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Category Find a category Search and retrieval (RAG) 1576 Memory and context 289 Docs and knowledge bases 161 Office documents and spreadsheets 150 Developer tools 134 Model and agent tools 123 Databases 109 Files and storage 70 Coding agent tools 56 Design and media 53

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md-vision io.github.japlete/md-vision

Read markdown with inlined images and index headings for agentic RAG workflows.

Version check not run yet

Office documents and spreadsheets Official MCP Registry Local
Silica Core io.github.kiycoh/silica-core

Retrieval over the folder the session opened: files, search, read, code_pack, write_note.

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Files and storage Official MCP Registry Local
frugal-memory io.github.komakeule57-maker/frugal-memory

Memory for AI assistants in one SQLite file: full-text search, no vectors, no embeddings.

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Search and retrieval (RAG) Official MCP Registry Local
Spomory io.github.lyf-wxy/spomory

Explainable graph-retrieval memory engine with an RL-trained management policy.

100% up · 30 days

Memory and context Official MCP Registry Local Remote
Pikelet io.github.mcn92/pikelet

Search self-contained .pikelet knowledge artifacts over MCP — no vector DB, no embedding API.

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Search and retrieval (RAG) Official MCP Registry Local
Context Engine io.github.melonelish/context-engine

Compress logs, retrieval chunks, and code context into structured LLM-ready signal.

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Monitoring and observability Official MCP Registry Local
Memtomem io.github.memtomem/memtomem

Markdown-first long-term memory for AI agents. Hybrid BM25 + vector search, runs locally.

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Memory and context Official MCP Registry Local
Crg io.github.n24q02m/crg

Token-efficient code review knowledge graph: semantic search and call-graph resolution.

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Developer tools Official MCP Registry Local
Scholar RAG MCP io.github.notwhiteblank/scholar-rag-mcp

Academic paper knowledge-base MCP server: PDF ingest, vector search with reranking, KB management.

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Search and retrieval (RAG) Official MCP Registry · PyPI Local
VectorCache Semantic Vector Cache io.github.pgalyen1987/vectorcache

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

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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.

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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.

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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.

Version check not run yet

Memory and context Official MCP Registry Local

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