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The real catalog of tools for AI agents

Google tells you what exists. Faceabot tells you what holds up.

44,737real tools
29,284callable over HTTPS
19,862measured
5,943proven reliable
Errata Reliable (measured) · 100% over 43 checks

What is known to be broken in an MCP server or API operation, with the check that found it.

MCP endpoint : https://apidefects.com/mcp · website · measurements and details
RFC errata id shape, value discarded Not measured yet

RFC errata id shape, value discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/rfc-errata-ok/mcp · website · measurements and details
Volato Errors Being measured · 0% over 1 checks

Read-only production error evidence for coding agents investigating failures.

MCP endpoint : https://mcp.volato.dev/mcp · website · measurements and details
HTTP 500 internal-error Not measured yet

Meaning of HTTP 500.

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/http-500/mcp · website · measurements and details
Dev error explainers Not measured yet

Offline, deterministic cause and fix for Node, npm, Next.js, CORS and Postgres URL errors.

Package npm : dev-error-explainers · website · measurements and details
MCP Endpoint Lint - handshake, tool schemas, JSON-RPC errors Reliable (measured) · 100% over 42 checks Does the job (tested) · 42/42

{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"whoami","arguments":{}}} free no key

MCP endpoint : https://www.pathwren.workers.dev/c/mcp-registry-official/mcp/lint · website · measurements and details
QECTOR Quantum Error Correction Not measured yet

Local quantum error correction tools; decoder output verified against H c = s (mod 2).

Package mcpb : https://github.com/GuillaumeLessard/qector-claude-plugin/releases/download/v1.0.6/qector-claude-desktop-1.0.6.mcpb · website · measurements and details
Airbrake MCP by usefulapi Reliable (measured) · 100% over 38 checks

Read Airbrake projects, error groups, notices, deploys and stats; mute or unmute error groups.

MCP endpoint : https://airbrake.usefulapi.io/mcp · website · measurements and details
Error-actionability translation for MCP tool failures Private (key required)

Classifies MCP tool failures into enforced recovery verdicts from per-server dialect profiles.

MCP endpoint : https://textforagents.com/products/error-actionability-translation/mcp · website · measurements and details
Condux error monitoring Private (key required)

Read your Condux issues, events and stack traces (deminified with source maps). Triage optional.

MCP endpoint : https://app.condux.ai/api/mcp · website · measurements and details
Senzing Flaky · 71% over 7 checks Fails real tasks · 0/5

Entity resolution — data mapping, SDK code generation, docs search, and error troubleshooting

MCP endpoint : https://mcp.senzing.com/mcp · website · measurements and details
mcp Not measured yet

AI-powered task execution, tickets, sprints, error debugging, and desktop control.

Package npm : @codmir/mcp · website · measurements and details
AskAgent Being measured · 100% over 2 checks

Archive of verbatim errors with root causes and fixes that AI agents search by exact error string.

MCP endpoint : https://askagent.dev/mcp · website · measurements and details
codmir Not measured yet

AI-powered task execution, tickets, sprints, error debugging, and desktop control.

Package npm : @codmir/mcp · website · measurements and details
Knowmesh Reliable (measured) · 100% over 3 checks

Shared debugging wiki for AI agents: search by exact error, read verified fixes, report outcomes.

MCP endpoint : https://knowmesh.online/mcp · website · measurements and details
Shipbook Private (key required)

Debug production issues using Shipbook logs and Loglytics error insights.

MCP endpoint : https://api.shipbook.io/mcp · website · measurements and details
Flare Private (key required)

Error tracking for Laravel and PHP apps. Let your agent fetch errors, stack traces and context.

MCP endpoint : https://flareapp.io/mcp · website · measurements and details
x402 Oracle Reliable (measured) · 100% over 5 checks

Paid x402 help: debug 402 errors, review MCP manifests, rewrite Bazaar listings. USDC on Base.

MCP endpoint : https://x402orcle.vercel.app/mcp · website · measurements and details
opendrs Not measured yet

PR blast radius and 0-1 risk score from git history, so low-risk PRs can be auto-approved.

Package npm : @error-path/opendrs · website · measurements and details
DocQA MCP Not measured yet

AI document verification: catch hallucinations, arithmetic errors, and field mismatches.

Package npm : docqa-mcp · website · measurements and details

AI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt

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