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ai.fluxink/fci-mcp

ai.fluxink/fci-mcp

Convert handwriting into text, LaTeX math, chemistry, or molecular structures.

DECISION SUMMARY

Allow With Approval

Score
74.7
Top 5.6% of 287 scored public servers
Confidence
High
Based on evidence completeness, recency, and validation density.
Evidence age
20.1h old
Freshness: fresh. Snapshot trustsnap_cf72146a0aacf7c1.
Top risk drivers
  • Recovery Semantics
  • Error Contract
  • Transport Compliance
Recommended actions
  • Add an explicit confirm/dry-run parameter or two-step confirmation flow to write, delete, exec, and egress-capable tool…
  • Align MCP-Protocol-Version, MCP-Session-Id, DELETE teardown, and expired-session handling with the transport spec.
  • Only send roots/list, sampling/createMessage, or elicitation/create requests while handling an active client-initiated…
Next action
export policy, require approval for writes, add authenticated validation
write/admin actions need confirmation safeguards
Compare alternatives Export policy Open report JSON Dispute this assessment
Observed Attention
No observed attention
No observed attention in the current 30-day window.
  • No segmented attention signals observed in the current window.
Bucketed signal based on recent segmented Verify telemetry. Crawler and evaluator activity is not treated as confirmed human demand.
Status
Healthy
Score
74.7
Transport
streamable-http
Tools
6
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.

Verify responds to disputes within 5 business days and resolves them within 15.

Dispute history

No disputes filed for this server.

Risk

Security posture
Tools analyzed
6
High-risk tools
0
Destructive tools
0
Exec tools
0
Egress tools
0
Secret tools
0
Bulk-access tools
0
Risk distribution
low:6
Tool capability & risk inventory
ToolCapabilitiesRiskFindingsNotes
fluxink-mcp-chatgpt-synthesize-handwriting-style read Low none No explicit safeguard hints detected.
fluxink-mcp-chatgpt-recognize-image read Low none No explicit safeguard hints detected.
fluxink-mcp-chatgpt-recognize-handwriting read Low none No explicit safeguard hints detected.
fluxink-mcp-chatgpt-show-handwriting-canvas read Low freeform input surface No explicit safeguard hints detected.
fluxink-mcp-chatgpt-create-layout read Low none No explicit safeguard hints detected.
fluxink-mcp-chatgpt-show-style-canvas read Low none No explicit safeguard hints detected.
Write-action governance
Governance status
Error
Safe to publish
Auth boundary
public_or_unclear
Blast radius
Low
High-risk tools
0
Confirmation signals
fluxink-mcp-chatgpt-create-layout
Safeguard count
0

Status detail: No high-risk write actions are exposed without a clear auth boundary; 0 safeguard(s) and 1 confirmation signal(s) detected.

ToolRiskFlagsSafeguards
No high-risk tools were detected on the latest run.
Action-controls diff
Snapshot changed
yes
Disabled-by-default candidates
none
Manual review candidates
none
New actions
ActionRiskFlags
fluxink-mcp-chatgpt-create-layoutLownone
fluxink-mcp-chatgpt-recognize-handwritingLownone
fluxink-mcp-chatgpt-recognize-imageLownone
fluxink-mcp-chatgpt-show-handwriting-canvasLowfreeform input surface
fluxink-mcp-chatgpt-show-style-canvasLownone
fluxink-mcp-chatgpt-synthesize-handwriting-styleLownone
Changed actions
ActionChange typesRisk
No materially changed actions.
Critical alerts
Critical alerts
3
Production verdicts degrade quickly when critical 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.
Confidence: high (77.5)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history, server_card
Disagreements: none
  • initializeOK
  • tools_listOK
  • transport_compliance_probeWarning
  • step_up_auth_probeMissing
  • connector_replay_probeOK — Frozen tool snapshots must survive refresh.
  • request_association_probeMissing — Roots, sampling, and elicitation should stay request-scoped.
Client compatibility: Claude
Client-compatible
No major blockers detected.
Confidence: high (77.5)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history, server_card
Disagreements: none
  • initializeOK
  • tools_listOK
  • transport_compliance_probeWarning
Write-action publishing
Publishing blocked
Blocked until safeguards and confirmation semantics are verified for write, exec, or destructive tools.
Confidence: high (77.5)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history
Disagreements: none
  • action_safety_probeError
Snapshot churn risk
Medium
The live tool surface changed between recent validations.
Confidence: high (77.5)
Evidence provenance
Winner: history
Supporting sources: history, live_validation
Disagreements: none
  • tool_snapshot_probeOK
  • connector_replay_probeOK
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.
  • OAuth is not configured, so this client cannot authenticate without additional setup.
  • Not yet safe for the Messages API remote MCP path: requires OAuth, a compatible connector profile, and no pending connector-refresh risk.
  • Transport compliance issues should be resolved before wider client rollout.
Claude remote MCP
Client-compatible
Remediation checklist
  • OAuth is not configured, so this client cannot authenticate without additional setup.
  • Not yet safe for the Messages API remote MCP path: requires OAuth, a compatible connector profile, and no pending connector-refresh risk.
  • Transport compliance issues should be resolved before wider client rollout.
Write-safe publishing
Blocked
Remediation checklist
  • Add a clearer auth boundary around risky write actions.
Verdict traces
Production verdict
Safe for evaluation
The server is suitable for evaluation, but remaining gaps should be resolved before broad production use.
Confidence: high (77.5)
Winning source: live_validation
Triggering alerts
  • tool_snapshot_changed • high • Tool snapshot changed
  • auth_mode_changed • high • Auth mode changed
  • write_action_surface_expanded • high • Write-action surface expanded
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 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 Medium tool_snapshot_probe, connector_replay_probe history none
Publishability policy profiles
ChatGPT custom connector compatibility
Compatible with review
OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup. Compatibility is not a production approval; company knowledge and Messages API gates remain separate.
  • Search Fetch Only: Yes
  • Write Actions Present: No
  • Oauth Configured: No
  • Admin Refresh Required: No
  • Safe For Company Knowledge: Yes
  • Safe For Messages Api Remote Mcp: No
Claude remote MCP compatibility
Connector-compatible
Transport, discovery, and remote-MCP assumptions are satisfied. Compatibility is not a production approval; company knowledge and Messages API gates remain separate.
  • Search Fetch Only: Yes
  • Write Actions Present: No
  • Oauth Configured: No
  • Admin Refresh Required: No
  • Safe For Company Knowledge: Yes
  • Safe For Messages Api Remote Mcp: No
Compatibility fixtures
ChatGPT custom connector fixture
Degraded
OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.
  • remote_http_endpoint: Passes
  • oauth_discovery: Degraded
  • frozen_tool_snapshot_refresh: Passes
  • request_association: Passes
Anthropic remote MCP fixture
Passes
Remote MCP transport and discovery assumptions are satisfied.
  • remote_transport: Passes
  • tool_discovery: Passes
  • auth_connect: Passes
  • safe_write_review: Degraded
Recommended for
Claude Desktop
Claude Desktop is marked compatible with score 100.
Smithery
Smithery is marked compatible with score 80.
Generic Streamable HTTP
Generic Streamable HTTP is marked compatible with score 100.

