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Category Find a category Search and retrieval (RAG) 1829 Memory and context 312 Docs and knowledge bases 182 Office documents and spreadsheets 178 Model and agent tools 149 Developer tools 144 Databases 130 Design and media 79 Files and storage 78 Coding agent tools 59

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Search and retrieval (RAG)
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VectorCache Semantic Vector Cache io.github.pgalyen1987/vectorcache

x402-gated semantic vector cache for agent swarms: Redis-backed similarity lookup. Paid in USDC.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
Pensieve io.github.praveen-ilangovan/pensieve

Manually-triggered, self-organising personal memory for AI agents; SQLite, no vector DB.

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Databases Official MCP Registry · PyPI Local
Llmstxt Doc Search io.github.praveenc/llmstxt-doc-search

BM25 search over llms.txt doc indexes (Strands, Kiro, AWS); sources addable at runtime.

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Cloud platforms Official MCP Registry Local
DocPull io.github.raintree-technology/docpull

Sync public web sources into cited context packs for AI agents, RAG, and MCP clients.

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Search and retrieval (RAG) Official MCP Registry Local
Docsonar io.github.ribhav-jain/docsonar

Local document search over your folders: hybrid keyword+semantic, fully offline, read-only

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Files and storage Official MCP Registry Local
RTFM io.github.roomi-fields/rtfm

Local retrieval for AI agents: index code, docs, PDFs, data in SQLite; 24 parsers, served via MCP.

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Databases Official MCP Registry Local
trelix io.github.sairam0424/trelix

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

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Search and retrieval (RAG) Official MCP Registry · PyPI Local
amu-pgvector io.github.sangaraju1988/amu-pgvector

Lineage-gated agent memory tools on Postgres + pgvector, enforced by row-level security.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
Vexor io.github.scarletkc/vexor

A semantic search engine for files and code.

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Files and storage Official MCP Registry Local
SeekLink io.github.simonsysun/seeklink

Local read-only semantic search for Markdown vaults through MCP.

Version check not run yet

Office documents and spreadsheets Official MCP Registry Local
M3 Memory io.github.skynetcmd/m3-memory

Local-first, cloud-friendly memory — 100+ tools, 99.2% LongMemEval-S retrieval@8, hybrid search.

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Memory and context Official MCP Registry Local
Synapbus io.github.synapbus/synapbus

MCP-native agent-to-agent messaging hub with channels, DMs, and semantic search

Not checked yet

Communication and chat Official MCP Registry · Go modules
Pulse8 Ai Cortex Knowledge Vault io.github.synpulse8-opensource/pulse8-ai-cortex-knowledge-vault

Agent-native knowledge OS on Markdown: typed graph, hybrid search, and compiler over MCP.

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Developer tools Official MCP Registry Local
Telys — on-device memory io.github.thyn-ai/telys

Private on-device memory & retrieval for AI assistants — offline vector + lexical search.

Version check not run yet

Memory and context Official MCP Registry Local
Mem io.github.turbyho/mem-context

Temporal memory MCP server with LanceDB vector search, weight-decay scoring, and LLM consolidation

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Search and retrieval (RAG) Official MCP Registry Local
Vouch io.github.vouchdev/vouch

Git-native, review-gated knowledge base for LLM agents. Cited retrieval, audited writes.

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Git and code hosting Official MCP Registry Local
CrawlEyes MCP Server io.github.waiky-github/CrawlEyes

Web scraping & search for AI agents: extract, SearXNG search, rerank, robots compliance. No API key.

Version check not run yet

Web search and scraping Official MCP Registry Local
Contextweaver io.github.wchiway/contextweaver

Semantic code retrieval engine with hybrid search, context expansion, and 40+ language support.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
Magpie Search io.github.xfloukiex-lab/magpie-search

Federated local-first search across transcripts, files, KG, vectors and the web for AI agents.

Version check not run yet

Files and storage Official MCP Registry Local
Web2MD io.github.kanavsingla28/web2md-mcp

Turn any web page into clean Markdown, text or token-bounded RAG chunks (via RapidAPI).

Version check not run yet

Web search and scraping Official MCP Registry · npm Local MIT

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