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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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gigachat-mcp io.github.theYahia/gigachat-mcp

MCP server for GigaChat — AI chat, embeddings, image generation (Russia)

Version check not run yet

Design and media Official MCP Registry · npm Local 24 a week MIT
Gctrl io.github.GCTRL-TECH/gctrl

Governed graph-native agent memory: knowledge extraction, fusion, hybrid RAG, scoped access tokens.

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Memory and context Official MCP Registry · npm Local 23 a week AGPL-3.0-OR-LATER
CoderSwap MCP Server io.github.njlnaet/coderswap-mcp-server

Build searchable AI research knowledge bases with hybrid vector search directly in Claude Desktop.

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Docs and knowledge bases Official MCP Registry · npm Local MIT
Claude Remind io.github.emretheus/claude-remind-mcp

Search past Claude Code conversations. Local BM25 over JSONL with one-click claude --resume.

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Browser automation Official MCP Registry · npm Local 21 a week MIT
ai·rete·rag com.ai-rete-rag/ai-rete-rag-mcp

Author rules from policy docs, then decide: a Rete engine gives the verdict, an LLM explains why.

100% up · 30 days

Search and retrieval (RAG) Official MCP Registry · PyPI Local Remote MIT
Algolia Search com.mcparmory/algolia-search

Search multiple indices, index data, and get personalized recommendations

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Search and retrieval (RAG) Official MCP Registry · PyPI Local MIT
Perplexity com.mcparmory/perplexity

Search the web, generate AI responses, and create embeddings with real-time information

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Web search and scraping Official MCP Registry · PyPI Local MIT
Pinecone com.mcparmory/pinecone

Create and manage vector database indexes, backups, and collections

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Search and retrieval (RAG) Official MCP Registry · PyPI Local MIT
Ragie com.mcparmory/ragie

Ingest, manage, and retrieve documents for RAG-powered AI applications

Version check not run yet

Office documents and spreadsheets Official MCP Registry · PyPI Local MIT
Opensolr com.opensolr/opensolr-mcp

Managed Apache Solr for agents: hybrid BM25+kNN search, server-side embeddings, RAG answers

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Search and retrieval (RAG) Official MCP Registry · PyPI Local MIT
Citadel dev.citadeldb/mcp

Encrypted-first embedded database with vector search and agent memory, exposed as MCP tools

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Memory and context Official MCP Registry · PyPI Local APACHE-2.0
Dubstrata io.github.MuzikayiseKhuzwayo/dubstrata

Dubstrata: Causal Financial & Narrative CDN providing Graph RAG & Deep Research Reports

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Search and retrieval (RAG) Official MCP Registry · npm Local MIT
Ckg io.github.Yarmoluk/ckg-mcp

97-domain knowledge graphs for AI agents — 4× F1 of RAG, 11× fewer tokens. MCP-native.

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Memory and context Official MCP Registry · PyPI Local MIT
Documentation Search io.github.alyiox/mcp-docs-ask

Local RAG MCP for markdown documentation. Retrieval only; host synthesizes answers.

Version check not run yet

Docs and knowledge bases Official MCP Registry · PyPI Local MIT
ExpertPack MCP io.github.brianhearn/ep-mcp

Serve ExpertPack knowledge packs over MCP with hybrid search, graph traversal and provenance.

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Search and retrieval (RAG) Official MCP Registry · PyPI Local APACHE-2.0
Hypermnesia io.github.cdeust/hypermnesia-mcp

Persistent memory for AI agents — 36 cited neuroscience mechanisms, local-first, hybrid retrieval.

Version check not run yet

Memory and context Official MCP Registry · PyPI Local MIT
Jev MCP io.github.freepik-company/jev-mcp

Typed decisions with Jev / System One via OpenRouter or TypeSafe: classify, verify, rerank, decide.

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Search and retrieval (RAG) Official MCP Registry · Go modules Local APACHE-2.0
Qai Consultant io.github.gvasile29/qai-consultant-mcp

Keyless local MCP server for QA: standards retrieval, effort estimation, doc review, test analysis.

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Developer tools Official MCP Registry · PyPI Local APACHE-2.0
Assurance io.github.i-ops-hq/assurance-mcp

Checks what an agent did NOT read. Coverage over a retrieval step or a folder.

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Files and storage Official MCP Registry · PyPI Local APACHE-2.0
Elasticsearch io.github.infoinlet-marketplace/mcp-elasticsearch

Read-only Elasticsearch/OpenSearch for AI agents — search, indices, mappings, count, health.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local MIT

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