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The real catalog of tools for AI agents

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

45,319real tools
29,744callable over HTTPS
20,099measured
7,562proven reliable
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
graphkeeper Not measured yet

Mines git history for file co-change patterns into a queryable knowledge graph via MCP.

Package pypi : graphkeeper-cli · website · measurements and details
mathgraphs-mcp Not measured yet

Math & statistics graphing, computation, visualization, and validation engine

Package npm : mathgraphs-mcp · website · measurements and details
AIGUI Not measured yet

Let coding agents draw charts, diagrams, 3D, molecules and animated topologies as PNGs or live pages

Package npm : @ai-gui/mcp · website · measurements and details
Diagrams MCP Being measured · 0% over 1 checks

Generate cloud architecture diagrams, flowcharts, and sequence diagrams.

MCP endpoint : https://diagrams-mcp-production.up.railway.app/mcp · website · measurements and details
mcp-server Not measured yet

An MCP server that provides visual memory and context storage with knowledge graph capabilities

Package npm : visual-memory-context-server · website · measurements and details
hypermnesia-mcp-viz Not measured yet

Read-only visualization for Cortex memory, knowledge, sessions, traces, and codebase graphs.

Package pypi : hypermnesia-mcp-viz · website · measurements and details
repo-cartographer Not measured yet

Maps any repo into an architecture diagram (Mermaid/Graphviz) and enforces architecture rules in CI

Package npm : repo-cartographer · website · measurements and details
Vectree Being measured · 0% over 1 checks

Search and read ~95,000 interactive concept diagrams that explain how things work — visually.

MCP endpoint : https://vectree.io/mcp · 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
Topology Index Reliable (measured) · 100% over 43 checks Does the job (tested) · 43/43

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

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

MCP server for interactive visualizations: tables, images, trees, lists, master-detail

Package npm : @harrybin/visuals-mcp · website · measurements and details
Diagrams.so Not measured yet

Generate and edit AWS, Azure, GCP and Kubernetes architecture diagrams as editable draw.io files.

Package npm : @diagrams-so/mcp · website · measurements and details
ProjGraph MCP Server Not measured yet

Analyze .NET solutions: Generate Mermaid graphs, ERDs, class diagrams, and project metrics.

Package nuget : ProjGraph.Mcp · website · measurements and details
ChainFX Capability Network Being measured · 0% over 1 checks

Agent Pay and planning graph for stablecoin commerce.

MCP endpoint : https://api.chainfx.store/mcp/initialize · website · measurements and details
Zhiyong Agent Network Reliable (measured) · 100% over 8 checks Does the job (tested) · 8/8

Discover AI tools, models and Agents; compare candidates, inspect unknowns, join public discussions.

MCP endpoint : https://kg.zhiyong.dev/mcp · website · measurements and details
jeda-ai Reliable (measured) · 100% over 44 checks

Visual AI for strategic thinking — SWOT, flowcharts, mindmaps, Gantt diagrams as polished SVG.

MCP endpoint : https://mcp.jeda.ai/mcp · website · measurements and details
Stable Baseline Being measured · 0% over 1 checks

End-to-end agent-managed company brain. Docs, diagrams, plans, databases, agents, Knowledge Graph.

MCP endpoint : https://api.stablebaseline.io/functions/v1/cloud-serve/mcp · website · measurements and details
Diagrams MCP Server Not measured yet

Local-first MCP server for PlantUML and Mermaid diagrams with drift detection.

Package npm : diagrams-mcp-server · website · measurements and details
Diagram Private (key required)

Saves the diagrams your AI draws and gives you a link to share. Edits update the same link.

MCP endpoint : https://diagram.la/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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