Evidence

Current trust snapshot
Snapshot ID
trustsnap_cf72146a0aacf7c1
Use this ID to compare server page, report, policy, MCP, homepage, ranking, and shortlist surfaces.
Snapshot generated
Aug 05, 2026 04:57:37 PM UTC
All page, report, policy, and MCP surfaces use this same server-detail snapshot shape.
Last validated
Aug 04, 2026 08:50:34 PM UTC
Age: 20.12h • evidence age tier: Verified in last 24h • display score: 74.65

Canonical machine links

Evidence confidence
Confidence score
77.5
Based on 2 recent validations, 26 captured checks, and validation age of 20.1 hours.
Live checks captured
26
More direct checks increase trust in the current verdict.
Validation age
20.1h
Lower age means fresher evidence.
Latest validation evidence
Latest summary
Healthy
Validation profile
remote_mcp
Started
Aug 04, 2026 08:50:29 PM UTC
Latency
4982.8 ms

Failures

  • oauth_authorization_server no authorization server
  • oauth_protected_resource Client error '404 Not Found' for url 'https://mcp.fluxink.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://mcp.fluxink.ai/.well-known/mcp/server-card.json' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404

Checks

CheckStatusLatencyEvidence
action_safety_probe Error n/a 1 high-risk, 1 destructive, 1 exec-capable tool(s); no clear auth boundary; safeguards=0; confirmation=fluxink-mcp-chatgpt-create-layout.
advanced_capabilities_probe OK n/a 5 capability signal(s): completions, prompts, resource links, resources, +1 more.
connector_publishability_probe Warning n/a Publishability blockers: action safety, server card.
connector_replay_probe OK n/a Backward compatible with no breaking tool-surface changes.
determinism_probe OK 283.9 ms Check completed
initialize OK 913.8 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 499.6 ms Client error '404 Not Found' for url 'https://mcp.fluxink.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 258.0 ms Fetched https://mcp.fluxink.ai/robots.txt
prompt_get Missing n/a not advertised
prompts_list OK 265.9 ms 0 prompt(s) exposed
protocol_version_probe Warning n/a Claims 2025-03-26; 2 release(s) behind 2025-11-25.
provenance_divergence_probe OK n/a Check completed
request_association_probe Missing n/a No request-association capabilities were advertised.
resource_read OK 326.0 ms 1 resource content item(s) returned
resources_list OK 265.3 ms 3 resource item(s) exposed
server_card Error 1079.4 ms Client error '404 Not Found' for url 'https://mcp.fluxink.ai/.well-known/mcp/server-card.json' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
session_resume_probe Warning n/a no session id
step_up_auth_probe Missing n/a No OAuth or incremental-scope signals detected.
tool_snapshot_probe OK n/a Check completed
tools_list OK 275.3 ms 6 tool(s) exposed
transport_compliance_probe Warning 258.9 ms Issues: missing session id, missing protocol header (bad protocol=400).
utility_coverage_probe Warning 261.2 ms Completions advertised; no pagination evidence; tasks missing.
Raw evidence view
Show raw JSON evidence
{
  "checks": {
    "action_safety_probe": {
      "details": {
        "auth_present": false,
        "confirmation_signals": [
          "fluxink-mcp-chatgpt-create-layout"
        ],
        "safeguard_count": 0,
        "summary": {
          "bulk_access_tools": 0,
          "capability_distribution": {
            "admin": 6,
            "delete": 1,
            "exec": 1,
            "filesystem": 4,
            "network": 4,
            "read": 6,
            "write": 5
          },
          "destructive_tools": 1,
          "egress_tools": 0,
          "exec_tools": 1,
          "high_risk_tools": 1,
          "risk_distribution": {
            "critical": 1,
            "high": 0,
            "low": 0,
            "medium": 5
          },
          "secret_tools": 0,
          "tool_count": 6
        }
      },
      "latency_ms": null,
      "status": "error"
    },
    "advanced_capabilities_probe": {
      "details": {
        "capabilities": {
          "completions": true,
          "elicitation": false,
          "prompts": true,
          "resource_links": true,
          "resources": true,
          "roots": false,
          "sampling": false,
          "structured_outputs": true
        },
        "enabled": [
          "completions",
          "prompts",
          "resource_links",
          "resources",
          "structured_outputs"
        ],
        "enabled_count": 5,
        "initialize_capability_keys": [
          "completions",
          "experimental",
          "logging",
          "prompts",
          "resources",
          "tools"
        ]
      },
      "latency_ms": null,
      "status": "ok"
    },
    "connector_publishability_probe": {
      "details": {
        "blockers": [
          "action_safety",
          "server_card"
        ],
        "criteria": {
          "action_safety": false,
          "auth_flow": true,
          "connector_replay": true,
          "initialize": true,
          "protocol_version": true,
          "remote_transport": true,
          "request_association": true,
          "server_card": false,
          "session_resume": true,
          "step_up_auth": true,
          "tool_surface": true,
          "tools_list": true,
          "transport_compliance": true
        },
        "high_risk_tools": 1,
        "tool_count": 6,
        "transport": "streamable-http"
      },
      "latency_ms": null,
      "status": "warning"
    },
    "connector_replay_probe": {
      "details": {
        "added_tools": [],
        "additive_output_changes": [],
        "backward_compatible": true,
        "output_breaks": [],
        "removed_tools": [],
        "required_arg_breaks": [],
        "would_break_after_refresh": false
      },
      "latency_ms": null,
      "status": "ok"
    },
    "determinism_probe": {
      "details": {
        "attempts": 2,
        "baseline_signature": "786649053fe210e95883cc927669dd031042ea9a82a5f00464922d4cf36900e2",
        "errors": [],
        "matches": 2,
        "stable_ratio": 1.0,
        "successful": 2
      },
      "latency_ms": 283.87,
      "status": "ok"
    },
    "initialize": {
      "details": {
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 200,
        "payload": {
          "id": 1,
          "jsonrpc": "2.0",
          "result": {
            "capabilities": {
              "completions": {},
              "experimental": {},
              "logging": {},
              "prompts": {
                "listChanged": false
              },
              "resources": {
                "listChanged": false,
                "subscribe": false
              },
              "tools": {
                "listChanged": false
              }
            },
            "protocolVersion": "2025-03-26",
            "serverInfo": {
              "name": "mcp-streamable-http",
              "version": "1.28.1"
            }
          }
        },
        "url": "https://mcp.fluxink.ai/servers/f6b6758dba6c4c92b83407a113fdb80b/mcp"
      },
      "latency_ms": 913.83,
      "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://mcp.fluxink.ai/.well-known/oauth-protected-resource'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
        "url": "https://mcp.fluxink.ai/.well-known/oauth-protected-resource"
      },
      "latency_ms": 499.55,
      "status": "error"
    },
    "official_registry_probe": {
      "details": {
        "direct_match": true,
        "official_peer_count": 1,
        "registry_identifier": "ai.fluxink/fci-mcp",
        "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"
        },
        "http_status": 404,
        "url": "https://mcp.fluxink.ai/robots.txt"
      },
      "latency_ms": 258.0,
      "status": "ok"
    },
    "prompt_get": {
      "details": {
        "reason": "not_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "prompts_list": {
      "details": {
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 200,
        "payload": {
          "id": 3,
          "jsonrpc": "2.0",
          "result": {
            "prompts": []
          }
        },
        "url": "https://mcp.fluxink.ai/servers/f6b6758dba6c4c92b83407a113fdb80b/mcp"
      },
      "latency_ms": 265.87,
      "status": "ok"
    },
    "protocol_version_probe": {
      "details": {
        "claimed_version": "2025-03-26",
        "lag_days": 244,
        "latest_known_version": "2025-11-25",
        "releases_behind": 2,
        "validator_protocol_version": "2025-03-26"
      },
      "latency_ms": null,
      "status": "warning"
    },
    "provenance_divergence_probe": {
      "details": {
        "direct_official_match": true,
        "drift_fields": [],
        "metadata_document_count": 1,
        "registry_homepage": null,
        "registry_repository": null,
        "registry_title": null,
        "registry_version": null,
        "server_card_homepage": null,
        "server_card_repository": null,
        "server_card_title": null,
        "server_card_version": null
      },
      "latency_ms": null,
      "status": "ok"
    },
    "request_association_probe": {
      "details": {
        "reason": "no_request_association_capabilities_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "resource_read": {
      "details": {
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 200,
        "payload": {
          "id": 6,
          "jsonrpc": "2.0",
          "result": {
            "contents": [
              {
                "_meta": {
                  "openai/widgetCSP": {
                    "connect_domains": [
                      "https://chatgpt.com",
                      "https://*.fluxink.ai",
                      "https://mcp.fluxink.ai"
                    ],
                    "resource_domains": [
                      "https://*.oaistatic.com",
                      "https://mcp.fluxink.ai"
                    ]
                  },
                  "openai/widgetDescription": "Interactive FluxInk canvas for hand-drawn text, math, chemical formulas, and molecular structures.",
                  "openai/widgetPrefersBorder": false,
                  "ui": {
                    "csp": {
                      "connectDomains": [
                        "https://chatgpt.com",
                        "https://*.fluxink.ai",
                        "https://mcp.fluxink.ai"
                      ],
                      "resourceDomains": [
                        "https://*.oaistatic.com",
                        "https://mcp.fluxink.ai"
                      ]
                    },
                    "domain": "https://fluxink.ai",
