MCP Servers
Connectors that give your AI agent hands — databases, browsers, email, payments, and every service in between.
Nauro
★ 4Persistent project context for AI coding agents: captures decisions, rationale, and rejected paths so agents stay consistent across Claude, Cursor, Codex, and any MCP enabled platform.
universal-memory
★ 4A vendor-agnostic cognitive persistence layer for AI agents. Eliminate the "repetition tax" by transporting your context, preferences, and history across sessions. Features an auto-adaptation engine that syncs global instructions to ensure operational cohesion and optimize token usage across any LLM or multi-agent workflow.
MemPlato
★ 4Remember everything. Stored on your device, not theirs.
Brain OS
★ 4Operational memory for AI agents that persists across sessions and tools.
AgenticMind
★ 4Auditable, self-improving knowledge & memory for AI agents over MCP — citation-enforced answers and a replayable why-trace, self-hosted on Postgres.
langmcp
★ 3A MCP server that connects with LangChain Checkpointers, Memory Stores to aid in monitoring and observability during development of AI Applications
Mnemos
★ 3Local-first MCP memory server with no external dependency, source citations and OKF/Markdown KB.
Statewave
★ 3MCP server for Statewave, an open-source memory runtime for AI agents. Provides persistent memory, context retrieval, and memory compilation through the Model Context Protocol.
AccInt
★ 3Local Work Model for AI agents that learns from real outcomes.
agentcairn
★ 3Local-first agent memory: a plain-Markdown Obsidian vault is the source of truth, with a rebuildable DuckDB index for hybrid BM25 + vector + graph recall.
Cosmos
★ 3your ai exocortex
Adaptive Recall
★ 3Adaptive MCP memory system for AI applications. Learns which retrieval strategies work for your data, scores results using cognitive science models, builds a knowledge graph automatically, and validates every parameter change against real query history before adopting it. Patent pending.
Citadel
★ 3Local-first encrypted memory for AI agents with cryptographic forgetting
trilium-mcp
★ 3Read and write a self-hosted TriliumNext knowledge base over its ETAPI. Ten tools: create/get/update/append/delete notes, full search, labels and relations.
Rekindle
★ 3A local MCP continuity engine that helps Claude Code pick up the thread across sessions.
MemHeaven
★ 2Self-hosted remote MCP memory server for ChatGPT and AI agents.
SynaMCPs
★ 2Provides a universal gateway for corporate AI tools, offering knowledge storage, access control, and proxying of external AI sources.
memo
★ 2Local-first long-term memory for coding agents — in-process embeddings (MLX/CPU), hybrid vector+BM25 search, markdown as source of truth. No cloud, no keys.
Memxus
★ 2One memory. Every AI. Nothing to install. Memxus works across Claude, ChatGPT, Cursor and Slack — and any app your team uses that needs to remember (Notion, Linear/Jira, Gmail, Salesforce/HubSpot, Intercom, Zendesk, Google Drive, Confluence, GitHub). No extension, no local setup, no repeated context. Save once. Remember everywhere.
Lorekeeper
★ 2Self-improving MCP memory server for AI agents. One command, no cloud, no config. Hybrid search, feedback loop quality system, dashboard UI, auto-linking knowledge graph. Gets better the more you use it.
Progi
★ 2Workflow engine that teaches your agent how YOU like to get things done.
TokenKnows
★ 2Capture AI coding sessions (Claude Code / Codex / Cursor) and distill them into weekly reports, ADRs and a knowledge graph — self-hosted.
Presence
★ 2Presence: cross-session memory and a verification gate for Claude Code
gjalla
★ 2Production-readiness for your AI coding agents. Set a rule once. Every agent in every repo follows it.
structured.sh
★ 2Self-hosted MCP server for persistent agent memory. Define typed schemas, write records, and query with SQL via DuckDB against Parquet files on disk.
AgentMemory
★ 2MCP-native memory layer for Claude Code, Cursor, Cline, Continue, and 16 other AI tools. Hybrid search (BM25 + pgvector + graph), self-hosted on Supabase + Vercel, 100% MIT, no paywall.
Memside
★ 1AI Continuity and Memory Hub
rag-rat
★ 1Provides local repo-intelligence by indexing source, symbols, call graphs, Git/GitHub history, and source-bound repo memories into a local database for coding agents.
hubd
★ 1The project tracker for teams of humans and AI agents — in plain files. MCP server + CLI, zero dependencies.
mindcore-memory-mcp
★ 1Long-term memory system for AI agents with semantic search, context management, and multi-format storage.