Memory & Knowledge
Vector stores, knowledge graphs, RAG, and persistent memory for agents.
100 tools indexed
topoteretes/cognee
by topoteretes
đ đ - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
vectorize-io/hindsight
by vectorize-io
đ âī¸ đ - Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory
apecloud/ApeRAG
by apecloud
đ âī¸ đ - 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
doobidoo/mcp-memory-service
by doobidoo
đ đ - Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation
Memory MCP Server
by Anthropic
Persistent knowledge graph memory for agents
agentic-mcp-tools/memora
by agentic-mcp-tools
đ đ âī¸ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management.
CheMiguel23/MemoryMesh
by CheMiguel23
đ đ - Enhanced graph-based memory with a focus on AI role-play and story generation
mcp-documentation-server
by andrea9293
MCP Documentation Server - Bridge the AI Knowledge Gap. ⨠Features: Document management âĸ Gemini integration âĸ AI-powered semantic search âĸ File uploads âĸ Smart chunking âĸ Multilingual support âĸ Zero
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
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.
redleaves/context-keeper
by redleaves
đī¸ đ âī¸ đ đĒ đ§ - LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-dimensional retrieval (vector/timeline/knowledge graph), short/long-
graphlit-mcp-server
by graphlit
đ âī¸ - 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
đ đĻ đ đ đ§ đĒ - Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust implementation with lo
mem0ai/mem0-mcp
by mem0ai
đ đ - 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
GistPad-MCP
by lostintangent
đ đ - 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
GetCacheOverflow/CacheOverflow
by GetCacheOverflow
đ âī¸ - 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.
smith-and-web/obsidian-mcp-server
by smith-and-web
đ đ đ đĒ đ§ - 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.
omega-memory/omega-memory
by omega-memory
đ đ đ đĒ đ§ - Persistent memory for AI coding agents with semantic search, auto-capture, cross-session learning, and intelligent forgetting. 12 MCP tools, local-first.
linxule/lotus-wisdom-mcp
by linxule
đ đ âī¸ - 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
varun29ankuS/shodh-memory
by varun29ankuS
đĻ đ - Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices.
Smart-AI-Memory/empathy-framework
by Smart-AI-Memory
đ đ - 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.
deusXmachina-dev/memorylane
by deusXmachina-dev
đ âī¸ đ đ - 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
ragieai/mcp-server
by ragieai
đ âī¸ - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
doobidoo/MCP-Context-Provider
by doobidoo
đ đ - Static server that provides persistent tool-specific context and rules for AI models
mcp-server-webcrawl
by pragmar
MCP server tailored to connecting web crawler data and archives
silverbullet-mcp
by Ahmad-A0
A Model Context Protocol (MCP) server to interact with your SilverBullet notes and data.
dodopayments/contextmcp
by dodopayments
đ âī¸ đ - Self-hosted MCP server that indexes documentation from various sources and serves it to AI Agents with semantic search.
JamesANZ/cross-llm-mcp
by JamesANZ
đ đ - 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
đ đ - 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
TechDocsStudio/biel-mcp
by TechDocsStudio
đ âī¸ - 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.
memory-bank-mcp
by alioshr
A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.
cursor-notebook-mcp
by jbeno
Model Context Protocol (MCP) server designed to allow AI agents within Cursor to interact with Jupyter Notebook (.ipynb) files
nicholasglazer/gnosis-mcp
by nicholasglazer
đ đ - 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
đ đ đ đĒ đ§ - 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
hifriendbot/cogmemai-mcp
by hifriendbot
đ âī¸ đ đĒ đ§ - Persistent cognitive memory for Claude Code. Cloud-first with semantic search, AI-powered extraction, and project scoping. Zero local databases.
ErebusEnigma/context-memory
by ErebusEnigma
đ đ đ đĒ đ§ - 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
CanopyHQ/phloem
by CanopyHQ
đī¸ đ đ đĒ đ§ - 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
bitbonsai/mcp-obsidian
by bitbonsai
đ đ đ đĒ đ§ - 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
olgasafonova/mediawiki-mcp-server
by olgasafonova
đī¸ âī¸ đ đ đĒ đ§ - 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
HatmanStack/ragstack-mcp
by HatmanStack
đ âī¸ đ đĒ đ§ - 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
đ đ - Persistent identity architecture for AI agents. 16 MCP servers covering drives, emotional relationships, semantic memory with decay, working threads, learned patterns, journal, genesis (identi
hannesrudolph/mcp-ragdocs
by hannesrudolph
đ đ - 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
đ đ - 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,
pallaprolus/mendeley-mcp
by pallaprolus
đ âī¸ - 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
đ âī¸ đ đ đĒ đ§ - Connect AI agents to the Counsel API for strategic reasoning, multi-perspective debate analysis, and interactive advisory sessions.
cryptosquanch/legends-mcp
by cryptosquanch
đ đ đ đĒ đ§ - 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
đ âī¸ - An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge graph for multiple developers using Azure Functions MCP triggers and Table storage.
pfillion42/memviz
by pfillion42
đ đ đ đĒ đ§ - 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
mcp-openmemory
by baryhuang
Simple standalone MCP server giving Claude the ability to remember your conversations and learn from them over time.
conversation-handoff-mcp
by trust-delta
đ đ - Hand off conversation context between Claude Desktop projects and across MCP clients. Memory-based, no file clutter.
