capabilities
none
Observed idle methods
none
Violating methods
none
Probe HTTP status
n/a
Issues
none
Connector replay
Status
Missing
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.
Tool snapshot diff & changelog

Need at least two validation runs before building a tool changelog.

Validation diff
Score delta
1.6
Summary changed
no
Tool delta
0
Prompt delta
0
Auth mode changed
yes
Write surface expanded
no
Protocol regressed
no
Registry drift changed
no

Regressed checks: action_safety_probe, connector_publishability_probe, oauth_protected_resource, provenance_divergence_probe, server_card, tools_list

Improved checks: initialize, official_registry_probe, probe_noise_resilience, session_resume_probe

Newly assessed dimensions: none

No longer assessed dimensions: none

ComponentPreviousLatestDelta
session_resume_score1.04.03.0
connector_publishability_score1.02.01.0
maintenance_signal_score2.03.01.0
rate_limit_semantics_score3.02.0-1.0
trust_confidence_score0.01.01.0
Registry & provenance divergence
Probe status
Not_Assessed
Direct official match
yes
Drift fields
none
FieldRegistryLive server card
Titlen/an/a
Versionn/an/a
Homepagen/an/a
Active alerts
  • Latest validation is failing (critical)
    Core MCP flows did not validate successfully on the latest run.
  • tools/list regressed (critical)
    Tool discovery became less reliable on the latest run.
  • Auth mode changed (high)
    Auth mode changed from unknown to public.
Aliases & registry graph
IdentifierSourceCanonicalScore
ai.pictomancer/image-processing official_registry yes n/a
Alias consolidation
Canonical identifier
ai.pictomancer/image-processing
Duplicate aliases
0
Registry sources
official_registry
Homepages
none
Source disagreements
FieldWhat differsObserved values
No source disagreements detected.