                    "prefersBorder": false
                  }
                },
                "mimeType": "text/html;profile=mcp-app",
                "text": "<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n  <meta charset=\"UTF-8\">\n  <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no\">\n  <meta name=\"api-base-url\" content=\"https://mcp.fluxink.ai/servers/f6b6758dba6c4c92b83407a113fdb80b\">\n  <title>FluxInk Handwriting Canvas</title>\n  <script>\n    (function () {\n      var meta = document.querySelector('meta[name=\"api-base-url\"]');\n      var apiBaseUrl = (meta && meta.getAttribute(\"content\")) || window.location.origin;\n      var isIPadLike = /iPad/i.test(navigator.userAgent) || (/Macintosh/i.test(navigator.userAgent) && (navigator.maxTouchPoints || 0) > 1);\n      window.__FLUXINK_WIDGET__ = \"hwr\";\n      window.__FLUXINK_EMBED__ = \"chatgpt\";\n      window.__FLUXINK_BACKEND_TRANSPORT__ = \"http-first\";\n      var normalizedApiBaseUrl = apiBaseUrl.replace(/\\/$/, \"\");\n      window.__FLUXINK_API_BASE_URL = normalizedApiBaseUrl;\n      window.EXCALIDRAW_ASSET_PATH = normalizedApiBaseUrl + \"/assets/\";\n\n      function applyHostClasses() {\n        if (!isIPadLike) {\n          return;\n        }\n        document.documentElement.classList.add(\"fluxink-ipad-chatgpt-host\");\n        if (document.body) {\n          document.body.classList.add(\"fluxink-ipad-chatgpt-host\");\n        }\n      }\n\n      applyHostClasses();\n      if (document.readyState === \"loading\") {\n        document.addEventListener(\"DOMContentLoaded\", applyHostClasses, { once: true });\n      } else {\n        applyHostClasses();\n      }\n    })();\n  </script>\n  <link rel=\"stylesheet\" href=\"https://mcp.fluxink.ai/servers/f6b6758dba6c4c92b83407a113fdb80b/assets/style.css?v=chatgpt-external-assets-20260622-3\">\n  <style>\nhtml.fluxink-ipad-chatgpt-host body[data-display-mode=\"fullscreen\"] .hwr-widget__topbar--fullscreen,\nbody.fluxink-ipad-chatgpt-host[data-display-mode=\"fullscreen\"] .hwr-widget__topbar--fullscreen,\nbody[data-display-mode=\"fullscreen\"] .hwr-widget--ipad-chatgpt .hwr-widget__topbar--fullscreen {\n  right: max(16px, env(safe-area-inset-right, 0px)) !important;\n}\n\nhtml.fluxink-ipad-chatgpt-host body[data-display-mode=\"fullscreen\"] .hwr-widget--fullscreen-top-controls .hwr-widget__footer-stack,\nbody.fluxink-ipad-chatgpt-host[data-display-mode=\"fullscreen\"] .hwr-widget--fullscreen-top-controls .hwr-widget__footer-stack,\nbody[data-display-mode=\"fullscreen\"] .hwr-widget--ipad-chatgpt.hwr-widget--fullscreen-top-controls .hwr-widget__footer-stack {\n  right: max(20px, env(safe-area-inset-right, 0px)) !important;\n  left: max(20px, env(safe-area-inset-left, 0px)) !important;\n}\n  </style>\n</head>\n<body>\n  <div id=\"root\"></div>\n  <script type=\"module\" src=\"https://mcp.fluxink.ai/servers/f6b6758dba6c4c92b83407a113fdb80b/assets/index.js?v=chatgpt-external-assets-20260622-3\"></script>\n</body>\n</html>\n",
                "uri": "ui://widget/hwr-widget.html"
              }
            ]
          }
        },
        "resource_uri": "ui://widget/hwr-widget.html",
        "url": "https://mcp.fluxink.ai/servers/f6b6758dba6c4c92b83407a113fdb80b/mcp"
      },
      "latency_ms": 326.04,
      "status": "ok"
    },
    "resources_list": {
      "details": {
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 200,
        "payload": {
          "id": 5,
          "jsonrpc": "2.0",
          "result": {
            "resources": [
              {
                "_meta": {
                  "openai/widgetCSP": {
                    "connect_domains": [
                      "https://chatgpt.com",
                      "https://*.fluxink.ai",
                      "https://mcp.fluxink.ai"
                    ],
                    "resource_domains": [
                      "https://*.oaistatic.com",
                      "https://mcp.fluxink.ai"
                    ]
                  },
                  "openai/widgetDescription": "Interactive FluxInk canvas for hand-drawn text, math, chemical formulas, and molecular structures.",
                  "openai/widgetPrefersBorder": false,
                  "ui": {
                    "csp": {
                      "connectDomains": [
                        "https://chatgpt.com",
                        "https://*.fluxink.ai",
                        "https://mcp.fluxink.ai"
                      ],
                      "resourceDomains": [
                        "https://*.oaistatic.com",
                        "https://mcp.fluxink.ai"
                      ]
                    },
                    "domain": "https://fluxink.ai",
                    "prefersBorder": false
                  }
                },
                "description": "Interactive FluxInk canvas. Draw freehand strokes and convert them to typed text, LaTeX math, LaTeX chemistry, or SMILES molecular structures.",
                "mimeType": "text/html;profile=mcp-app",
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                "_meta": {
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                  "openai/toolInvocation/invoking": "Generating handwriting...",
                  "openai/visibility": "private",
                  "openai/widgetAccessible": true
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                  "destructiveHint": false,
                  "openWorldHint": false,
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                "description": "Internal FluxInk natural texture ink execution endpoint. Invoked ONLY by the style canvas widget when the user clicks Generate. Do NOT call this tool directly from chat. To render text in the personal handwriting style of the user, call show_style_canvas instead. This endpoint requires JSON encoded style strokes captured by the widget.",
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "cell_size": {
                      "default": 128,
                      "description": "Character cell size in pixels.",
                      "type": "number"
                    },
                    "legibility": {
                      "default": 1,
                      "description": "Legibility level (0.0 to 2.0).",
                      "type": "number"
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                    "stroke_width": {
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                      "description": "Output stroke width (1.0 to 15.0).",
                      "type": "number"
                    },
                    "style_strokes": {
                      "description": "JSON encoded array of style strokes captured from the canvas.",
                      "type": "string"
                    },
                    "style_text": {
                      "description": "Text the user actually wrote as the style sample (for accurate style conditioning). If omitted, the backend auto recognises via handwriting recognition.",
                      "type": "string"
                    },
                    "text": {
                      "description": "Text to synthesize in the captured handwriting style.",
                      "type": "string"
                    }
                  },
                  "required": [
                    "text",
                    "style_strokes"
                  ],
                  "type": "object"
                },
                "name": "fluxink-mcp-chatgpt-synthesize-handwriting-style",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "charCount": {
                      "type": "number"
                    },
                    "error": {
                      "type": "string"
                    },
                    "imageBase64": {
                      "type": "string"
                    },
                    "inferenceTimeMs": {
                      "type": "number"
                    },
                    "success": {
                      "type": "boolean"
                    }
                  },
                  "required": [
                    "success"
                  ],
                  "type": "object"
                }
              },
              {
                "_meta": {
                  "openai/fileParams": [
                    "image"
                  ]
                },
                "annotations": {
                  "destructiveHint": false,
                  "openWorldHint": false,
                  "readOnlyHint": true
                },
                "description": "FluxInk image text recognition. Extract text from an EXISTING image (file upload, URL, or base64) the user provides. Higher accuracy than built in vision for tightly packed text, multi language documents, math, and LaTeX. Returns per region confidence and detection coordinates.\n\nUse this when the user uploads, attaches, or shares an image containing text they want extracted (screenshot, photo, scanned document, receipt, sign, whiteboard, book page, photographed handwritten notes). Use this when the user wants a photographed math expression or chemistry formula converted to LaTeX. Use this when the user references an image and asks to read, transcribe, or digitize the text in it.\n\nDo NOT use this when the user has NOT provided an image yet. Do NOT use this when the user wants to draw or handwrite something fresh (call show_handwriting_canvas instead). Do NOT use this when the request is a plain text question, summary, or explanation with no image attached.\n\nThe language parameter selects the recognition mode. en is English text (default). zh is Chinese text. paddle is multilingual or mixed text. formula is mathematics. latex returns raw LaTeX markup. After returning results, present the extracted text clearly and offer follow up actions like translation, summarization, or editing.",
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "image": {
                      "anyOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "download_url": {
                              "description": "URL to download the image.",
                              "type": "string"
                            },
                            "file_id": {
                              "description": "ChatGPT file ID.",
                              "type": "string"
                            }
                          },
                          "required": [
                            "download_url",
                            "file_id"
                          ],
