Memory and context MCP servers

4,035 servers

Give your client long-term memory: notes, knowledge graphs and vector stores.

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system-brain-mcp io.github.qebellavita/system-brain-mcp

MCP server that gives your coding agent a queryable, honest view of your own system — where code actually deploys, what's fabricated, what's open, whether the feedback loop closes, and what the eviden

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Memory and context npm Local 5 a week MIT
tech-memory-mcp io.github.myx0423/tech-memory-mcp

中文优先的 AI Agent 技术知识记忆 MCP Server

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Memory and context npm Local 5 a week MIT
zilliz-mcp-server io.github.alphe-ai/zilliz-mcp-server

Universal memory layer MCP server for Zilliz Cloud - enables continuous conversations across all LLMs and agents

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Search and retrieval (RAG) npm · PyPI Local 13 a week MIT
@soleri/forge io.github.adrozdenko/soleri-forge

Scaffold AI agents that learn, remember, and grow with you.

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Developer tools npm Local 7 a week APACHE-2.0
ai-raccoon io.github.arasz/ai-raccoon

An MCP server that gives AI agents persistent, project-scoped memory: a memory bank over sqlite-memory with hybrid vector+BM25 search, workspace sandboxes, a shared promotion tier, and optional S3/Azu

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Memory and context NuGet Local MIT
agentvault-tools io.github.hiroshic9-png/agentvault-y7f8gz

The essential MCP toolkit — web search, fetch, memory, calculator, and more. Zero API keys. One install.

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Web search and scraping npm Local 5 a week MIT
recallr io.github.flowdesktech/recallr

Local-first memory for every message you've ever sent. Index your inboxes; recall them from any AI.

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Memory and context npm Local 5 a week MIT
@zensystemai/multi-agent-memory-mcp io.github.zensystemai/multi-agent-memory

Persistent multi-path memory for AI agents — vector + BM25 keyword + entity graph search with RRF fusion, credential scrubbing, auto-consolidation, multi-backend storage (Qdrant + SQLite/Postgres)

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Memory and context npm Local 12 a week MIT
Pensyve io.github.major7apps/pensyve

Universal memory runtime for AI agents — episodic, semantic, and procedural memory.

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Memory and context Official MCP Registry · crates.io Local
@weavory/mcp io.github.deepakkts/weavory.ai

weavory.ai — Responsible-AI memory for agent swarms. Every belief signed, every decision auditable. MCP-native.

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Memory and context npm Local 6 a week APACHE-2.0
vibemaster-mcp io.github.snaiilydevelopment/vibemastermcp

The only MCP that makes Claude think like a senior engineer — memory, GSD planning, auto-review, quality scoring, GitHub Action CI. 58 tools.

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Git and code hosting npm Local 7 a week MIT
@sgraal/mcp io.github.sgraal-ai/core

AI agent memory governance MCP server — preflight validation before every action. Works with Claude Desktop, LangGraph, and any MCP-compatible client.

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Memory and context npm Local 7 a week APACHE-2.0
krusch-memory-mcp io.github.kruschdev/krusch_memory_mcp

A persistent, local-first semantic memory MCP server for IDEs, featuring dual SQLite/PostgreSQL support.

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Memory and context npm Local 7 a week MIT
cogxai io.github.cogxai/cogxai

CogxAI — Persistent memory SDK for AI agents. Store, recall, dream, and reflect. Stanford Generative Agents architecture on Supabase + pgvector.

