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Engram Cc io.github.Morous-Dev/engram-cc

Universal AI coding assistant memory — session handoff, SLM compression, and semantic retrieval.

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Coding agent tools Official MCP Registry · npm Local 29 a week AGPL-3.0-ONLY
Doctree io.github.joesaby/doctree-mcp

BM25 search + tree navigation over markdown docs for AI agents. No embeddings, no LLM calls.

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Search and retrieval (RAG) Official MCP Registry · npm Local 44 a week MIT
@jaylfc/qmd io.github.tobi/qmd-yd09j1

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 18 a week MIT
raglite-toolkit io.github.creatorpiyush/raglite

Build semantic search, multi-provider question answering, and REST APIs over your documents in a few lines of TypeScript.

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Office documents and spreadsheets npm Local 877 a week MIT
qmd-engine io.github.picassio/qmd-1

Hybrid search for markdown with BM25, vector search, and local or remote LLM reranking

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Search and retrieval (RAG) npm Local 869 a week MIT
@ggui-ai/mcp-apps-react-native io.github.ggui-ai/ggui-mcp-apps-react-native

React Native host helper for MCP Apps — components and hooks for embedding agent-generated UIs in mobile apps.

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Search and retrieval (RAG) npm Local 816 a week APACHE-2.0
Fusionpact Vectordb io.github.atul-fusionpact/fusionpact-vectordb

Hybrid vector + reasoning retrieval, agent memory, multi-agent orchestration, MCP server, and RAG.

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Model and agent tools Official MCP Registry · npm Local 26 a week APACHE-2.0
grepmax io.github.reowens/grepmax

Semantic code search for coding agents. Local embeddings, call graph tracing, compact code context.

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Search and retrieval (RAG) npm Local 799 a week APACHE-2.0
Memforge Memory io.github.volsier/memforge-memory

Team engineering memory for AI coding assistants. 47 MCP tools, pgvector semantic search.

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Coding agent tools Official MCP Registry · npm Local 8 a week MIT
codesift-mcp io.github.greglas75/codesift

MCP server for code intelligence — 146 tools for symbol search, call graph, semantic search, route tracing, community detection, LSP bridge, secret detection, conversation search, and Hono framework i

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Developer tools npm Local 709 a week BSL-1.1
Resume Evidence io.github.nimish14/resume-evidence-mcp

Retrieve grounded resume evidence for a job description using BM25 + evidence reranking

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Search and retrieval (RAG) Official MCP Registry · npm Local 6 a week MIT
Fcc Ecfs io.github.pipeworx-io/fcc-ecfs

FCC Electronic Comment Filing System public search and retrieval.

100% up · 30 days

Search and retrieval (RAG) Official MCP Registry · npm Local Remote 6 a week MIT
markdown-chroma io.github.studykit/vscode-markdown-chroma

Obsidian and MyST Markdown preview for VS Code, with saved-document CLI and MCP retrieval.

Version check not run yet

Office documents and spreadsheets npm Local 682 a week MIT
@gmickel/gno io.github.gmickel/gno

Local semantic search for your documents. Index Markdown, PDF, and Office files with hybrid BM25 + vector search.

Version check not run yet

Office documents and spreadsheets npm Local 679 a week MIT
mcp-rag-memory io.github.adyoi/mcp-rag-memory

RAG + Context Management MCP server: long-term memory, vector storage, knowledge retrieval. Run with npx, zero external APIs.

Version check not run yet

Search and retrieval (RAG) npm Local 677 a week MIT
File Processor io.github.IntelagentStudios/mcp-file-processor

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

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Utilities Official MCP Registry · npm Local 19 a week MIT
Searchcraft io.github.sathergate/searchcraft

Full-text search for Next.js. BM25 scoring and fuzzy matching, no external service.

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Search and retrieval (RAG) Official MCP Registry · npm Local 13 a week MIT
garnet-mcp io.github.tarazou9/garnet-mcp

RAG memory for LLM agents over Garnet Vector Sets: store text as embeddings, recall by meaning.

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Search and retrieval (RAG) Official MCP Registry · NuGet Local MIT
edhindex io.github.krishnasfdcc-a11y/edhindex

Local-first hybrid code search engine — 42 adapters, BM25 + vector + rerank, binary doc/image indexing, lazy background mode, MCP server

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Search and retrieval (RAG) npm Local 581 a week MIT
Keymaster io.github.AInoAKARI/keymaster-mcp

Read-only runtime secret retrieval from HashiCorp Vault via Keymaster for autonomous AI agents.

Version check not run yet

Security Official MCP Registry · npm Local 11 a week MIT

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