                          "type": "object"
                        },
                        {
                          "description": "Direct URL or base64 data URI of the image.",
                          "type": "string"
                        }
                      ],
                      "description": "Image to recognize text from. Pass an image from the conversation."
                    },
                    "language": {
                      "default": "en",
                      "description": "Recognition mode. Allowed values. en (English text). zh (Chinese text). paddle (multilingual mixed text). formula (mathematics with LaTeX output). latex (return raw LaTeX markup).",
                      "enum": [
                        "en",
                        "zh",
                        "paddle",
                        "formula",
                        "latex"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [
                    "image"
                  ],
                  "type": "object"
                },
                "name": "fluxink-mcp-chatgpt-recognize-image",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "detection_count": {
                      "type": "number"
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                    "error": {
                      "type": "string"
                    },
                    "full_text": {
                      "type": "string"
                    },
                    "language": {
                      "enum": [
                        "en",
                        "zh",
                        "paddle",
                        "formula",
                        "latex"
                      ],
                      "type": "string"
                    },
                    "results": {
                      "items": {
                        "additionalProperties": {},
                        "type": "object"
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                      "type": "array"
                    },
                    "success": {
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                    "total_time_ms": {
                      "type": "number"
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                  "required": [
                    "success"
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              {
                "_meta": {
                  "openai/toolInvocation/invoked": "Recognition ready",
                  "openai/toolInvocation/invoking": "Recognizing handwriting...",
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                  "openai/widgetAccessible": true
                },
                "annotations": {
                  "destructiveHint": false,
                  "openWorldHint": false,
                  "readOnlyHint": true
                },
                "description": "Internal FluxInk handwriting recognition execution endpoint. Invoked ONLY by the handwriting canvas widget when the user finishes drawing. Do NOT call this tool directly from chat. To capture handwriting from the user, call show_handwriting_canvas instead. This endpoint requires a JSON stroke payload that only the widget can produce.",
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "language": {
                      "description": "Optional language hint for text mode.",
                      "type": "string"
                    },
                    "mode": {
                      "default": "general",
                      "description": "Widget-internal recognition family. Preferred values are general or structure; legacy text, math, and chemical values are accepted for existing widget compatibility.",
                      "type": "string"
                    },
                    "strokes": {
                      "description": "JSON encoded array of strokes captured by the widget. Each stroke is an object with x, y, t arrays.",
                      "type": "string"
                    }
                  },
                  "required": [
                    "strokes"
                  ],
                  "type": "object"
                },
                "name": "fluxink-mcp-chatgpt-recognize-handwriting",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "error": {
                      "type": "string"
                    },
                    "result": {},
                    "success": {
                      "type": "boolean"
                    }
                  },
                  "required": [
                    "success"
                  ],
                  "type": "object"
                }
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              {
                "_meta": {
                  "openai/outputTemplate": "ui://widget/hwr-widget.html",
                  "openai/toolInvocation/invoked": "Canvas ready",
                  "openai/toolInvocation/invoking": "Opening handwriting canvas...",
                  "openai/widgetAccessible": true,
                  "ui": {
                    "resourceUri": "ui://widget/hwr-widget.html",
                    "visibility": [
                      "model",
                      "app"
                    ]
                  }
                },
                "annotations": {
                  "destructiveHint": false,
                  "openWorldHint": false,
                  "readOnlyHint": true
                },
                "description": "Open the FluxInk handwriting recognition canvas. The user draws freehand strokes with a stylus, finger, or mouse. The strokes are converted by one of two model families: general recognition for handwriting, math, and chemical formulas, or structure recognition for molecular structures.\n\nUse this when the user asks to handwrite, draw, sketch, ink, scribble, or scrawl something. Use this when the user wants to draw a math equation, chemical formula, or molecular structure rather than type it. Use this when the user asks for a canvas, drawing pad, handwriting input box, or whiteboard. Use this when the user wants to convert stylus or finger drawings into recognized text or markup.\n\nDo NOT use this when the user types a question, equation, or formula in chat and just wants an answer. Do NOT use this when the user uploads or references an existing image of handwriting (call recognize_image instead). Do NOT use this when the user wants a formatted document, study sheet, or layout PDF (call create_layout instead). Do NOT use this when the user wants text rendered in a personal handwriting style (call show_style_canvas instead). Do NOT use this for conversational or informational requests that need no ink input.\n\nDo NOT re-open if a FluxInk handwriting canvas is already visible from any earlier turn. Instead instruct the user to keep drawing on the existing canvas. Only set force_new=true when the user explicitly asks for a brand new, fresh, or blank canvas.\n\nAlways pass the original chat message in the prompt parameter so context is preserved after recognition. After calling, write a single short acknowledgement and do NOT describe the canvas UI.",
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "force_new": {
                      "default": false,
                      "description": "Set true ONLY when the user explicitly asks for a brand-new canvas. Otherwise leave false so a previously opened canvas is reused.",
                      "type": "boolean"
                    },
                    "language": {
                      "description": "Optional language hint for text mode. Omit to use the mixed-language model default.",
                      "type": "string"
                    },
                    "mode": {
                      "default": "general",
                      "description": "Recognition family for the canvas. Use general for text, math, and chemical formulas; use structure only for molecular structures.",
                      "enum": [
                        "general",
                        "structure"
                      ],
                      "type": "string"
                    },
                    "prompt": {
                      "description": "The original chat message that triggered the canvas. Passed through to the follow-up message after recognition.",
                      "type": "string"
                    }
                  },
                  "type": "object"
                },
                "name": "fluxink-mcp-chatgpt-show-handwriting-canvas",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "message": {
                      "type": "string"
                    },
                    "mode": {
                      "enum": [
                        "general",
                        "structure"
                      ],
                      "type": "string"
                    },
                    "prompt": {
                      "type": "string"
                    },
                    "reuse": {
                      "type": "boolean"
                    }
                  },
                  "required": [
                    "mode",
                    "prompt",
                    "message"
                  ],
                  "type": "object"
                }
              },
              {
                "_meta": {
                  "openai/toolInvocation/invoked": "Layout ready",
                  "openai/toolInvocation/invoking": "Generating layout...",
                  "ui": {
                    "resourceUri": "ui://widget/autodesign.html",
                    "visibility": [
                      "model",
                      "app"
                    ]
                  }
                },
                "annotations": {
                  "destructiveHint": false,
                  "openWorldHint": false,
                  "readOnlyHint": true
                },
