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tool-chains

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tool-compass

mcp-tool-shop-org / tool-compass

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Semantic MCP tool discovery gateway — find tools by intent, not memory. Install via npx, pip, or Docker. CLI + MCP server, RFC 9457 errors, graceful Ollama-offline, OpenTelemetry metrics.

python cli npm mcp embeddings gradio semantic-search observability hnsw tool-discovery vector-search ai-tools llm ollama ai-orchestration model-context-protocol mcp-server mcp-tools mcp-gateway tool-chains
  • Updated May 15, 2026
  • Python

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