Memory & Knowledge
Vector stores, knowledge graphs, RAG, and persistent memory for agents.
100 tools indexed
topoteretes/cognee
by topoteretes
📇 🏠 - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
doobidoo/mcp-memory-service
by doobidoo
📇 🏠 - Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation
apecloud/ApeRAG
by apecloud
🐍 ☁️ 🏠 - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering
vectorize-io/hindsight
by vectorize-io
🐍 ☁️ 🏠 - Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory
Memory MCP Server
by Anthropic
Persistent knowledge graph memory for agents
CheMiguel23/MemoryMesh
by CheMiguel23
📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
agentic-mcp-tools/memora
by agentic-mcp-tools
🐍 🏠 ☁️ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management.
mcp-documentation-server
by andrea9293
MCP Documentation Server - Bridge the AI Knowledge Gap. ✨ Features: Document management • Gemini integration • AI-powered semantic search • File uploads • Smart chunking • Multilingual support • Zero
joplin-mcp
by alondmnt
MCP server for the Joplin note taking app
scraps
by boykush
Scraps is a portable CLI knowledge hub for managing interconnected Markdown documentation with Wiki-link notation.
cheat-engine-server-python
by bethington
MCP Cheat Engine Server — provides safe, structured read-only access to memory analysis and debugging functionality through the Model Context Protocol (MCP). For developers, security researchers, and
GistPad-MCP
by lostintangent
📇 🏠 - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the [GistPad VS Code extension](https://ak
mem0ai/mem0-mcp
by mem0ai
🐍 🏠 - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practic
graphlit-mcp-server
by graphlit
📇 ☁️ - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve relevant knowledge within an MCP client like Cursor, Windsu
pi22by7/In-Memoria
by pi22by7
📇 🦀 🏠 🍎 🐧 🪟 - Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust implementation with lo
redleaves/context-keeper
by redleaves
🏎️ 🏠 ☁️ 🍎 🪟 🐧 - LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-dimensional retrieval (vector/timeline/knowledge graph), short/long-
smith-and-web/obsidian-mcp-server
by smith-and-web
📇 🏠 🍎 🪟 🐧 - SSE-enabled MCP server for remote Obsidian vault management with 29 tools for notes, directories, frontmatter, tags, search, and link operations. Docker-ready with health monitoring.
Smart-AI-Memory/empathy-framework
by Smart-AI-Memory
🐍 🏠 - Five-level AI collaboration system with persistent memory and anticipatory capabilities. MCP-native integration for Claude and other LLMs with local-first architecture via MemDocs.
linxule/lotus-wisdom-mcp
by linxule
📇 🏠 ☁️ - Contemplative problem-solving using the Lotus Sutra's wisdom framework. Multi-perspective reasoning with skillful means, non-dual recognition, and meditation pauses. Available as local stdi
ragieai/mcp-server
by ragieai
📇 ☁️ - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
GetCacheOverflow/CacheOverflow
by GetCacheOverflow
📇 ☁️ - AI agent knowledge marketplace where agents share solutions and earn tokens. Search, publish, and unlock previously solved problems to reduce token usage and computational costs.
doobidoo/MCP-Context-Provider
by doobidoo
📇 🏠 - Static server that provides persistent tool-specific context and rules for AI models
omega-memory/omega-memory
by omega-memory
🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI coding agents with semantic search, auto-capture, cross-session learning, and intelligent forgetting. 12 MCP tools, local-first.
varun29ankuS/shodh-memory
by varun29ankuS
🦀 🏠 - Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices.
deusXmachina-dev/memorylane
by deusXmachina-dev
📇 ☁️ 🏠 🍎 - Desktop app that captures screen activity via event-driven screenshots, stores AI-generated summaries and OCR text locally in SQLite, and exposes your activity history to AI assistants v
silverbullet-mcp
by Ahmad-A0
A Model Context Protocol (MCP) server to interact with your SilverBullet notes and data.
mcp-server-webcrawl
by pragmar
MCP server tailored to connecting web crawler data and archives
JamesANZ/cross-llm-mcp
by JamesANZ
📇 🏠 - An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context across conversations.
JamesANZ/memory-mcp
by JamesANZ
📇 🏠 - An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing conversation memories with timestamps and LLM ide
dodopayments/contextmcp
by dodopayments
📇 ☁️ 🏠 - Self-hosted MCP server that indexes documentation from various sources and serves it to AI Agents with semantic search.
olgasafonova/mediawiki-mcp-server
by olgasafonova
🏎️ ☁️ 🏠 🍎 🪟 🐧 - Connect to any MediaWiki wiki (Wikipedia, Fandom, corporate wikis). 33+ tools for search, read, edit, link analysis, revision history, and Markdown conversion. Supports stdio and
CanopyHQ/phloem
by CanopyHQ
🏎️ 🏠 🍎 🪟 🐧 - Local-first AI memory with causal graphs and citation verification. Semantic search, confidence decay when code drifts, and zero network connections. Works across Claude Code, Cursor
ErebusEnigma/context-memory
by ErebusEnigma
🐍 🏠 🍎 🪟 🐧 - Persistent, searchable context storage across Claude Code sessions using SQLite FTS5. Save sessions with AI-generated summaries, two-tier full-text search, checkpoint recovery, and a
TechDocsStudio/biel-mcp
by TechDocsStudio
📇 ☁️ - Let AI tools like Cursor, VS Code, or Claude Desktop answer questions using your product docs. Biel.ai provides the RAG system and MCP server.