                "description": "FluxInk document layout generator. Transform raw text content into a structured PDF using one of seven study or work templates, then preview it in an embedded PDF viewer widget.\n\nSupported layout_type values. cornell is the Cornell note taking layout with cue, notes, and summary. bullet_points is a clean bulleted summary. zettelkasten is atomic linked notes. journalism_5w1h is who, what, when, where, why, and how. meeting_add is a meeting agenda plus action items. sq3r is Survey, Question, Read, Recite, Review study notes. pso is Problem, Solution, Outcome.\n\nUse this when the user asks for a Cornell sheet, bulleted summary, Zettelkasten card, 5W1H breakdown, meeting agenda or minutes, SQ3R study sheet, or PSO writeup. Use this when the user wants to turn raw notes, lecture transcript, or source material into a printable PDF or formatted study sheet. Use this when the user asks for a downloadable PDF document of their content.\n\nDo NOT use this when the user just asks for a plain summary in chat. Give it inline. Do NOT use this when the user wants to handwrite or draw something. Call show_handwriting_canvas instead. Do NOT use this when the user wants text in a personal handwriting style. Call show_style_canvas instead. Do NOT use this for plain informational requests with no document generation intent.\n\nAlways pass the source material verbatim in the content parameter. Do NOT pre summarize. The layout engine handles structuring. Pick the layout_type that best matches the stated purpose. If unclear, ask one short clarifying question instead of guessing.\n\nDo NOT re-call if a layout PDF is already visible from a previous turn unless the user explicitly asks for a different layout, different content, or a regeneration. After calling, write a single short acknowledgement and do NOT restate the PDF content.",
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "content": {
                      "description": "The raw educational or note content to transform into a structured layout. Pass the full text. The backend will analyze, structure, and render it.",
                      "type": "string"
                    },
                    "layout_type": {
                      "description": "Layout template to render. Allowed values. cornell (Cornell note taking layout with cue, notes, and summary). bullet_points (clean bulleted summary). zettelkasten (atomic linked notes). journalism_5w1h (who, what, when, where, why, how). meeting_add (meeting agenda plus action items). sq3r (Survey, Question, Read, Recite, Review study notes). pso (Problem, Solution, Outcome).",
                      "enum": [
                        "cornell",
                        "bullet_points",
                        "zettelkasten",
                        "journalism_5w1h",
                        "meeting_add",
                        "sq3r",
                        "pso"
                      ],
                      "type": "string"
                    },
                    "title": {
                      "description": "Optional title for the document. If omitted, the backend generates one.",
                      "type": "string"
                    }
                  },
                  "required": [
                    "content",
                    "layout_type"
                  ],
                  "type": "object"
                },
                "name": "fluxink-mcp-chatgpt-create-layout",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "error": {
                      "type": "string"
                    },
                    "layout_type": {
                      "enum": [
                        "cornell",
                        "bullet_points",
                        "zettelkasten",
                        "journalism_5w1h",
                        "meeting_add",
                        "sq3r",
                        "pso"
                      ],
                      "type": "string"
                    },
                    "success": {
                      "type": "boolean"
                    },
                    "title": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "success"
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                  "type": "object"
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              },
              {
                "_meta": {
                  "openai/outputTemplate": "ui://widget/nti-widget.html",
                  "openai/toolInvocation/invoked": "Canvas ready",
                  "openai/toolInvocation/invoking": "Opening style capture canvas...",
                  "openai/widgetAccessible": true,
                  "ui": {
                    "resourceUri": "ui://widget/nti-widget.html",
                    "visibility": [
                      "model",
                      "app"
                    ]
                  }
                },
                "annotations": {
                  "destructiveHint": false,
                  "openWorldHint": false,
                  "readOnlyHint": true
                },
                "description": "Open the FluxInk natural texture ink style capture canvas. The user draws a few sample characters in a personal handwriting style. The widget then renders the requested text as a PNG spritesheet IN THAT EXACT PERSONAL HANDWRITING STYLE. Output is a downloadable spritesheet of individual handwritten glyphs that can be used as an asset (for example with image generation).\n\nUse this when the user asks to render or generate text in a personal handwriting style. Use this when the user wants a personalized handwritten note, card, letter, invitation, journal entry, or signature line that should look hand written by the user. Use this when the user wants to capture, clone, or sample a personal handwriting style and reuse it.\n\nDo NOT use this when the user just wants handwriting recognized (call show_handwriting_canvas instead). Do NOT use this for generic decorative handwritten fonts, calligraphy art, or AI generated script unrelated to the personal writing of the user. Do NOT use this to read text from an existing photo of handwriting (call recognize_image instead). Do NOT use this when the user wants a formatted document or layout (call create_layout instead). Do NOT use this for plain informational requests.\n\nSupports English and Chinese. Always pass the COMPLETE target text in the text parameter. Never truncate or abbreviate. Every character must appear in the spritesheet.\n\nDo NOT re-open if a FluxInk natural texture ink canvas is already visible from any earlier turn. Instead instruct the user to update the target text inside the existing widget. Only set force_new=true on an explicit user request for a brand new style canvas.\n\nAfter calling, write a single short acknowledgement and do NOT describe the UI. Once the user saves the spritesheet they can re-upload it for further design work.",
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "force_new": {
                      "default": false,
                      "description": "Set true ONLY when the user explicitly asks for a brand-new style canvas. Otherwise leave false so a previously opened canvas is reused.",
                      "type": "boolean"
                    },
                    "text": {
                      "description": "The COMPLETE text to render as natural texture ink handwriting. Pass the FULL text. Never truncate or abbreviate. Supports English and Chinese.",
                      "type": "string"
                    }
                  },
                  "required": [
                    "text"
                  ],
                  "type": "object"
                },
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                      "type": "string"
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                      "type": "boolean"
                    },
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                      "type": "string"
                    }
                  },
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                    "text",
                    "message"
                  ],
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    },
    "oauth_protected_resource": {
      "error": "Client error '404 Not Found' for url 'https://mcp.fluxink.ai/.well-known/oauth-protected-resource'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
      "url": "https://mcp.fluxink.ai/.well-known/oauth-protected-resource"
    },
    "openid_configuration": {
      "reason": "no_authorization_server"
    },
    "server_card": {
      "error": "Client error '404 Not Found' for url 'https://mcp.fluxink.ai/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
      "url": "https://mcp.fluxink.ai/.well-known/mcp/server-card.json"
    }
  },
  "remote_url": "https://mcp.fluxink.ai/servers/f6b6758dba6c4c92b83407a113fdb80b/mcp",
  "server_card_payload": null,
  "server_identifier": "ai.fluxink/fci-mcp"
}
Known versions
  • 1.0.0
Validation history
7 day score delta
n/a
30 day score delta
n/a
Recent healthy ratio
100%
Freshness
20.1h
TimestampStatusScoreLatencyTools
Aug 04, 2026 08:50:34 PM UTC Healthy 74.7 4982.8 ms 6
Jul 31, 2026 06:37:35 AM UTC Healthy 42.7 4325.7 ms 0
Validation timeline
ValidatedSummaryScoreProtocolAuth modeToolsHigh-risk toolsChanges
Aug 04, 2026 08:50:34 PM UTC Healthy 74.7 2025-03-26 public 6 0 auth_mode_changed write_surface_expanded tool_snapshot_changed
Jul 31, 2026 06:37:35 AM UTC Healthy 42.7 unknown unknown 0 0 none
Recent validation runs
Recent validation runs for this MCP server
StartedStatusSummaryLatencyChecks
Aug 04, 2026 08:50:29 PM UTC Completed Healthy 4982.8 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Jul 31, 2026 06:37:31 AM UTC Completed Healthy 4325.7 ms
Public server reputation
Validation success 7d
1.0
Validation success 30d
1.0
Mean time to recover
n/a
Breaking diffs 30d
1
Registry drift frequency 30d
0
Snapshot changes 30d
1
Incident & change feed
TimestampEventDetails
Aug 04, 2026 08:50:34 PM UTC Latest validation: healthy Score 74.7 with status healthy.
Aug 04, 2026 08:50:34 PM UTC Score changed Score delta +31.9 versus the previous run.
Aug 04, 2026 08:50:34 PM UTC Tool snapshot changed Added 6, removed 0, and changed 0 tool contracts.
Aug 04, 2026 08:50:34 PM UTC Auth mode changed Auth mode moved from unknown to public.
Capabilities
Use-case taxonomy
development communication productivity web
Benchmark tasks
Benchmark taskStatusEvidence
Discover tools Passes
  • initializeOK
  • tools_listOK
Read-only fetch flow Passes
  • resource_readOK
  • read_only_tool_surfaceOK
OAuth-required connect Degraded
  • oauth_protected_resourceError
  • step_up_auth_probeMissing
Safe write flow with confirmation Likely to fail
  • action_safety_probeError
Utility coverage
Probe status
Warning
Completions
advertised
Completion probe target: { "type": "resource", "uri": "ui://widget/hwr-widget.html" }
Pagination
not detected
No nextCursor evidence.
Tasks
Missing
Advertised: no
Transport compliance drilldown
Probe status
Warning
Transport
streamable-http
Session header
no
Protocol header
no
Bad protocol response
400
DELETE teardown
n/a
Expired session retry
n/a
Last-Event-ID visible
no

