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MCP Catalog

Browse 812 Model Context Protocol servers · Knowledge & Memory · MIT LicenseClear

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CategoryAllData & Databases· 2,860Development & Coding· 2,793Search & Web· 2,475Finance & Crypto· 2,251Productivity & Docs· 2,207Commerce & Marketing· 2,197Cloud & DevOps· 2,043Knowledge & Memory· 1,825Security· 1,810AI & Machine Learning· 1,664Media & Design· 1,068Communication & Messaging· 832Browser & Automation· 668Other· 280
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ConnapseOfficial
io.github.Destrayon/connapse

Self-hosted knowledge backend for AI agents with hybrid search and MCP tools

Knowledge & MemoryAI & Machine Learning
LAMB14C#v0.3.2oci
Codebase MemoryOfficial
io.github.DeusData/codebase-memory-mcp

Codebase knowledge graph for AI agents — 159 languages, sub-ms queries, 99% fewer tokens.

Development & CodingKnowledge & Memory
LAMA27.1KCv0.8.1npmpypi
A Mem MCPOfficial
io.github.DiaaAj/a-mem-mcp

Self-evolving memory system for AI agents

Knowledge & MemoryAI & Machine Learning
LAMC34Pythonv0.2.1pypi
Sports Context ProtocolOfficial
io.github.Dswane/sports-context-protocol

Self-learning operational context layer for AI sports agents. Profile 001: golf.

AI & Machine LearningKnowledge & Memory
LAMB0TypeScriptv0.1.2npm
NebulamindOfficial
io.github.DuhoKim/nebulamind

AI astronomy wiki with open agent peer-review. Vote on evidence, propose edits, earn reputation.

Knowledge & MemoryAI & Machine Learning
LAMA2Pythonv0.1.0npm
LocusOfficial
io.github.EDKarlsson/locus

Hierarchical markdown memory palace for AI agents — structured palace navigation via MCP tools.

Knowledge & Memory
LAMC0Pythonv0.6.2pypi
MCPOfficial
io.github.EduBase/MCP

EduBase MCP server

Knowledge & Memory
LAMB27TypeScriptv1.2.5npmremote
Forage - MCP Server for AI AgentsOfficial
io.github.ErnestaLabs/forage

Web intelligence, verified B2B contacts, and a persistent knowledge graph for AI agents.

Search & WebKnowledge & Memory
LAMB0JavaScriptv1.0.2remote
ontomicsOfficial
io.github.EtienneChollet/ontomics

Index your codebase's domain knowledge. 20x fewer tokens, 10x faster.

Development & CodingKnowledge & Memory
LAMB40Rustv0.3.1npm
StellavaultOfficial
io.github.Evanciel/stellavault

Local-first MCP server: Claude searches, asks & drafts from your Obsidian vault. 21 tools, no keys.

Knowledge & MemorySearch & Web
LAMA3TypeScriptv0.8.5npm
methods-mcpOfficial
io.github.FlynnLachendro/methods-mcp

MCP server for structured methods extraction + reproducibility heuristics on academic papers.

Development & CodingKnowledge & Memory
LAMA0Pythonv0.1.7pypi
Hebbian MindOfficial
io.github.For-Sunny/hebbian-mind-enterprise

Associative memory via Hebbian learning. Connections strengthen through use, decay through disuse.

Knowledge & MemoryAI & Machine Learning
LAMC6Pythonv2.3.2pypi
Academic Research Intelligence MCPOfficial
io.github.FoundryNet/academic-intel-mcp

Academic paper search, scientific literature, citation analysis, arXiv & semantic related-work.

Search & WebKnowledge & Memory
LAMA0Pythonv1.0.0remote
Fact Verification MCPOfficial
io.github.FoundryNet/fact-check-mcp

Verify claims with verdict, confidence & cited sources; batch verify, source checks, daily brief.

Search & WebKnowledge & Memory
LAMA0Pythonv1.0.0remote
CacheoverflowOfficial
io.github.GetCacheOverflow/cacheoverflow

MCP server for cache.overflow - AI agents sharing knowledge with AI agents

Knowledge & MemoryAI & Machine Learning
LAMC18TypeScriptv0.5.5npm
Agent RecallOfficial
io.github.Goldentrii/agent-recall

Correction-first agent memory. Precision KPI tracks if agents heed warnings. 5 layers, local-only.

Knowledge & MemoryAI & Machine Learning
LAMA307JavaScriptv3.4.31npm
Fresh JotsOfficial
io.github.Goran-Arsov/freshjots-mcp

Read and write your Fresh Jots notes from Claude, Cursor, and any MCP client.

Productivity & DocsKnowledge & Memory
LAMA0JavaScriptv0.1.3npmremote
LexOfficial
io.github.Guffawaffle/lex

Episodic memory and architectural policy for AI agents. Frames, Atlas, and Policy.

Knowledge & MemoryAI & Machine Learning
LAMA0TypeScriptv1.0.2npm
Woody MCPOfficial
io.github.Gunsmith-Academy/woody-mcp

Woody, the AI firearms expert. Verified specs, legal lookups, and knowledge base.

Knowledge & Memory
LAMA0Pythonv1.0.3pypi
EngramOfficial
io.github.HBarefoot/engram

Local-first persistent memory for AI agents — SQLite + local embeddings, MCP-native, no cloud.

Knowledge & Memory
LAMA6JavaScriptv1.6.3npm
AkfOfficial
io.github.HMAKT99/akf

Trust metadata for AI agents — check files before building on them, stamp verified work.

SecurityKnowledge & Memory
LAMA13Pythonv1.5.0pypi
Product CliOfficial
io.github.Hafeok/product-cli

Knowledge graph CLI for managing features, ADRs, and test criteria as MCP-discoverable artifacts.

Knowledge & MemoryProductivity & Docs
LAMA6Rustv0.2.0mcpb
VelociragOfficial
io.github.HaseebKhalid1507/velocirag

Lightning-fast RAG for AI agents. 4-layer fusion, ONNX Runtime, sub-200ms search.

AI & Machine LearningKnowledge & Memory
LAMC10Pythonv0.7.4pypi
Strajkpolski MCPOfficial
io.github.Hei33enberg/strajkpolski-mcp

Verified Polish open data for AI agents: debt, budget, 460 MPs, votings, judiciary search, RAG.

Data & DatabasesKnowledge & Memory
LAMA1TypeScript1,299/mo15 toolsv0.4.4npmremote