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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
19,924measured
6,554proven reliable
constraints-registry Not measured yet

Policy-as-code guardrails for AI coding agents, validated via OPA, Conftest, Checkov & Semgrep.

Package pypi : constraints-registry · website · measurements and details
speclock Not measured yet

AI Constraint Engine — enforces CLAUDE.md and .cursorrules as laws. 51 MCP tools.

Package npm : speclock · website · measurements and details
context-keeper Not measured yet

Durable project-memory MCP: decisions, constraints, and pipelines across Claude sessions.

Package pypi : context-keeper-mcp · website · measurements and details
world-model-mcp Not measured yet

Temporal knowledge graph for codebases with constraint enforcement at the edit boundary.

Package pypi : world-model-mcp · website · measurements and details
GaugeMesh Not measured yet

Route MCP capabilities through deterministic identity, policy, budget, and deadline constraints.

Package oci : ghcr.io/aliengineering-byte/gaugemesh@sha256:69f3ccb7c2fdcd9b6897c99eba22d18be1384957bb2dbdf760f8273ee2e43189 · website · measurements and details
Gentkey Private (key required)

One MCP URL for all your connectors — scoped writes, enforced constraints, and a full audit trail.

MCP endpoint : https://app.gentkey.com/mcp · website · measurements and details
Aibooma - AI Agent Registry Being measured · 0% over 2 checks

AI agent registry — search, discover, register, and connect agents via MCP.

MCP endpoint : https://api.aibooma.com/mcp · website · measurements and details
Dual Registry Being measured · 0% over 1 checks

Free dual MCP+agent registry. Probe Live, free demo, Kernel/Loop. Self-list + dual strategy.

MCP endpoint : https://www.dualregistry.dev/api/protocol · 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
Npi Registry Being measured · 0% over 1 checks

CMS NPI Registry MCP

MCP endpoint : https://gateway.pipeworx.io/npi-registry/mcp · website · measurements and details
MCP Registry Search Being measured · 50% over 2 checks

Search and browse every MCP server in the Model Context Protocol registry.

MCP endpoint : https://mcpregistrysearchwilfredleejr.vercel.app/api/mcp · website · measurements and details
AgentsKit Registry Reliable (measured) · 100% over 42 checks

Discover open-source AI agents and get source-owned installation instructions through MCP.

MCP endpoint : https://registry.agentskit.io/api/mcp · website · measurements and details
Design Constraint Validator Not measured yet

Validate design tokens for accessibility, scales, and design-system constraint consistency.

Package npm : design-constraint-validator · website · measurements and details
Spann Stays Flaky · 83% over 6 checks

Read-only sample stays, booking constraints, and staged reservation actions for review.

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

Structured, constraint-aware visual generation and deterministic layout for AI agents

Package npm : @utkarshx27/visualspec · website · measurements and details
MCP Registry Server Reliable (measured) · 100% over 44 checks Does the job (tested) · 41/43

Publish and discover MCP servers via the official MCP Registry. Powered by HAPI MCP server.

MCP endpoint : https://registry.run.mcp.com.ai/mcp · website · measurements and details
England Planning Constraints Checker (official open data) Private (key required)

Planning constraints for English properties from official planning.data.gov.uk data, via Apify.

MCP endpoint : https://mcp.apify.com/?tools=shelly_fen/england-planning-constraints-checker · website · measurements and details
Evident Agent Service Discovery Flaky · 67% over 3 checks Real task being tested · 2/2

Discover MCP services, match task constraints, get connection setup and self-reported use feedback.

MCP endpoint : https://evidentagents.com/mcp · website · measurements and details
Arclan MCP Registry Flaky · 92% over 12 checks

MCP registry: 138k servers crawled, handshake-validated, reliability-scored. 744 production-safe.

MCP endpoint : https://arclan.ai/mcp · measurements and details
PortfolioFit Flaky · 94% over 17 checks

Check normalized portfolios against mandates and calculate allocation constraints.

MCP endpoint : https://portfolio.fit/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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