Issues: missing_session_id, missing_protocol_header

Request association
Status
Missing
Advertised capabilities
none
Observed idle methods
none
Violating methods
none
Probe HTTP status
n/a
Issues
none
Connector replay
Status
OK
Backward compatible
Would break after refresh
Added tools
none
Removed tools
none
Additive output changes
none
Required-argument replay breaks
ToolAdded required argsRemoved required args
No required-argument replay breaks detected.
Output-schema replay breaks
ToolRemoved propertiesAdded properties
No output-schema replay breaks detected.
Tool snapshot diff & changelog
Snapshot changed
yes
Added tools
fluxink-mcp-chatgpt-create-layout fluxink-mcp-chatgpt-recognize-handwriting fluxink-mcp-chatgpt-recognize-image fluxink-mcp-chatgpt-show-handwriting-canvas fluxink-mcp-chatgpt-show-style-canvas fluxink-mcp-chatgpt-synthesize-handwriting-style
Removed tools
none
Required-argument changes
ToolAdded required argsRemoved required args
No required-argument changes detected.
Output-schema drift
ToolPrevious propertiesLatest properties
No output-schema drift detected.
Validation diff
Score delta
31.95
Summary changed
no
Tool delta
6
Prompt delta
0
Auth mode changed
yes
Write surface expanded
yes
Protocol regressed
no
Registry drift changed
no

