MCP Servers

Obsidian MCP server: semantic search, knowledge graph, and vault editing. No plugin required.

MCP server for Forge, Voxell's hosted text-embedding API. Tools: embed and list_models.

Deterministic SVG perception for LLM agents — measures, never guesses. MCP server.

Local semantic search over Obsidian vaults via Smart Connections embeddings. Multi-vault, private.

Any URL to clean, LLM-ready Markdown for RAG. Strips ads, nav, and boilerplate.

rag-knowledge-mcp MCP server by MEOK AI Labs

Fleet discovery for the cyanheads MCP ecosystem — semantic search + install snippets.

Bilingual dual memory with SSC for AI agents. Semantic search, embeddings, profiles.

RAG retrieval IR metrics: recall@k, hit@k, MRR, NDCG@k, evaluate_batch.

Text extraction, keyword extraction, language detection, and chunking for RAG

Semantic search over 50,000+ Dynamics 365 F&O artifacts: tables, forms, classes, and more.

The WAF for agents. Pattern-based + heuristic firewall scans prompts, RAG documents, tool argume...

Read-only semantic search over Vedic scripture verses, commentaries, and recorded lectures.

Alibaba Cloud DashScope — Qwen

Alibaba Cloud DashScope MCP: Qwen chat, embeddings, and model discovery on your own account.

Semantic code search for AI agents — hybrid BM25+vector, call-graph, 20+ languages.

Shared memory + orchestration for your coding agents. Local-first MCP, vector RAG.

Opinionated agentic RAG powered by LanceDB, Pydantic AI, and Docling

AI-powered code indexer with semantic search and knowledge graphs

Semantic search and AI context for your Obsidian vault. Surface patterns with catalysts.

Hybrid search for Cowork history: FTS, Spotlight, and semantic vectors

Disposable private vector search + semantic RAG for AI agents. x402 pay-per-call, no account.

Geospatial AI MCP server — satellite imagery, embeddings, weather, GNS governance

Local-first memory for coding agents — MCP server, single SQLite file, local embeddings

Lightweight local RAG MCP server. 40x token reduction.