bitbonsai/mcp-obsidian
by bitbonsai
📇 🏠 🍎 🪟 🐧 - Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including search, batch operations, tag
cursor-notebook-mcp
by jbeno
Model Context Protocol (MCP) server designed to allow AI agents within Cursor to interact with Jupyter Notebook (.ipynb) files
HatmanStack/ragstack-mcp
by HatmanStack
🐍 ☁️ 🍎 🪟 🐧 - MCP server for RAGStack serverless knowledge bases. Search, chat with AI-generated answers, upload documents/media, scrape websites, and analyze metadata through an AWS-powered RAG pi
TeamSafeAI/LIFE
by TeamSafeAI
🐍 🏠 - Persistent identity architecture for AI agents. 16 MCP servers covering drives, emotional relationships, semantic memory with decay, working threads, learned patterns, journal, genesis (identi
memory-bank-mcp
by alioshr
A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.
hifriendbot/cogmemai-mcp
by hifriendbot
📇 ☁️ 🍎 🪟 🐧 - Persistent cognitive memory for Claude Code. Cloud-first with semantic search, AI-powered extraction, and project scoping. Zero local databases.
nicholasglazer/gnosis-mcp
by nicholasglazer
🐍 🏠 - Zero-config MCP server for searchable documentation. Loads markdown into SQLite (default) or PostgreSQL with FTS5/tsvector keyword search and optional pgvector hybrid semantic search.
michael-denyer/memory-mcp
by michael-denyer
🐍 🏠 🍎 🪟 🐧 - Two-tier memory with hot cache (instant injection) and cold semantic search. Auto-promotes frequently-used patterns, extracts knowledge from Claude outputs, and organizes via knowledg
hannesrudolph/mcp-ragdocs
by hannesrudolph
🐍 🏠 - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentatio
jinzcdev/markmap-mcp-server
by jinzcdev
📇 🏠 - An MCP server built on [markmap](https://github.com/markmap/markmap) that converts **Markdown** to interactive **mind maps**. Supports multi-format exports (PNG/JPG/SVG), live browser preview,
cryptosquanch/legends-mcp
by cryptosquanch
📇 🏠 🍎 🪟 🐧 - Chat with 36 legendary founders & investors (Elon Musk, Warren Buffett, Steve Jobs, CZ). AI personas with authentic voices, frameworks, and principles. No API key required.
MWGMorningwood/Central-Memory-MCP
by MWGMorningwood
📇 ☁️ - An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge graph for multiple developers using Azure Functions MCP triggers and Table storage.
pallaprolus/mendeley-mcp
by pallaprolus
🐍 ☁️ - MCP server for Mendeley reference manager. Search your library, browse folders, get document metadata, search the global catalog, and add papers to your collection.
mercurialsolo/counsel-mcp
by mercurialsolo
📇 ☁️ 🏠 🍎 🪟 🐧 - Connect AI agents to the Counsel API for strategic reasoning, multi-perspective debate analysis, and interactive advisory sessions.
pfillion42/memviz
by pfillion42
📇 🏠 🍎 🪟 🐧 - Visual explorer for [MCP Memory Service](https://github.com/doobidoo/mcp-memory-service) SQLite-vec databases. Browse, search, filter, edit memories with dashboard, timeline, UMAP pro
Memory-Plus
by Yuchen20
🧠 𝑴𝒆𝒎𝒐𝒓𝒚-𝑷𝒍𝒖𝒔 is a lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers wo
conversation-handoff-mcp
by trust-delta
📇 🏠 - Hand off conversation context between Claude Desktop projects and across MCP clients. Memory-based, no file clutter.
MyAgentHubs/aimemo
by MyAgentHubs
🏎️ 🏠 🍎 🪟 🐧 - Zero-dependency MCP memory server. Single binary, 100% local, no Docker.
pomazanbohdan/memory-mcp-1file
by pomazanbohdan
🦀 🏠 🍎 🪟 🐧 - A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based memory for AI agents.
mcp-openmemory
by baryhuang
Simple standalone MCP server giving Claude the ability to remember your conversations and learn from them over time.
pinecone-io/assistant-mcp
by pinecone-io
🎖️ 🦀 ☁️ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
tomohiro-owada/devrag
by tomohiro-owada
🏎️ 🏠 🍎 🪟 🐧 - Lightweight local RAG MCP server for semantic vector search over markdown documents. Reduces token consumption by 40x with sqlite-vec and multilingual-e5-small embeddings. Supports f
bluzername/lennys-quotes
by bluzername
📇 🏠 - Query 269 episodes of Lenny's Podcast for product management wisdom. Search 51,000+ transcript segments with YouTube timestamps. Perfect for PRDs, strategy, and PM career advice.