Fix it

Why this score?
Access & Protocol
17/44
Connectivity, auth, and transport expectations for common clients.
Interface Quality
2/56
How well the tool/resource interface communicates and behaves under automation.
Security Posture
5/36
How safely the exposed tool surface handles destructive actions, egress, execution, secrets, and risky inputs.
Reliability & Trust
7/24
Operational stability, consistency, and trustworthiness over time.
Discovery & Governance
13/28
How well the server is documented, listed, and governed in public registries.
Adoption & Market
4/8
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
0/4
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
0/4
Availability, latency, and burst-failure profile across recent validation history.
Security Hygiene
1/4
HTTPS posture, endpoint hygiene, and response-surface hardening checks.
Task Success
0/4
Can an agent reliably initialize, enumerate tools, and execute core MCP flows?
Trust Confidence
1/4
Confidence-adjusted reliability score that penalizes low evidence volume.
Abuse/Noise Resilience
1/4
How well the server preserves core behavior in the presence of noisy traffic patterns.
Prompt Contract
0/4
Quality of prompt metadata, argument shape, and prompt discoverability for clients.
Resource Contract
0/4
How completely resources and resource templates describe URIs, types, and usage shape.
Discovery Metadata
1/4
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
1/4
How cleanly a real client can connect, initialize, enumerate tools, and proceed through auth.
Session Semantics
1/4
Determinism and state behavior across repeated MCP calls, including sticky-session surprises.
Tool Surface Design
0/4
Naming clarity, schema ergonomics, and parameter complexity across the tool surface.
Result Shape Stability
0/4
Stability of declared output schemas across validations, with penalties for drift or missing shapes.
OAuth Interop
0/4
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
3/4
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
1/4
Confidence that recent validations are current enough and dense enough to trust operationally.
Transport Fidelity
3/4
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
4/4
Whether Streamable HTTP session identifiers and resumed requests behave cleanly for real clients.
Step-Up Auth
0/4
Whether OAuth metadata and WWW-Authenticate challenges support granular, incremental consent instead of broad upfront scopes.
Transport Compliance
3/4
Checks session headers, protocol-version enforcement, session teardown, and expired-session behavior.
Utility Coverage
0/4
Signals support for completions, pagination, and task-oriented utility surfaces that larger clients increasingly expect.
Advanced Capability Coverage
0/4
Coverage of newer MCP surfaces like roots, sampling, elicitation, structured output, and related metadata.
Connector Publishability
2/4
How ready the server looks for client catalogs and managed connector programs.
Tool Snapshot Churn
0/4
Stability of the tool surface across recent validations, including add/remove and output-shape drift.
Connector Replay
0/4
Whether a previously published frozen connector snapshot would remain backward compatible after the latest tool refresh.
Request Association
0/4
Whether roots, sampling, and elicitation appear tied to active client requests instead of arriving unsolicited on idle sessions.
Interactive Flow Safety
0/4
Whether prompts and docs steer users toward safe auth flows instead of pasting secrets directly.
Official Registry Presence
4/4
Whether the server appears directly or indirectly in the official MCP registry.
Safety Transparency
2/4
Clarity of docs, auth disclosure, support links, and other trust signals visible to integrators.
Tool Capability Clarity
0/4
How clearly the tool surface communicates whether each action reads, writes, deletes, executes, or exports data.
Destructive Operation Safety
1/4
Penalizes delete/revoke/destroy style tools unless auth and safeguards reduce blast radius.
Egress / SSRF Resilience
1/4
Assesses arbitrary URL fetch, crawl, webhook, and remote-request exposure on the tool surface.
Execution / Sandbox Safety
1/4
Evaluates shell, code, script, and command-execution exposure and whether that surface appears contained.
Data Exfiltration Resilience
0/4
Assesses export, dump, backup, and bulk-read behavior against the surrounding auth and safeguard signals.
Least Privilege Scope
1/4
Rewards scoped auth metadata and penalizes broad or missing scopes around privileged tools.
Secret Handling Hygiene
1/4
Assesses secret-bearing tools, token leakage risk, and whether the public surface avoids obvious secret exposure.
Supply Chain Signal
1/4
Public metadata signal for repository, changelog, license, versioning, and recency that supports supply-chain trust.
Input Sanitization Safety
0/4
Penalizes risky freeform string inputs when schemas do not constrain URLs, code, paths, queries, or templates.
Tool Namespace Clarity
0/4
Measures naming uniqueness and ambiguity across the tool namespace to reduce collision and confusion risk.
Actionable remediation
SeverityRemediationWhy it mattersRecommended action
Critical Ensure tools/list succeeds consistently Tools discovery is the minimum viable contract for most MCP clients and directories. Make tools/list succeed unauthenticated when possible, or document the auth flow in the server card.
Playbook
  • Make `tools/list` deterministic across repeated calls.
  • Document or relax auth requirements for discovery routes.
  • Check that tool names, descriptions, and schemas remain stable across deploys.
Critical Respond to latest validation is failing Core MCP flows did not validate successfully on the latest run. Fix the failing checks first, then revalidate to confirm the recovery path.
Playbook
  • Fix the failing checks first.
  • Review the latest incident feed and validation diff for the first regression.
  • Revalidate once the remediation lands.
Critical Respond to tools/list regressed Tool discovery became less reliable on the latest run. Compare tool enumeration outputs between runs and remove non-deterministic behavior.
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 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 Respond to auth mode changed Auth mode changed from unknown to public. Document the new auth posture and confirm protected-resource and challenge metadata still match reality.
Medium Adopt a current MCP protocol revision Older protocol revisions reduce compatibility with newer clients and registry programs. Advertise a current MCP protocol revision (2025-06-18 or later) in both the initialize response and the MCP-Protocol-Version header.
Playbook
  • Update the server's advertised protocol version to a current MCP revision (2025-06-18 or later).
  • Return the negotiated version consistently in both the `initialize` response and the `MCP-Protocol-Version` header.
  • Revalidate and confirm `protocol_version_probe` reports `ok`.
Medium Close connector-publishing gaps Connector catalogs care about protocol recency, session behavior, auth clarity, and tool-surface stability.
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
  • Serve `/.well-known/openid-configuration` with `issuer`, `jwks_uri`, `authorization_endpoint`, and `token_endpoint`.
  • List supported grant types in `grant_types_supported` and scopes in `scopes_supported`.
  • Revalidate and confirm the `openid_configuration` check returns `ok`.
Medium Raise Adoption & Market score Adoption clues and public evidence that the server is intended for external use. Increase external documentation and directory coverage so users can discover and evaluate the server.
Medium Raise Interface Quality score How well the tool/resource interface communicates and behaves under automation. Improve schemas, error contracts, and recovery messages so agents can reason about the surface automatically.
Medium Raise Reliability & Trust score Operational stability, consistency, and trustworthiness over time. Stabilize behavior over time and reduce failure drift between validation runs.
Medium Raise Security Posture score How safely the exposed tool surface handles destructive actions, egress, execution, secrets, and risky inputs. Reduce destructive, egress, exec, secret, and freeform-input risk across the exposed tool surface.
Playbook
  • Classify each tool by read/write/delete/exec/network capability and confirm the classification is intentional.
  • Gate high-risk tools behind scoped auth, narrow their schemas, and document safeguards such as allowlists or dry-run paths.
  • Revalidate after the risky tools are tightened so the security posture score reflects the current surface.
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. Advertise only the advanced capabilities (roots, sampling, elicitation) you have actually implemented end to end in the initialize capabilities object.
Playbook
  • Add the capabilities you actually support (`roots`, `sampling`, `elicitation`) to the `capabilities` object returned from `initialize`.
  • Only advertise a capability once the corresponding request/response flow is implemented end to end.
  • Revalidate and confirm `advanced_capabilities_probe` reflects the updated capability set.
Point loss breakdown
ComponentCurrentPoints missing
Utility Coverage 0/4 -4.0
Tool Surface Design 0/4 -4.0
Tool Snapshot Churn 0/4 -4.0
Tool Namespace Clarity 0/4 -4.0
Tool Capability Clarity 0/4 -4.0
Task Success 0/4 -4.0
Step Up Auth 0/4 -4.0
SLO Health 0/4 -4.0
Schema Completeness 0/4 -4.0
Result Shape Stability 0/4 -4.0
Resource Contract 0/4 -4.0
Request Association 0/4 -4.0
Compatibility profiles
OpenAI Connectors
55.6
partial
OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.; tools/list must succeed.; OAuth interoperability should be strong.
Connector URL: https://api.pictomancer.ai/mcp
# No OAuth metadata detected.
# Server: ai.pictomancer/image-processing
Claude Desktop
66.7
partial
tools/list must succeed.; A useful Claude integration needs at least one exposed tool.
{
  "mcpServers": {
    "image-processing": {
      "command": "npx",
      "args": ["mcp-remote", "https://api.pictomancer.ai/mcp"]
    }
  }
}
Smithery
40.0
blocked
Tool discovery must succeed.; Metadata quality should be serviceable.; Machine-readable failure semantics should be present.
smithery mcp add "https://api.pictomancer.ai/mcp"
Generic Streamable HTTP
66.7
partial
tools/list must succeed.; Session behavior should be predictable.
curl -sS https://api.pictomancer.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"}}}'

