Production-grade MCP servers for the agentic future Semantic search • Code analysis • AI orchestration • Verifiable provenance

Website: mcptoolshop.com • Philosophy: Syntropy above all else

┌─────────────────────────────────────────────────────────────────┐
│                    🔐 CID Registry Spec                         │
│         Content-Addressed Tool Registry with Crypto Verify      │
│           (24 test vectors • Ed25519 • dag-cbor CIDs)          │
└──────────────┬──────────────────────────────────┬──────────────┘
               │                                  │
┌──────────────▼──────────────────────────────────▼──────────────┐
│                      🧭 Tool Compass                            │
│            Semantic MCP Tool Discovery Engine                   │
│          (115+ tools • 6 backends • HNSW search)               │
└──────────────┬──────────────────────────────────┬──────────────┘
               │                                  │
    ┌──────────▼──────────┐          ┌──────────▼──────────┐
    │  📁 File Compass    │          │  🧠 Dev-Brain       │
    │  Semantic File      │          │  Code Analysis      │
    │  Search Engine      │          │  & Health Scoring   │
    └─────────────────────┘          └─────────────────────┘
               │                                  │
    ┌──────────▼──────────┐          ┌──────────▼──────────┐
    │  🎨 Comfy-Headless  │          │  🔬 Backpropagate   │
    │  AI Image/Video     │          │  LLM Fine-Tuning    │
    │  Generation         │          │  Framework          │
    └─────────────────────┘          └─────────────────────┘
               │
    ┌──────────▼──────────┐
    │  🎛️ Integradio      │
    │  Vector-Embedded    │
    │  UI Components      │
    └─────────────────────┘

Content-Addressed Tool Registry

• Cryptographic tool verification via CIDs
• Ed25519 signatures with verifiable provenance
• 24 conformance test vectors
• Deterministic 9-step verification pipeline
• Status: ✅ v0.1.1 Released • Docs: Verifier Rulebook

Formal Provenance Specification

• Language-neutral provenance standard
• Cryptographic attestation chains
• Status: ✅ Production • Stack: Spec + TypeScript reference

Semantic MCP Tool Discovery

• Find tools by intent, not memory
• 115+ indexed tools across 6 backends
• Progressive disclosure: compass() → describe() → execute()
• Tool chains and workflow detection
• Status: ✅ Production • Stack: Python, HNSW, Ollama

Semantic File Search for AI Workstations

• Sub-100ms search across 10k+ file codebases
• Project-aware context boundaries
• Integrates with Tool Compass
• Status: ✅ Production • Stack: Python, HNSW, Ollama

Production-Ready ComfyUI Client

• Headless ComfyUI orchestration
• AI-powered prompt intelligence
• Video generation workflows
• Modern Gradio UI
• Status: ✅ Production • Stack: Python, ComfyUI, Gradio

Headless LLM Fine-Tuning

• Simple Python API with smart defaults
• Multi-run SLAO training
• GGUF export for Ollama/llama.cpp
• Full Windows + WSL2 support
• Status: ✅ Production • Stack: Python, Hugging Face

AI-Powered Code Analysis MCP

• Test generation (unit, integration, e2e)
• Security audits (49 detection patterns)
• Code health scoring across 11 categories
• Multi-language: Python, JS/TS, PowerShell, CSS, HTML
• Status: ✅ Production • Stack: Python, FastMCP

Vector-Embedded Gradio Components

• Semantic codebase navigation
• AI-native UI components
• Context-aware search
• Status: 🚧 Active Development • Stack: Python, Gradio

User Query → Tool Compass (find relevant tools)
           → File Compass (locate implementation)
           → Dev-Brain (analyze code health)

Code Changes → Dev-Brain (security audit + tests)
            → File Compass (find related files)
            → Tool Compass (suggest refactoring tools)

Text Prompt → Comfy-Headless (generate image/video)
           → Tool Compass (find post-processing tools)
           → File Compass (store in asset library)

Training Data → Backpropagate (fine-tune model)
             → Tool Compass (deploy to inference)
             → Dev-Brain (validate outputs)

git clone https://github.com/mcp-tool-shop-org/tool-compass
cd tool-compass
pip install -e .

{
  "mcpServers": {
    "tool-compass": {
      "command": "python",
      "args": ["-m", "tool_compass"]
    }
  }
}

# Natural language tool discovery
tools = compass("semantic file search")
# Returns: file-compass, integradio, etc.

Core Technologies:

• Model Context Protocol (MCP)
• FastMCP (Python MCP SDK)
• HNSW (hnswlib) for vector search
• Ollama (nomic-embed-text embeddings)

AI Infrastructure:

• ComfyUI (image/video generation)
• TensorRT (inference optimization)
• vLLM (LLM serving)
• Hugging Face (model training)

Frameworks:

• Gradio (web UIs)
• FastAPI (REST APIs)
• SQLite + ChromaDB (persistence)

All repositories include:

• ✅ Comprehensive README with quickstart
• ✅ llms.txt for AI context (GitMCP compatible)
• ✅ Semantic versioning with Git tags
• ✅ GitHub Actions CI/CD
• ✅ Production-grade error handling
• ✅ API/tool reference documentation

For AI Agents:

• Discover and orchestrate 115+ tools by intent
• Navigate codebases semantically, not textually
• Generate test suites and security audits automatically
• Create visual assets on-demand

For Developers:

• Reference architecture for production MCP servers
• Integrate semantic search into applications
• Fine-tune models for specific domains
• Automate code quality workflows

• Claude Desktop - Native MCP client
• VS Code - via MCP extension
• Cursor - AI-native code editor
• Windsurf - Cloud development
• Custom Clients - Any MCP-compatible tool

• MCP Registry submissions for all servers
• Cross-tool workflow automation
• Distributed context mesh (CID-based addressing)
• Enhanced analytics and observability
• Community server templates

We welcome contributions! Each repository has its own contribution guidelines. General principles:

1. Syntropy first - Systematic, production-ready solutions
2. Comprehensive docs - READMEs, llms.txt, API references
3. Error handling - No silent failures
4. Tests - Unit, integration, e2e where applicable
5. Semantic versioning - Tag releases properly

• Organization: @mcp-tool-shop
• Issues: Use individual repository issue trackers
• Discussions: Coming soon
• Philosophy: Syntropy Manifesto (planned)

Each repository maintains its own license. Check individual repos for details.