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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
19,897measured
6,296proven reliable
oss-search Not measured yet

Fast local and federated OSS code search and repo discovery for AI agents

Package npm : oss-search · website · measurements and details
business-oss Being measured · 50% over 2 checks Real task being tested · 1/1

Verified business OSS MCP for search, RSS, crawling, documents, browser, media and transcription.

MCP endpoint : https://onekivo.vercel.app/api/business-oss/mcp · website · measurements and details
ossfind Not measured yet

Safety-ranked open-source component discovery for agents across six package ecosystems.

Package npm : ossfind · website · measurements and details
JPFreeSoft Catalog Reliable (measured) · 100% over 17 checks Does the job (tested) · 17/17

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
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
shebe Not measured yet

Fast BM25 full-text search for code repositories. 14 MCP tools, 2ms search latency.

Package mcpb : https://gitlab.com/rhobimd-oss/shebe/-/releases/v0.5.8/downloads/shebe-mcp-v0.5.8.mcpb · website · measurements and details
mcp-catalog Being measured · 50% over 2 checks

Search MCP servers in the public mcp-catalog.ru directory.

MCP endpoint : https://mcp-catalog.ru/mcp · website · measurements and details
The Network Catalog (webGCP) Reliable (measured) · 100% over 3 checks Does the job (tested) · 3/3

Semantic search over The Network catalog (skills, agencies, roles) with signed webGCP provenance.

MCP endpoint : https://catalog.myparallel.dev/mcp · website · measurements and details
Componecat Private (key required)

Software component catalog: search your org's services, docs, APIs, dependencies, and ownership.

MCP endpoint : https://app.componecat.ai/api/mcp · website · measurements and details
Stack Gems Being measured · 100% over 2 checks Real task being tested · 2/2

Read-only search of 900+ reviewed developer tools, each with a verdict and caveats. Free/OSS first.

MCP endpoint : https://stackgems.com/api/mcp · website · measurements and details
audioknihy.cz Catalog Flaky · 89% over 9 checks Fails real tasks · 0/8

Czech audiobook catalog MCP server. Search 12 000+ titles + compare prices across 5 partners.

MCP endpoint : https://audioknihy.cz/api/mcp · website · measurements and details
AirShelf Catalog Reliable (measured) · 100% over 43 checks Does the job (tested) · 42/42

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

MCP endpoint : https://mcp.airshelf.ai/mcp · measurements and details
Filtrous MCP Catalog Server Flaky · 88% over 8 checks Does the job (tested) · 7/7

Search Filtrous lab-filtration products by spec, get prices, and request quotes from your AI agent.

MCP endpoint : https://filtrous-mcp-catalog.filtrous.workers.dev/mcp · website · measurements and details
PostLaunchKit Flaky · 83% over 6 checks

Search reviewed free tools, submit for review, run launch checks, and find launch directories.

MCP endpoint : https://postlaunchkit.com/mcp · website · measurements and details
OSS Snowflake MCP Server Not measured yet

MCP Server for Snowflake from Snowflake Labs

Package pypi : snowflake-labs-mcp · website · measurements and details
tgden — Telegram catalog & search Reliable (measured) · 100% over 42 checks

Search 1.2M+ Telegram channels, 245k+ chats, 160k+ bots — no account, no key, no install.

MCP endpoint : https://tgden.com/api/mcp · website · measurements and details
SuntekStore catalog Flaky · 88% over 8 checks Does the job (tested) · 7/7

Specialty parts and tools, free US shipping. Search, filters, cart checkout links, order status.

MCP endpoint : https://suntekstore.com/mcp · website · measurements and details
sqry - Semantic Code Search Not measured yet

AST-based semantic code search: 39 tools over 37 languages. Call tracing and impact analysis.

Package cargo : sqry-mcp · website · measurements and details
NLP.COM.AI Open Model Catalog Reliable (measured) · 100% over 3 checks Does the job (tested) · 3/3

Search curated open-weight AI model releases, licenses, architectures, and primary sources.

MCP endpoint : https://nlp.com.ai/mcp · measurements and details
White Automotive & Media Services Catalog Being measured · 50% over 2 checks

Read-only catalog search for GM infotainment, cluster and electronics module parts.

MCP endpoint : https://www.whiteautoandmedia.com/wp-json/ucp/v1/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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