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Category Find a category Search and retrieval (RAG) 1546 Memory and context 288 Docs and knowledge bases 160 Office documents and spreadsheets 144 Developer tools 133 Model and agent tools 122 Databases 107 Files and storage 69 Coding agent tools 55 Design and media 52

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jDataMunch MCP io.github.jgravelle/jdatamunch-mcp

Tabular data retrieval. Index CSV/Excel, query rows, aggregate. 99%+ savings vs raw file reads.

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Office documents and spreadsheets Official MCP Registry · PyPI Local LICENSEREF-JDATAMUNCH-DUAL-USE
Pdf io.github.jztan/pdf-mcp

Agentic RAG over one PDF or a whole folder: hybrid search, selective page reads, tables, OCR.

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Office documents and spreadsheets Official MCP Registry · PyPI Local MIT
OpenToonz MCP io.github.konkomaji/opentoonz-mcp

Animate in OpenToonz from an AI assistant: native vector levels, xsheet timing, rigs and physics.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · PyPI Local MIT
pgvector io.github.mittalpk/pgvector

Similarity search, hybrid search, and index management for pgvector-backed PostgreSQL tables

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Search and retrieval (RAG) Official MCP Registry · PyPI Local MIT
Opensearch io.github.mrfentmen/opensearch-mcp

Search OpenSearch indices, manage documents, check health and stats.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local MIT
Agent evidence io.github.probityai/agent-evidence-mcp

Offline, read-only tools that verify AI claims against evidence and replay conformance vectors.

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Search and retrieval (RAG) Official MCP Registry · PyPI Local APACHE-2.0
Dify io.github.salted-butter-joshua/dify-mcp

MCP server exposing Dify knowledge base retrieval to Cursor and other MCP clients

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Docs and knowledge bases Official MCP Registry · PyPI Local MIT
Crowdsentinel io.github.thomasxm/crowdsentinel-mcp-server

AI threat hunting & incident response for Elasticsearch/OpenSearch with endpoint & network forensics

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Search and retrieval (RAG) Official MCP Registry · PyPI Local GPL-3.0-ONLY
Superlocalmemory io.github.varun369/superlocalmemory

Local-first AI memory with knowledge graphs and hybrid search. 17+ AI tools via MCP. Free.

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Memory and context Official MCP Registry Local
Kibana io.github.mshegolev/kibana-mcp

Kibana/Elasticsearch MCP — log search, aggregations, index discovery, dashboards.

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Data warehouses and analytics Official MCP Registry · PyPI Local MIT
agentdb io.github.ruvnet/agentdb-7kqhjv

Self-learning vector memory for AI agents — single-file .rvf cognitive container with HNSW search, episodic Reflexion memory, causal graph + Cypher, 9 RL algorithms, Thompson Sampling bandit, 41 MCP t

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Search and retrieval (RAG) npm Local 72k a week MIT
ruvector io.github.ruvnet/ruvector-eg27y9

Self-learning vector database for Node.js — hybrid search, Graph RAG, FlashAttention-3, HNSW, 50+ attention mechanisms

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Search and retrieval (RAG) npm Local 72k a week MIT
Obsidian Hybrid Search io.github.flowing-abyss/obsidian-hybrid-search

Search Obsidian vaults with hybrid full-text, fuzzy, semantic, and graph retrieval.

Version check not run yet

Docs and knowledge bases Official MCP Registry · npm Local 565 a week MIT
Komplyt Zero io.github.Komplyzen/komplyt-zero

Persistent working memory for AI agents: a knowledge graph with semantic search and decay.

100% up · 30 days

Memory and context Official MCP Registry · npm Local Remote 510 a week APACHE-2.0
Search1API io.github.superagents-lab/search1api

Web search, agentic search, news, page retrieval, sitemaps, and trending topics through Search1API.

100% up · 30 days

Web search and scraping Official MCP Registry · npm Local Remote 487 a week MIT
Keymem io.github.donggyun112/keymem

Associative key-graph memory for LLM agents — recall by association, not vector similarity.

Version check not run yet

Memory and context Official MCP Registry · npm Local 481 a week MIT
Memento io.github.jee1/memento-mcp-server

Agent memory MCP server with 4-type cognitive memory, hybrid search, and TTL-based forgetting.

Version check not run yet

Memory and context Official MCP Registry · npm Local 423 a week MIT
Wso2 Docs io.github.iamvirul/wso2-docs-mcp-server

Semantic search over WSO2 docs (APIM, IS, MI, Choreo, Ballerina) via RAG and pgvector.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 340 a week APACHE-2.0
Cuba Memorys io.github.LeandroPG19/cuba-memorys

Persistent memory MCP server. 28 tools, BM25+MMR+OOD retrieval, tamper-evident audit, code graph.

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Memory and context Official MCP Registry Local
Memory Industry io.github.LeandroPG19/memory-industry

MemoryIndustry persistent memory MCP server: BM25+MMR retrieval and audit.

Version check not run yet

Memory and context Official MCP Registry Local

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