Memory-Plus
by Yuchen20
đ§ đ´đđđđđ-đˇđđđ 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
MyAgentHubs/aimemo
by MyAgentHubs
đī¸ đ đ đĒ đ§ - Zero-dependency MCP memory server. Single binary, 100% local, no Docker.
pomazanbohdan/memory-mcp-1file
by pomazanbohdan
đĻ đ đ đĒ đ§ - A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based memory for AI agents.
pinecone-io/assistant-mcp
by pinecone-io
đī¸ đĻ âī¸ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
tomohiro-owada/devrag
by tomohiro-owada
đī¸ đ đ đĒ đ§ - 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
đ đ - 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 - 莊LLMå፿čīŧåį¨čްåŋ
timowhite88/farnsworth-syntek
by timowhite88
đ âī¸ - 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
đ âī¸ - A connector for LLMs to work with collections and sources on your Zotero Cloud
0xshellming/mcp-summarizer
by 0xshellming
đ âī¸ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
mattjoyce/mcp-persona-sessions
by mattjoyce
đ đ - Enable AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations. Built-in timer management and performance
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
đ âī¸ - Save and query your agent memory in distributed way by Membase
louis030195/easy-obsidian-mcp
by louis030195
đ đ đ đĒ đ§ - 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
đī¸ âī¸ đ§ - A simple memory tool for coding agents using DuckDB and VoyageAI.
topskychen/tilde
by topskychen
đ đ - 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
đ đ đ đĒ đ§ - Deliberative consensus engine enabling multi-round debate between AI models with structured voting, convergence detection, and persistent decision graph memory.
contextstream/mcp-server
đ âī¸ đ đĒ đ§ - 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
@iflow-mcp/modelcontextprotocol-servers-whois-mcp
by chatflowdev
MCP to lookup whois information
learn-mcp
by yanqinghong
åĻäš ModelContextProtocol å莎
@elizaos/plugin-mcp
by shawticus
ElizaOS plugin to integrate with MCP (Model Context Protocol) servers
@pepk/mcp-memory-sqlite
by pepk
Production-ready MCP memory server with SQLite WAL for thread-safe concurrent access. Drop-in replacement for @modelcontextprotocol/server-memory. Prevents race
@contextstream/mcp-server
by contextstreamio
ContextStream MCP server - v0.4.x with consolidated domain tools (~11 tools, ~75% token reduction). Code context, memory, search, and AI tools.
@unthread-io/mcp-server
by jake-unthread
Unthread MCP Server
@modelcontextprotocol/inspector-cli
by pcarleton
CLI for the Model Context Protocol inspector
@metorial/mcp-session
by tobihrbr
MCP session management for Metorial. Provides session handling and tool lifecycle management for Model Context Protocol.
flightradar-mcp-server
by skanda-yutori
A Model Context Protocol server for flight tracking and status information
@maz-ui/mcp
by louismazel
Maz-UI ModelContextProtocol Client
@yukkit/e2b-mcp-server
by GitHub Actions
A Model Context Protocol server
fastify-mcp-server
by GitHub Actions
Easily spin up Model Context Protocol (MCP) servers using Fastify
@modelcontextprotocol/server-transcript
by ochafik
MCP App Server for live speech transcription
@sum-modelcontextprotocol/sum-number
by fiaz230
MCP server for summing two numbers
@ag-ui/mcp-apps-middleware
by _mme
MCP Apps middleware for AG-UI that enables UI-enabled tools from MCP (Model Context Protocol) servers.
bc-telemetry-buddy-mcp
by waldobc
Model Context Protocol server for Business Central telemetry
@vibe-agent-toolkit/gateway-mcp
by jeffrdutton
MCP Gateway for exposing VAT agents through Model Context Protocol
@brxce/mcp-server
by intellieffect
Model Context Protocol (MCP) server for BRXCE workspace management
@modelcontextprotocol/server-basic-svelte
by ochafik
Basic MCP App Server example using Svelte
@modelcontextprotocol/server-cohort-heatmap
by ochafik
Cohort heatmap MCP App Server for retention analysis
@everstateai/mcp
by rshambaugh
Everstate MCP server - persistent AI coding memory. Run 'npx @everstateai/mcp setup' to configure.
@telvok/librarian-mcp
by kamillion
Knowledge capture MCP server - remember what you learn with AI
@modelcontextprotocol/ext-apps
by ochafik
MCP Apps SDK, Enable MCP servers to display interactive user interfaces in conversational clients.
@traceloop/instrumentation-mcp
by galklm
MCP (Model Context Protocol) Instrumentation
@tmcp/session-manager
by pablopang
Session management for TMCP (TypeScript Model Context Protocol) transport implementations. This package provides the base classes and in-memory implementations
@heilgar/shadcn-ui-mcp-server
by heilgar
MCP server for shadcn/ui component references
ref-mcp-cli
by aryan877
ModelContextProtocol server for Ref
@xiaozhi-client/mcp-core
by GitHub Actions
MCP åčŽŽæ ¸åŋåŽį°īŧæäžæåĄčŋæĨåįŽĄįåčŊ
@voltagent/mcp-server
by omerfarukaplak
VoltAgent MCP server implementation for exposing agents, tools, and workflows via the Model Context Protocol.
@cmd8/excalidraw-mcp
by GitHub Actions
Model Context Protocol server for Excalidraw diagrams.