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The real catalog of tools for AI agents

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

46,632real tools
30,804callable over HTTPS
21,040measured
6,883proven reliable
ref-tools-mcp Not measured yet

Token efficient search for coding agents over public and private documentation.

Package npm : ref-tools-mcp · website · measurements and details
cwi-discovery-engine Reliable (measured) · 100% over 48 checks Does the job (tested) · 44/44

CWI Discovery Engine: 29-tool music catalog MCP — search, sync, Radio 365 live, chaining.

MCP endpoint : https://cwi-machine-data.hp-ace.workers.dev/mcp · website · measurements and details
CatalogEngine Being measured · 0% over 1 checks

E-commerce inventory and catalog data structuring tool.

MCP endpoint : https://catalog-engine-mcp.vercel.app/api/mcp · measurements and details
JPFreeSoft Catalog Reliable (measured) · 100% over 23 checks Does the job (tested) · 23/23

Search Japanese software and AI tools; read recorded facts with source links. Read-only.

MCP endpoint : https://jpfreesoft.com/api/mcp/ · website · measurements and details
ref-tools-mcp Private (key required)

Token-efficient search for coding agents over public and private documentation.

MCP endpoint : https://api.ref.tools/mcp · website · measurements and details
Git Ref Shape Not measured yet

Check whether a git ref name is safe. Name discarded.

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/git-ref-shape/mcp · website · measurements and details
Wikipedia Reliable (measured) · 100% over 70 checks Does the job (tested) · 69/69

Wikipedia page summary and full Wikipedia article about any subject, Wikipedia search, every language.

MCP endpoint : https://faceabot.com/tools-mcp/wikipedia · website · measurements and details
oeis-mcp-server Reliable (measured) · 100% over 47 checks Does the job (tested) · 47/47

Identify integer sequences by terms, search the OEIS, read formulas, programs, b-files, cross-refs.

MCP endpoint : https://oeis.caseyjhand.com/mcp · website · measurements and details
find-ref Private (key required)

Korean accounting standards, audit, tax and legal sources and rulings, with citation checks

MCP endpoint : https://api.find-ref.com/mcp · website · measurements and details
cards Reliable (measured) · 100% over 49 checks

Sports card database: card search, full set checklists, parallel lookup, card identification.

MCP endpoint : https://mycardfolio.com/api/mcp · website · measurements and details
ref-tools-ref-tools-mcp Private (key required)

Provide your AI coding tools with token-efficient access to up-to-date technical documentation for…

MCP endpoint : https://server.smithery.ai/@ref-tools/ref-tools-mcp/mcp · website · measurements and details
nord-trail-store Flaky · 75% over 4 checks

Reference agent-ready storefront: search, look up and price a real Magento catalog.

MCP endpoint : https://ready.expandingweb.com/mcp · website · measurements and details
AirShelf Catalog Reliable (measured) · 100% over 49 checks Does the job (tested) · 48/48

Cross-vendor B2B catalog for AI agents: search, compare, find equivalents, request a quote.

MCP endpoint : https://mcp.airshelf.ai/mcp · measurements and details
browser-devtools-mcp Not measured yet

Playwright browser & Node.js MCP. ARIA refs, screenshots, ref-based interactions.

Package npm : browser-devtools-mcp · website · measurements and details
MCP Registry Search: Find, Discover & Install MCP Servers & Tools | Directory, Catalog, Marketplace Flaky · 80% over 5 checks Does the job (tested) · 4/4

MCP registry & directory: search, find & install 31k+ MCP servers & tools. Catalog and marketplace.

MCP endpoint : https://ai.mcpharbor.dev/mcp · website · measurements and details
Execute catalog-engine-mcp Being measured · 0% over 1 checks

Premium agentic endpoint for catalog-engine-mcp.

MCP endpoint : https://api.m2mcent.com/catalog-engine-mcp/sse · measurements and details
france-data-mcp Reliable (measured) · 100% over 47 checks Fails real tasks · 0/47

French public-data MCP: cross-ref health, demographics, business, geo & real-estate.

MCP endpoint : https://france-data-mcp.vercel.app/mcp · website · measurements and details
git-history Not measured yet

Give AI agents Git history tools: commit search, file history, blame, contributors, ref diffs.

Package npm : mcp-server-git-history · website · measurements and details
Book Search (Open Library) Reliable (measured) · 100% over 49 checks Does the job (tested) · 49/49

Search books and authors across Open Library, the Internet Archive open catalog.

MCP endpoint : https://invokera.com/r/book-search · website · measurements and details
Refs Reliable (measured) · 100% over 5 checks

4,100 launch videos measured shot by shot. Search references, pull blueprints, plan your film.

MCP endpoint : https://refs.video/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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