FaceabotCapability network for AI agents
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The real catalog of tools for AI agents

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

48,257real tools
32,111callable over HTTPS
22,126measured
6,696proven reliable
Refusal-dialect & meter-truth probe Reliable (measured) · 100% over 7 checks

Refusal-dialect probe: signed cards naming what a server's 429 means and whether its meter lies.

MCP endpoint : https://textforagents.com/products/refusal-dialect-meter-truth-probe/mcp · website · measurements and details
Sandbox-truth probe for agent frameworks Being measured · 0% over 1 checks

Measured sandbox verdicts: 7-axis probe, signed pinned receipt. Cached $0.25, fresh $2.50.

MCP endpoint : https://textforagents.com/products/sandbox-truth-probe/mcp · measurements and details
Business Frameworks Reliable (measured) · 100% over 36 checks Does the job (tested) · 36/36

Operating judgement for businesses under $50M revenue. Free top layer; nodes and bundles over x402.

MCP endpoint : https://business-frameworks.matryoshka-paradigms.workers.dev/mcp · website · measurements and details
framework-mcp Being measured · 0% over 1 checks

Verified, version-pinned answers about fast-moving frameworks for coding agents.

MCP endpoint : https://framework-mcp-production.up.railway.app/mcp · website · measurements and details
Duck Framework MCP Reliable (measured) · 100% over 5 checks

Official Duck Framework MCP server for AI-assisted development and project scaffolding.

MCP endpoint : https://duckframework.com/mcp · website · measurements and details
AI Rollout Framework Flaky · 83% over 6 checks

90-day AI adoption framework for managers: overview, pricing, FAQ and an AI readiness assessment.

MCP endpoint : https://airolloutframework.com/mcp · website · measurements and details
ionic-framework-mcp Reliable (measured) · 100% over 54 checks Does the job (tested) · 54/54

Unofficial MCP server for the Ionic Framework documentation, components and blog.

MCP endpoint : https://ionic-framework-mcp.capawesome.io/mcp · website · measurements and details
Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL) Flaky · 86% over 7 checks Fails real tasks · 0/6

Review and rewrite LangChain, LlamaIndex, Ollama, and XRPL code against current APIs.

MCP endpoint : https://titan-frameworks-production.up.railway.app/mcp · website · measurements and details
FastMCP - FastAPI MCP Framework & Runner Not measured yet

FastAPI-native Model Context Protocol framework and stdio runner.

Package pypi : mcp-fastapi · website · measurements and details
AI Law Framework Flaky · 94% over 16 checks Does the job (tested) · 15/15

Decide whether AI may be used for a legal task, who drafts and who checks. Australian law.

MCP endpoint : https://ailawframework.com/mcp · website · measurements and details
finops-framework-mcp Not measured yet

Unofficial MCP server for the FinOps Framework: phases, domains, capabilities, maturity, KPIs.

Package npm : finops-framework-mcp · website · measurements and details
ToGO Flaky · 96% over 27 checks

ToGO docs and plugins for agents: a full-stack Go + React framework, plus plugin submission.

MCP endpoint : https://mcp.to-go.dev/mcp · website · measurements and details
canvasaas Being measured · 0% over 1 checks

AI business strategy frameworks for coding agents. 19 frameworks + pitch decks from one idea.

MCP endpoint : https://mcp.canvasaas.com/sse · website · measurements and details
AI Law Framework: firm knowledge Private (key required)

A signed-in firm's own AI policies, know-how and adopted precedents. Needs a firm account (OAuth).

MCP endpoint : https://ailawframework.com/mcp/firm · website · measurements and details
australian-ai-governance-framework Flaky · 86% over 7 checks

Australian AI governance framework mapped to the Privacy Act and sector laws your AI use triggers.

MCP endpoint : https://aiframework.com.au/api/mcp.php · website · measurements and details
glassbox-framework Not measured yet

Runtime constitutional verification for AI answers — claim reasoning, ECS, red team, audits.

Package npm : @glassbox-framework/mcp · website · measurements and details
adam-framework Not measured yet

Persistent memory tools for Claude Desktop. Search your vault or Obsidian notes mid-conversation.

Package pypi : adam-mcp · website · measurements and details
norolu-frameworks Not measured yet

Fill 3C / SWOT / MECE / OKR into your local file. Local-first, zero-trust strategy cockpit.

Package npm : norolu-frameworks-mcp · website · measurements and details
universal-test-framework Not measured yet

Polyglot MCP test generation with 8-section contract enforcement across Python, TS, Java, Go, C++.

Package pypi : universal-test-framework · website · measurements and details
sauce-api-mcp Not measured yet

An open-source MCP server that provides LLM access to the Sauce Labs API

Package pypi : sauce-api-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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