ThinkMem
by RickoNoNo3
AI Memory Management MCP System for LLMs - 让LLM善用思考,善用记忆
timowhite88/farnsworth-syntek
by timowhite88
📇 ☁️ - 7-layer recursive agent memory with context branching, holographic recall, dream consolidation, and on-chain persistence. MCP-native with 10 tools for persistent agent cognition.
kaliaboi/mcp-zotero
by kaliaboi
📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
mattjoyce/mcp-persona-sessions
by mattjoyce
🐍 🏠 - Enable AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations. Built-in timer management and performance
0xshellming/mcp-summarizer
by 0xshellming
📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
nowledge-mem
by nowledge-co
Memory and context manager just works.
chatmcp/mcp-server-chatsum
by chatmcp
Query and summarize your chat messages with AI prompts.
unibaseio/membase-mcp
by unibaseio
📇 ☁️ - Save and query your agent memory in distributed way by Membase
louis030195/easy-obsidian-mcp
by louis030195
📇 🏠 🍎 🪟 🐧 - Interact with Obsidian vaults for knowledge management. Create, read, update, and search notes. Works with local Obsidian vaults using filesystem access.
jcdickinson/simplemem
by jcdickinson
🏎️ ☁️ 🐧 - A simple memory tool for coding agents using DuckDB and VoyageAI.
topskychen/tilde
by topskychen
🐍 🏠 - Your AI agents' home directory — privacy-first MCP server for portable AI identity. Configure once, use everywhere. It supports profile management, skills, resume import, and team sync.
harrison/ai-counsel
by harrison
🐍 🏠 🍎 🪟 🐧 - Deliberative consensus engine enabling multi-round debate between AI models with structured voting, convergence detection, and persistent decision graph memory.
contextstream/mcp-server
📇 ☁️ 🍎 🪟 🐧 - Universal persistent memory for AI coding tools. Semantic code search, knowledge graphs, impact analysis, decision tracking, and 60+ MCP tools. Works across Cursor, Claude Code, Winds
learn-mcp
by yanqinghong
学习 ModelContextProtocol 协议
@modelcontextprotocol/server-budget-allocator
by ochafik
Budget allocator MCP App Server with interactive visualization
hyper-mcp-shell
by dadigua
A shell for the ModelContextProtocol
@modelcontextprotocol/server-transcript
by ochafik
MCP App Server for live speech transcription
@iflow-mcp/ref-tools-mcp
by chatflowdev
ModelContextProtocol server for Ref
@modelcontextprotocol/server-threejs
by ochafik
Three.js 3D visualization MCP App Server
@modelcontextprotocol/server-basic-solid
by ochafik
Basic MCP App Server example using Solid
@modelcontextprotocol/server-basic-vue
by ochafik
Basic MCP App Server example using Vue
dapp-local-mcp
by transkarpation
A stdio MCP server using @modelcontextprotocol/sdk
@elijahtynes/reliefweb-mcp-server
by elijah-tynes
ModelContextProtocol (MCP) server for ReliefWeb humanitarian information service
agent5ive-mcp
by agent5ive
An MCP server for Agent5ive, built with the official @modelcontextprotocol/sdk.
ref-mcp-cli
by aryan877
ModelContextProtocol server for Ref
merkl-mcp
by domchan
MCP server exposing Merkl opportunities via @modelcontextprotocol/sdk
@modelcontextprotocol/server-customer-segmentation
by ochafik
Customer segmentation MCP App Server with filtering
@modelcontextprotocol/server-basic-preact
by ochafik
Basic MCP App Server example using Preact
@modelcontextprotocol/server-cohort-heatmap
by ochafik
Cohort heatmap MCP App Server for retention analysis
@modelcontextprotocol/server-scenario-modeler
by ochafik
Financial scenario modeling MCP App Server
valjs-mcp-beta
by thomasdavis
ModelContextProtocol server for enhancing JSON Resumes
@platformatic/mcp
by matteo.collina
Scalable Fastify adapter for the Model Context Protocol (MCP)
@irsooti/mcp
by irsooti
A set of tools to work with ModelContextProtocol
@xiaozhi-client/mcp-core
by GitHub Actions
MCP 协议核心实现,提供服务连接和管理功能
@commercetools/commerce-mcp
by GitHub Actions
A command line tool for setting up commercetools MCP server
@sum-modelcontextprotocol/sum-number
by fiaz230
MCP server for summing two numbers
@atom8n/inspector
by atom8n
Model Context Protocol inspector
@gleanwork/mcp-config-schema
by steve-calvert-glean
Type-safe schemas and builders for MCP client configurations
@everstateai/mcp
by rshambaugh
Everstate MCP server - persistent AI coding memory. Run 'npx @everstateai/mcp setup' to configure.
contextforge-mcp
by alfredoizjr
Intelligent contextual memory MCP server for developers
@smithery/cli
by GitHub Actions
An NPX command to install and list Model Context Protocols from Smithery
xmcp
by valentinabearzotti
The MCP framework
@telvok/librarian-mcp
by kamillion
Knowledge capture MCP server - remember what you learn with AI