Regressed checks: action_safety_probe, oauth_protected_resource, server_card

Improved checks: advanced_capabilities_probe, connector_replay_probe, determinism_probe, initialize, official_registry_probe, probe_noise_resilience, prompts_list, provenance_divergence_probe, resource_read, resources_list, tool_snapshot_probe, tools_list

ComponentPreviousLatestDelta
backward_compatibility_score2.04.02.0
trust_confidence_score1.752.941.19
connector_replay_score3.04.01.0
result_shape_stability_score3.04.01.0
tool_snapshot_churn_score3.04.01.0
advanced_capability_coverage_score3.03.620.62
Registry & provenance divergence
Probe status
OK
Direct official match
yes
Drift fields
none
FieldRegistryLive server card
Titlen/an/a
Versionn/an/a
Homepagen/an/a
Active alerts
  • Tool snapshot changed (high)
    Tools were added, removed, or materially changed between the latest two validations.
  • Auth mode changed (high)
    Auth mode changed from unknown to public.
  • Write-action surface expanded (high)
    The number of high-risk write, delete, exec, or bulk-access tools increased on the latest run.
Aliases & registry graph
IdentifierSourceCanonicalScore
ai.fluxink/fci-mcp official_registry yes 74.7
Alias consolidation
Canonical identifier
ai.fluxink/fci-mcp
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
32/44
Connectivity, auth, and transport expectations for common clients.
Interface Quality
40.62/56
How well the tool/resource interface communicates and behaves under automation.
Security Posture
25.25/36
How safely the exposed tool surface handles destructive actions, egress, execution, secrets, and risky inputs.
Reliability & Trust
20.94/24
Operational stability, consistency, and trustworthiness over time.
Discovery & Governance
22.5/28
How well the server is documented, listed, and governed in public registries.
Adoption & Market
5/8
Adoption clues and public evidence that the server is intended for external use.
Algorithmic score breakdown
Auth Operability
2/4
Measures whether auth discovery and protected access behave predictably for clients.
Error Contract Quality
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
3/4
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
3/4
Availability, latency, and burst-failure profile across recent validation history.
Security Hygiene
2.5/4
HTTPS posture, endpoint hygiene, and response-surface hardening checks.
Task Success
4/4
Can an agent reliably initialize, enumerate tools, and execute core MCP flows?
Trust Confidence
2.9/4
Confidence-adjusted reliability score that penalizes low evidence volume.
Abuse/Noise Resilience
4/4
How well the server preserves core behavior in the presence of noisy traffic patterns.
Prompt Contract
2/4
Quality of prompt metadata, argument shape, and prompt discoverability for clients.
Resource Contract
4/4
How completely resources and resource templates describe URIs, types, and usage shape.
Discovery Metadata
3/4
Homepage, docs, icon, repository, support, and license coverage for directory consumers.
Registry Consistency
2/4
Agreement between stored registry metadata, live server-card data, and current validation output.
Installability
4/4
How cleanly a real client can connect, initialize, enumerate tools, and proceed through auth.
Session Semantics
4/4
Determinism and state behavior across repeated MCP calls, including sticky-session surprises.
Tool Surface Design
4/4
Naming clarity, schema ergonomics, and parameter complexity across the tool surface.
Result Shape Stability
4/4
Stability of declared output schemas across validations, with penalties for drift or missing shapes.
OAuth Interop
3/4
Depth and client compatibility of OAuth/OIDC metadata beyond the minimal protected-resource check.
Recovery Semantics
0/4
Whether failures include actionable machine-readable next steps such as retry or upgrade guidance.
Maintenance Signal
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
3/4
Confidence that recent validations are current enough and dense enough to trust operationally.
Transport Fidelity
4/4
Whether declared transport metadata matches the observed endpoint behavior and response formats.
Spec Recency
2/4
How close the server’s claimed MCP protocol version is to the latest known public revision.
Session Resume
3/4
Whether Streamable HTTP session identifiers and resumed requests behave cleanly for real clients.
Step-Up Auth
3/4
Whether OAuth metadata and WWW-Authenticate challenges support granular, incremental consent instead of broad upfront scopes.
Transport Compliance
2/4
Checks session headers, protocol-version enforcement, session teardown, and expired-session behavior.
Utility Coverage
3/4
Signals support for completions, pagination, and task-oriented utility surfaces that larger clients increasingly expect.
Advanced Capability Coverage
3.6/4
Coverage of newer MCP surfaces like roots, sampling, elicitation, structured output, and related metadata.
Connector Publishability
3/4
How ready the server looks for client catalogs and managed connector programs.
Tool Snapshot Churn
4/4
Stability of the tool surface across recent validations, including add/remove and output-shape drift.
Connector Replay
4/4
Whether a previously published frozen connector snapshot would remain backward compatible after the latest tool refresh.
Request Association
3/4
Whether roots, sampling, and elicitation appear tied to active client requests instead of arriving unsolicited on idle sessions.
Interactive Flow Safety
3/4
Whether prompts and docs steer users toward safe auth flows instead of pasting secrets directly.
Action Safety
2/4
Risk-weighted view of destructive, exec, egress, and confirmation semantics across the tool surface.
Official Registry Presence
4/4
Whether the server appears directly or indirectly in the official MCP registry.
Provenance Divergence
4/4
How closely official registry metadata, the live server card, and public repo/package signals agree with each other.
Safety Transparency
4/4
Clarity of docs, auth disclosure, support links, and other trust signals visible to integrators.
Tool Capability Clarity
4/4
How clearly the tool surface communicates whether each action reads, writes, deletes, executes, or exports data.
Destructive Operation Safety
2/4
Penalizes delete/revoke/destroy style tools unless auth and safeguards reduce blast radius.
Egress / SSRF Resilience
3/4
Assesses arbitrary URL fetch, crawl, webhook, and remote-request exposure on the tool surface.
Execution / Sandbox Safety
3.8/4
Evaluates shell, code, script, and command-execution exposure and whether that surface appears contained.
Data Exfiltration Resilience
3/4
Assesses export, dump, backup, and bulk-read behavior against the surrounding auth and safeguard signals.
Least Privilege Scope
2/4
Rewards scoped auth metadata and penalizes broad or missing scopes around privileged tools.
Secret Handling Hygiene
3/4
Assesses secret-bearing tools, token leakage risk, and whether the public surface avoids obvious secret exposure.
Supply Chain Signal
2.5/4
Public metadata signal for repository, changelog, license, versioning, and recency that supports supply-chain trust.
Input Sanitization Safety
3/4
Penalizes risky freeform string inputs when schemas do not constrain URLs, code, paths, queries, or templates.
Tool Namespace Clarity
3/4
Measures naming uniqueness and ambiguity across the tool namespace to reduce collision and confusion risk.
Actionable remediation
SeverityRemediationWhy it mattersRecommended action
High Add confirmation and dry-run semantics for risky actions High-risk write, delete, exec, or egress tools should communicate safeguards clearly. Add an explicit confirm/dry-run parameter or two-step confirmation flow to write, delete, exec, and egress-capable tools before they can make destructive changes.
Playbook
  • For each high-risk tool (delete, exec, or network-egress capable), add a `confirm`/`dry_run` parameter or a two-step confirmation flow.
  • Document the safeguard in the tool's description so clients and agents know confirmation is required before execution.
  • Revalidate and confirm `action_safety_probe` reports the safeguard as detected.
High Align session and protocol behavior with Streamable HTTP expectations Clients increasingly rely on MCP-Protocol-Version, session teardown, and expired-session semantics. Align MCP-Protocol-Version, MCP-Session-Id, DELETE teardown, and expired-session handling with the transport spec.
Playbook
  • Return `Mcp-Session-Id` and `Mcp-Protocol-Version` headers consistently on streamable HTTP responses.
  • Honor `DELETE` session teardown and return `404` when a deleted session is reused.
  • Reject invalid protocol-version headers with `400 Bad Request`.
High Associate roots, sampling, and elicitation with active client requests Modern MCP guidance expects roots, sampling, and elicitation traffic to be tied to an active client request instead of arriving unsolicited on idle sessions. Only send roots/list, sampling/createMessage, or elicitation/create requests while handling an active client-initiated request, never on idle sessions.
Playbook
  • Only send `roots/list`, `sampling/createMessage`, or `elicitation/create` requests while handling an active client-initiated request.
  • Avoid emitting these requests on idle or newly-initialized sessions with no pending client request.
  • Revalidate and confirm `request_association_probe` no longer returns `missing` or `warning`.
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.
High Respond to tool snapshot changed Tools were added, removed, or materially changed between the latest two validations. Publish a first-class changelog for tool additions, removals, and breaking schema changes.
Playbook
  • Review the tool snapshot diff for adds, removals, required-arg changes, and output-schema drift.
  • Publish a changelog before managed connector clients refresh their frozen tool snapshots.
  • Revalidate after the changelog and connector metadata are in sync.
High Respond to write-action surface expanded The number of high-risk write, delete, exec, or bulk-access tools increased on the latest run. Review the newly exposed write and destructive actions before publishing them broadly.
Playbook
  • Inspect the new write, delete, exec, or export tools for auth boundaries and confirmation semantics.
  • Add preview, dry-run, or explicit confirmation language where possible.
  • Delay public connector publication until the new blast radius is reviewed.
High Stop asking users to paste secrets directly Public MCP servers should prefer OAuth or browser-based auth guidance over in-band secret collection.
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 Support resumable HTTP sessions cleanly Modern MCP clients increasingly expect resumable session behavior on streamable HTTP transports. Persist session state keyed by Mcp-Session-Id and honor Last-Event-ID on GET reconnects so clients can resume a dropped Streamable HTTP session.
Playbook
  • Persist session state keyed by `Mcp-Session-Id` so a client can reconnect after a dropped connection.
  • Honor `Last-Event-ID` on GET reconnects to replay missed SSE events instead of erroring.
  • Revalidate and confirm `session_resume_probe` no longer returns `warning`.
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.
Point loss breakdown
ComponentCurrentPoints missing
Recovery Semantics 0/4 -4.0
Error Contract 0/4 -4.0
Transport Compliance 2/4 -2.0
Spec Recency 2/4 -2.0
Registry Consistency 2/4 -2.0
Rate Limit Semantics 2/4 -2.0
Prompt Contract 2/4 -2.0
Least Privilege Scope 2/4 -2.0
Destructive Operation Safety 2/4 -2.0
Auth Operability 2/4 -2.0
Adoption Signal 2/4 -2.0
Action Safety 2/4 -2.0
Compatibility profiles
OpenAI Connectors
77.8
partial
OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.
Connector URL: https://mcp.fluxink.ai/servers/f6b6758dba6c4c92b83407a113fdb80b/mcp
# No OAuth metadata detected.
# Server: ai.fluxink/fci-mcp
Claude Desktop
100.0
compatible
No major blockers detected.
{
  "mcpServers": {
    "fci-mcp": {
      "command": "npx",
      "args": ["mcp-remote", "https://mcp.fluxink.ai/servers/f6b6758dba6c4c92b83407a113fdb80b/mcp"]
    }
  }
}
Smithery
80.0
compatible
Machine-readable failure semantics should be present.
smithery mcp add "https://mcp.fluxink.ai/servers/f6b6758dba6c4c92b83407a113fdb80b/mcp"
Generic Streamable HTTP
100.0
compatible
No major blockers detected.
curl -sS https://mcp.fluxink.ai/servers/f6b6758dba6c4c92b83407a113fdb80b/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): 57.9 • 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 Claude Remote MCP Compatible No Critical Risk
Semantic benchmarks
available
Templates cover GitHub, database, healthcare, web search, and CRM least-privilege jobs.
Supply chain
metadata signal
Deep scan checks are marked separately from public metadata signals.
Compliance metadata
Terms, privacy, SOC 2, HIPAA, GDPR, retention, deletion, and audit-log fields are tracked as enterprise metadata.
Alert subscription types
Status changes Score drops or recovers Freshness SLA breach Validation schema drift OAuth or auth behavior changes Tool surface changes New or changed write tool Supply-chain signal changes Legal or compliance metadata changes
MCP Runtime hosting