Governance

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.

Evidence age tier
Verified in last 24h
Policy SLA (contractual, distinct from the public 24h freshness window): 168.0h • confidence-weighted score (display score discounted for evidence age and confidence -- an internal TrustOps input, not the public score): n/a • evidence too old to display:
Policy exports
Formats: json, rego, yaml, github_action, gateway_config, client_report
Runtime routing
/v1/decide
Returns 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
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}/mcp
The endpoint enforces egress allowlists and records audit/usage events.
Blockers
score_below_hosting_threshold server_not_healthy_or_degraded latest_validation_not_passing blocked_by_active_alerts
DeploymentStatusEndpointRelease
No hosted runtime deployments yet.
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/verify
CI preview endpoint
/v1/ci/preview
Install snippets
Openai Connectors
Connector URL: https://api.pictomancer.ai/mcp
# No OAuth metadata detected.
# Server: ai.pictomancer/image-processing
Claude Desktop
{
  "mcpServers": {
    "image-processing": {
      "command": "npx",
      "args": ["mcp-remote", "https://api.pictomancer.ai/mcp"]
    }
  }
}
Smithery
smithery mcp add "https://api.pictomancer.ai/mcp"
Generic Http
curl -sS https://api.pictomancer.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
No live tool surface captured yet.
Observed from the latest live validation against https://api.pictomancer.ai/mcp. This is the target server surface, not Verify's own inspection tools.
Live capability counts
0 tools • 0 prompts • 0 resources
Counts come from the latest tools/list, prompts/list, and resources/list checks.
Inspect with Verify
search fetch search_servers recommend_servers get_server_report compare_servers
Use Verify itself to search, recommend, compare, and fetch the full report for ai.pictomancer/image-processing.
Direct machine links