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Memory and context npm Local 15 a week MIT
rag-memory-pg-mcp io.github.kshidenko/rag-memory-pg-mcp

PostgreSQL-based RAG Memory MCP Server with Supabase - knowledge graph + semantic search

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Memory and context npm Local 31 a week MIT
@asd412id/mcp-context-manager io.github.asd412id/mcp-context-manager

MCP tools for context management - summarizer, memory store, project tracker, checkpoints, and smart file loader

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Memory and context npm Local 11 a week MIT
@sudocode-ai/mcp io.github.sudocode-ai/sudocode-mcp

MCP server for sudocode, git-native context management for AI-assisted development

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Git and code hosting npm Local 14 a week APACHE-2.0
In Memoria io.github.pi22by7/in-memoria

Persistent codebase intelligence that gives AI assistants memory across sessions

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Developer tools Official MCP Registry Local
@iflow-mcp/drqedwards-pmll-memory-mcp io.github.drqedwards/ppm-dr1jat

PMLL Memory MCP Server v2.0.3 — persistent memory logic loop with short-term KV cache (peek pattern), Q-promise deduplication, Context+ long-term semantic memory graph, and solution engine. Four-way b

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Memory and context npm Local 7 a week MIT
claude-memex io.github.kokonuka/claude-memex

Long-term memory for Claude Code via MCP

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Memory and context npm Local 11 a week ISC
ai-agent-memory-system io.github.luckyjayjay/ai-memory

A memory management system for AI agents with session tracking, daily journals, and knowledge extraction

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Memory and context npm Local 6 a week MIT
luunix io.github.jiangzhewen/luunix

MCP runtime + package manager + memory layer - One MCP to rule them all

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Memory and context npm Local 30 a week MIT
@alie.me/mcp io.github.parimoody/alie_new-mcp

ALIE MCP server — read + write your second brain from any AI tool. v0.4 adds folders: alie_list_boards + alie_assign_to_board.

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Files and storage npm Local 4 a week APACHE-2.0
@ashkand/code-graph-mcp io.github.dorkian/code-graph-mcp

Local code-intelligence MCP server: index a mono-repo into a knowledge graph (routes, components, API calls, backend handlers) and answer structural questions in a fraction of the tokens.

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Developer tools npm Local 4 a week MIT
@buyhatke-dev/nitpick-mcp io.github.buyhatke/nitpick-mcp

Nitpick Testing MCP — agent-agnostic exploratory UI reviewer (host-is-brain, driver abstraction, persistent .qa/ memory)

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Developer tools npm Local 4 a week MIT
@comfucios/second-brain-mcp io.github.comfucios/second-brain-mcp

MCP server for any Markdown vault as a second brain (Obsidian, Foam, Logseq, plain files)

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Docs and knowledge bases npm Local 4 a week ISC
@dev-sajjad/agentctx io.github.dev-sajjad/agentctx

Agent Context Manager — manage context windows, memory, roles, token budgets, and multi-agent chains for Claude Code, Codex, Cursor, and any LLM-based agentic tool.

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Model and agent tools npm Local 4 a week MIT
@edobry/minsky io.github.edobry/minsky

The engineering organization around your AI agents — tasks, isolated sessions, adversarial review, memory, and decision routing, built as environment.

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Project management npm Local 4 a week MIT
@forked-online/platform-mcp io.github.mrvigneshvt/forked-online-platform-mcp

MCP server for the Forked Online platform — let AI agents (Claude Code, etc.) read & write projects, work items, todos, activities, and memories in your workspace, and log Playwright visual verificati

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Browser automation npm Local 4 a week MIT
@framexyz/frame-mcp io.github.framexyz/frame-skills-mcp

Frame's unified Model Context Protocol server for Claude Desktop and other MCP-capable clients. Exposes the team's Brain (memory, traversal, observability, server-backed PDF), the Frame virtual team (

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Memory and context npm Local 4 a week MIT
@fullstack-ai-infra/mem-mcp io.github.fullstack-ai-infra/mem

MCP server for mem — a portable, self-hosted memory plane for AI agents

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Project management npm Local 4 a week APACHE-2.0
@gilligantechinc/claude-memory io.github.gilligan-tech-inc/claude-memory

Persistent memory MCP server for Claude Code — local SQLite, no cloud

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Memory and context npm Local 4 a week MIT
@headai-dev/mcp-server io.github.headai/headai-mcp-server

MCP server for Headai Core Engine — knowledge graphs, skill analytics, recommendations, scorecards, and signals. Connect Claude, ChatGPT, or any MCP client to Headai's AI workforce intelligence APIs.