Verify Hosted MCP turns a trusted server report into a managed remote MCP endpoint with GitHub deployment provenance, sandbox policy, encrypted secrets, release history, rollback, and audit/usage events.

Activation readiness
Trusted hosted runtimes require fresh validation, a passing server state, a remote endpoint, and a minimum score.
Minimum tier
TrustOps
Publisher claim plus paid TrustOps tier are required before secrets or releases can be created.
Hosted endpoint
/hosted/{namespace}/{name}/mcp
The endpoint enforces egress allowlists and records audit/usage events.
Blockers
none
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://mcp.fluxink.ai/servers/f6b6758dba6c4c92b83407a113fdb80b/mcp
# No OAuth metadata detected.
# Server: ai.fluxink/fci-mcp
Claude Desktop
{
  "mcpServers": {
    "fci-mcp": {
      "command": "npx",
      "args": ["mcp-remote", "https://mcp.fluxink.ai/servers/f6b6758dba6c4c92b83407a113fdb80b/mcp"]
    }
  }
}
Smithery
smithery mcp add "https://mcp.fluxink.ai/servers/f6b6758dba6c4c92b83407a113fdb80b/mcp"
Generic Http
curl -sS https://mcp.fluxink.ai/servers/f6b6758dba6c4c92b83407a113fdb80b/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
fluxink-mcp-chatgpt-synthesize-handwriting-style fluxink-mcp-chatgpt-recognize-image fluxink-mcp-chatgpt-recognize-handwriting fluxink-mcp-chatgpt-show-handwriting-canvas fluxink-mcp-chatgpt-create-layout fluxink-mcp-chatgpt-show-style-canvas
Observed from the latest live validation against https://mcp.fluxink.ai/servers/f6b6758dba6c4c92b83407a113fdb80b/mcp. This is the target server surface, not Verify's own inspection tools.
Live capability counts
6 tools • 0 prompts • 3 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.fluxink/fci-mcp.
Direct machine links