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PDF, Office and Markdown to retrieval-ready chunks — multi-provider (Ollama, Gemini, Claude, OpenAI, OpenRouter, Mistral OCR), works fully local, with contextual retrieval
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Model and agent tools npm Local 199 a week MIT
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Proxy intelligent entre client LLM et Ollama — RAG + mémoire + client MCP
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Model and agent tools npm Local 190 a week MIT
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ContextAtlas CLI and MCP server for code retrieval, project memory, and repository intelligence
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Git and code hosting npm Local MIT
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Local semantic search engine for any codebase. MCP + HTTP + file watcher. Reuses Ollama embeddings + Milvus vector storage.
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Search and retrieval (RAG) npm Local 182 a week MIT
SD
Sap Docs io.github.marianfoo/mcp-sap-docs Fast MCP server for unified SAP docs search (SAPUI5, CAP, OpenUI5, wdi5) with BM25 full-text search
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Docs and knowledge bases Official MCP Registry Local
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Figma to Frida MCP Server - Bridge between Figma Desktop MCP and design system components with Pinecone search
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Design and media npm Local MIT
RR
rag-rat io.github.cq27-dev/rag-rat Repository intelligence, code graph, history, papertrail, and cross-agent memory for coding agents.
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Memory and context Official MCP Registry · crates.io Local
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Query Markup Documents - On-device hybrid search for markdown files with BM25, vector search, and LLM reranking
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Search and retrieval (RAG) npm Local 3 a week MIT
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Personal knowledge brain for OpenClaw — SQLite + FTS5 + vector embeddings, MCP-native
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Search and retrieval (RAG) npm Local MIT
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Advanced codebase indexing and semantic search MCP server
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Developer tools Official MCP Registry · npm Local 41 a week APACHE-2.0
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Hanzo MCP Server - Unified tool surface with AI, cloud control, vector search, and multi-framework UI
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Search and retrieval (RAG) npm Local 153 a week MIT
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Keep the raw transcript. A local-first vault for coding-agent history — transcripts verbatim in git, indexed for hybrid search, served over MCP.
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Git and code hosting npm Local 144 a week MIT
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JavaScript AI SDK for OpenAI, Claude, Gemini and Vertex AI: chatbots, AI agents, RAG with vector databases, tool calling, MCP, image and speech.
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Search and retrieval (RAG) npm Local 144 a week APACHE
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Semantic codebase search engine with embedding-based ranking and MCP server
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Search and retrieval (RAG) npm Local 138 a week MIT
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LanceDB long-term memory MCP server with SiliconFlow/OpenAI-compatible embeddings.
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Search and retrieval (RAG) npm Local 136 a week MIT
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MCP server for RagClaw - exposes RAG tools to Codex, Claude, OpenCode
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Search and retrieval (RAG) npm Local MIT
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Local hybrid index (FTS5 + vector embeddings + AST graph) over a single sqlite file. Curate, ingest, retrieve.
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Search and retrieval (RAG) npm Local 127 a week MIT
KQ
ko-qmd io.github.tak-bro/ko-qmd Local hybrid search for Korean Markdown notes and Obsidian vaults — BM25 with Korean particle stripping, Hangul bigram FTS, Qwen3 vector search and LLM reranking, as CLI, MCP server and SDK
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Search and retrieval (RAG) npm Local 118 a week MIT
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MCP server for SOLAPI document search and integration
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Office documents and spreadsheets npm Local 117 a week MIT
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Reusable MCP server + Chinese RAG pipeline toolkit (factory + Tool builder + error envelope + eval framework) for building internal and third-party MCP servers in TypeScript.
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Search and retrieval (RAG) npm Local 117 a week MIT