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Data warehouses and analytics npm Local 4 a week MIT
@holetex/memgw io.github.holetexvn/memgw

Shared long-term memory for AI coding agents. One store for Claude Code, Codex, opencode and anything that speaks MCP. Runs locally or on your own server.

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Coding agent tools npm Local 4 a week MIT
@iconsearch/mcp-server io.github.vhhvffgv176-hash/iconsearch-mcp-server

Project-aware icon search, SVG retrieval, memory, and repository audits for MCP coding agents.

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Design and media npm Local 4 a week MIT
@jairodri/huckleberry-inkstone io.github.huckleberry-ai/inkstone

Inkstone — MCP memory server with dream cycle for Huckleberry AI

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Memory and context npm Local 4 a week MIT
@jbarket/loomai io.github.sleepunit-agents/loom

MCP server for persistent AI agent identity and memory. Single-file sqlite-vec + local ONNX embeddings; zero external services.

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Search and retrieval (RAG) npm Local 4 a week AGPL-3.0-OR-LATER
@jeffs-brain/memory-mcp io.github.jeffs-brain/memory-ts

Model Context Protocol stdio server for @jeffs-brain/memory, exposing eleven memory tools with zero-config local and hosted modes.

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Memory and context npm Local 4 a week APACHE-2.0
@kovamind/mcp-server io.github.kovamind/mcp-server

MCP server for Kova Mind — use AI memory in Claude Desktop, Cursor, and more

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Memory and context npm Local 4 a week MIT
@lihangcz/dsh-fin-trace io.github.yiwufen/fin-trace-dsh-fin-trace

DeepSeek Harness (dsh) plugin embedding the fin-trace agent loop — multi-hop relationship reasoning over a financial knowledge graph, exposed as async tools (start/status/cancel)

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Model and agent tools npm Local 4 a week AGPL-3.0
@loregpt/mcp io.github.lore-gpt/lore-mcp

Model Context Protocol server for Lore — coordination memory for multi-agent AI systems. Exposes create_run, memory_write, and memory_pack as MCP tools over stdio.

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Memory and context npm Local 4 a week APACHE-2.0
@low-md/bridge io.github.low-md/low

LOW — local-first, owner-controlled encrypted Markdown memory for AI agents. MCP stdio bridge (early prototype).

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Office documents and spreadsheets npm Local 4 a week MIT
@mastishk/mcp io.github.mastishk-ai/mastishk-mcp

MCP server exposing Mastishk memory tools to Claude, Cursor, and Windsurf.

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Memory and context npm Local 4 a week APACHE-2.0
@mseep/its-over-9k io.github.bumblebiber/its-over-9k

Persistent memory and agent lifecycle for Claude Code — because sessions shouldn't start from zero.

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Memory and context npm Local 4 a week MIT
@oboyoff/memory-mcp io.github.oboyoff/memory-mcp

Persistent memory for AI agents via MCP

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Memory and context npm Local 4 a week MIT
@onenomad/paperclip-plugin-przm-memory io.github.onenomad-llc/paperclip-plugin-przm-memory

Give Paperclip agents long-term memory with przm Memory: search and save memories as agent tools, see related memories on issues, and save outcomes of finished issues automatically.

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Memory and context npm Local 4 a week APACHE-2.0
@open-brain-ai/mcp io.github.nickima2026/open-brain-mcp

MCP server exposing your Open Brain — search memories, query wiki entities, fetch daily diary entries, list action items. Built on the Selway Solutions Plaud → Supabase substrate.

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Memory and context npm Local 4 a week MIT
@openengram/mcp io.github.heybeaux/engram-mcp

MCP server for Engram — persistent memory for AI agents. Works with Claude Desktop, Cursor, and any MCP client.

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Memory and context npm Local 4 a week MIT