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Category Find a category Search and retrieval (RAG) 1793 Memory and context 311 Docs and knowledge bases 181 Office documents and spreadsheets 173 Model and agent tools 147 Developer tools 142 Databases 127 Files and storage 77 Design and media 75 Coding agent tools 58

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Search and retrieval (RAG)
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Neuledge io.github.neuledge/context

Local-first documentation for AI agents. Offline, instant, private doc retrieval.

Version check not run yet

Docs and knowledge bases Official MCP Registry Local
Codeseeker io.github.jghiringhelli/codeseeker

Graph-powered code intelligence with semantic search and knowledge graph for AI assistants

Version check not run yet

Developer tools Official MCP Registry · npm Local 146 a week APACHE-2.0
Vecline io.github.shunyagatha/vecline

Local-first image, vector and document toolkit that measures its own output. Nothing uploaded.

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Office documents and spreadsheets Official MCP Registry · npm Local 140 a week MIT
CCRider io.github.neilberkman/ccrider

Full-text search, browse, and resume across your coding agent sessions (Claude Code, Codex, Amp)

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · Go modules Local MIT
Nvidia Nim io.github.david-eve-za/nvidia-nim-mcp

MCP server for NVIDIA NIM - 50+ LLMs, multimodal, image gen, embeddings, reranking

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 110 a week MIT
Rag Vault io.github.RobThePCGuy/rag-vault

Local RAG MCP server with hybrid search, PDF/DOCX support, and zero-config setup

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Search and retrieval (RAG) Official MCP Registry · npm Local 106 a week MIT
Google Surf io.github.HarimxChoi/google-surf-mcp

Web, academic and code search with graph RAG, data lineage, ontology and cross-project schema links.

Version check not run yet

Developer tools Official MCP Registry · npm Local 104 a week MIT
Cortex io.github.DanielBlomma/cortex

Local repo context for coding assistants with semantic search and graph relationships.

Version check not run yet

Coding agent tools Official MCP Registry · npm Local 94 a week MIT
MantisBT MCP Server io.github.dpesch/mantisbt-mcp-server

MantisBT MCP server – manage issues, notes, files, tags, and relationships. With semantic search.

Version check not run yet

Docs and knowledge bases Official MCP Registry · npm Local 85 a week MIT
Atomicreps io.github.atomicreps/atomicreps

Retrieval practice in your coding agent: one short question about what you just built.

100% up · 30 days

Search and retrieval (RAG) Official MCP Registry · npm Local Remote 83 a week MIT
Calibre io.github.caelum29/calibre-mcp

Calibre ebook library server: search, read content, curate metadata, semantic search, gated writes.

Version check not run yet

Design and media Official MCP Registry · npm Local 81 a week MIT
MCP AutoMem io.github.verygoodplugins/mcp-automem

Graph-vector memory for AI assistants using FalkorDB and Qdrant

Address set by you

Search and retrieval (RAG) Official MCP Registry · npm Local Remote 80 a week MIT
IT Glue io.github.mspstack/mcp-itglue

IT Glue MCP server for MSPs — documents, flexible assets, semantic vector search, RBAC, and BYOK

Version check not run yet

Office documents and spreadsheets Official MCP Registry · npm Local 79 a week MIT
Cyanheads io.github.cyanheads/cyanheads-mcp-server

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

100% up · 30 days

Search and retrieval (RAG) Official MCP Registry · npm Local Remote 75 a week APACHE-2.0
Iranti io.github.nfemmanuel/iranti

Persistent, shared memory for AI agents — facts, checkpoints, semantic search.

Version check not run yet

Memory and context Official MCP Registry · npm Local 113 a week AGPL-3.0-OR-LATER
Compendio io.github.RuloGB/compendio-mcp

Indexes your project's markdown docs and serves them to any agent via local hybrid search.

Version check not run yet

Docs and knowledge bases Official MCP Registry · npm Local 73 a week MIT
webEmbedding io.github.jongko54/web-embedding

Source-first URL clone, capture, rebuild, and fidelity verification tools.

100% up · 30 days

Search and retrieval (RAG) Official MCP Registry · npm Local Remote 72 a week MIT
DocsMint io.github.HiAi-gg/docsmint

Cloud or self-hosted knowledge for AI agents: hybrid search, reranking, GraphRAG, scoped MCP tools.

100% up · 30 days

Search and retrieval (RAG) Official MCP Registry · npm Local Remote 70 a week APACHE-2.0
Infino io.github.infino-ai/mcp-server

Keyword, semantic, hybrid, and SQL retrieval for AI agents, local or on Infino Cloud.

Version check not run yet

Databases Official MCP Registry · npm Local 67 a week APACHE-2.0
Vectros io.github.vectros-ai/mcp-server

Typed record store + hybrid search over MCP: deterministic lookups + semantic memory, per-customer.

Version check not run yet

Memory and context Official MCP Registry · npm Local 66 a week APACHE-2.0

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