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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
19,874measured
6,054proven reliable
mcp-server Being measured · 0% over 1 checks

Geospatial intelligence with Mapbox APIs like geocoding, POI search, directions, isochrones, etc.

MCP endpoint : https://mcp.mapbox.com/mcp · website · measurements and details
network-diagram-mcp Not measured yet

Network topology editor — Claude builds diagrams via MCP. nmap/CSV import, one-click SSH.

Package npm : @den.dance/network-diagram-mcp · website · measurements and details
Mapbox Being measured · 0% over 1 checks

Mapbox MCP.

MCP endpoint : https://gateway.pipeworx.io/mapbox/mcp · website · measurements and details
Topology Index Reliable (measured) · 100% over 42 checks Does the job (tested) · 42/42

Reference for multi-agent LLM topologies: patterns, aliases, sources, starters; one gated report.

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

Deterministic layered code graph MCP server with framework overlays and SCIP interop.

Package npm : @levnikolaevich/hex-graph-mcp · website · measurements and details
LayerHop Reliable (measured) · 100% over 3 checks Does the job (tested) · 3/3

Best-price cross-chain swap quotes across 70 chains (EVM + Solana). Holds no keys, never signs.

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

Deterministic multi-hop graph retrieval for RAG. Zero LLM calls in the query path.

Package pypi : hubmesh · website · measurements and details
mcp-docs-server Flaky · 80% over 5 checks Fails real tasks · 0/4

AI access to Mapbox docs, API references, style specs, and guides. No token required.

MCP endpoint : https://mcp-docs.mapbox.com/mcp · website · measurements and details
phpgraph Not measured yet

Knowledge graph of a PHP codebase by static analysis: calls, routes, buses, layers, impact

Package oci : ghcr.io/hbenabdallah/phpgraph:1.4.3 · website · measurements and details
UniFi MCP Not measured yet

Every UniFi Network API operation, plus drift detection, topology, and rule prediction no other

Package mcpb : https://github.com/Servosity/msp-skills/releases/download/unifi-network-v0.1.6/unifi-network-mcp.mcpb · website · measurements and details
ContextLayer Flaky · 83% over 6 checks

Intelligent context infrastructure for AI teams: knowledge graph, sessions, tasks, documents.

MCP endpoint : https://api.dotnova.io/mcp · website · measurements and details
Connection hop-by-hop count, value discarded Not measured yet

Connection hop-by-hop count, value discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/connection-ok/mcp · website · measurements and details
Knowledge Graph RDBMS Not measured yet

A label property graph on SQLite/Postgres with multi-ontology routing and a gated MCP server.

Package pypi : knowledge-graph-rdbms · website · measurements and details
Agent Hops For Your Site Reliable (measured) · 100% over 7 checks

Hops are 302s an agent followed to your site. Count them, attribute them, grow them.

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/agent-hops-for-your-site/mcp · website · measurements and details
Edge-Latency-Guard Being measured · 0% over 1 checks

CDN and edge computing latency monitor analyzing network hops.

MCP endpoint : https://edge-latency-guard-mcp.vercel.app/api/mcp · measurements and details
mcp-devkit-server Private (key required)

Provides AI assistants with direct access to Mapbox developer APIs and documentation.

MCP endpoint : https://mcp-devkit.mapbox.com/mcp · website · measurements and details
Redirect hop count band 0-5 Not measured yet

Redirect hop count band 0-5

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/redirect-hop-ok/mcp · website · measurements and details
Agent Utility Network Flaky · 75% over 4 checks

AveDaris-routed x402 agent utilities with free routing and deterministic primitives.

MCP endpoint : https://api.avedaris.com/mcp?source=mcp-registry · website · measurements and details
Via hop count, value discarded Not measured yet

Via hop count, value discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/via-ok/mcp · website · measurements and details
Forwarded by= hop count, value discarded Not measured yet

Forwarded by= hop count, value discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/forwarded-by/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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