MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
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memory-enginegithub.com/qq1009128320-dotcom/memory-engineupdated this year
四层记忆引擎 (Memory Engine) — 让 Agent 越用越聪明
MIT ★ 1 -
Living memory system for AI assistants — SQLite + MCP with decay, learning, and knowledge graph
MIT ★ 1 -
A cyber brain for your AI. It never forgets a detail, remembers exactly what you said, and learns how you work over time. Free, local, works with Cursor, Claude Code, Codex, OpenClaw, Hermes and more. MIT.
MIT ★ 922 -
cheat-engine-mcpgithub.com/coffeegrind123/cheat-engine-mcpupdated this year
A HTTP MCP bridge plugin for Cheat Engine. 176 tools exposing CE's memory, scanning, debugging, and code-injection APIs to Claude Code and other MCP clients.
★ 2 -
project-memorygithub.com/hozakar/project-memoryupdated this year
Engineering decision memory for AI-assisted coding — captures the why behind your code
MIT -
Zero-Token-Waste Memory Engine, Knowledge Graph & Notes System for AI Coding Agents via MCP.
npm MIT -
Architectural Memory Engine, The Fast AST Indexer, The Constraint & Guardrail Engine, The Architecture Decision Record (ADR) Graph, Agent Execution Memory & Session Drift Recovery
MIT -
Durable, private, time-aware memory engine for long-running AI agents
MIT ★ 1 -
MCP server and CLI for Spector — Cognitive memory engine for AI agents
npm Apache-2.0 -
AI-native memory research MCP server for reverse engineering
pypi MIT -
memoryClawgithub.com/tostechbr/memoryClawupdated this year
Universal Memory & Context Engine (MCP Server) to give Long-Term Memory to AI Agents.
MIT ★ 8 -
A local memory engine any AI tool can use. You own the SQLite file.
npm MIT -
MCP server for AI coding agents — persistent engineering memory, knowledge compounding, and spec-driven development workflows. Part of TRW Framework.
NOASSERTION -
@iflow-mcp/drqedwards-pmll-memory-mcpgithub.com/drqedwards/ppmupdated this year
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 benchmarked: Combined Context+ + PMLL/peek delivers 36ms
npm MIT -
Local-first, code-aware engineering cognition for AI coding agents - persistent memory, contextual retrieval, and continuous cognition about your codebase.
MIT ★ 3 -
axmggithub.com/dchrnv/axmgactive
Deterministic Merkle DAG associative memory engine with Model Context Protocol (MCP) for local LLMs and autonomous agents.
AGPL-3.0 -
Persistent cross-project memory and phase-workflow engine for Claude Code — human-gated, local-first, event-sourced. Ships as a plugin.
★ 1 -
Memory for AI agents that never leaves your device. Local-first, end-to-end-encrypted, zero-telemetry memory engine (Rust, MCP) — gives Claude & any MCP client persistent cross-session memory.
MIT ★ 38 -
correxgithub.com/ozoz5/correxupdated this year
Specific intelligence for one person. MCP server that turns every correction you make to Claude into persistent, injectable memory — with an autonomous Ghost engine that learns from rejection.
NOASSERTION ★ 2 -
@irohalabs/irohagithub.com/iroha924/irohaupdated this year
Local-first Engineering Memory Graph for Claude Code and Codex.
npm Apache-2.0 -
Engineering memory MCP server for Claude Code — patterns, gotchas, and project knowledge that persist across sessions
pypi BUSL-1.1 -
Engineering memory for coding agents: the decisions, fixes and constraints behind your code, with who recorded them, the files and the commit, recalled by every agent on the team in Claude Code, Codex, Cursor, Copilot and 60+ MCP clients. Self-hosted community edition; Recallium Cloud at recallium.ai.
NOASSERTION ★ 58 -
CogniVaultgithub.com/gitstq/CogniVaultupdated this year
🧠 CogniVault - Lightweight AI Agent Semantic Memory Engine | 轻量级AI Agent语义记忆引擎 - Zero Dependencies, TF-IDF+BM25 Hybrid Search, Memory Lifecycle, Knowledge Graph, MCP Server
MIT -
Inspectable AI agent memory, context engineering and multi-agent orchestration with an MCP server and logical-fleet benchmarks
Apache-2.0 ★ 1 -
fusionpactgithub.com/fusionpacttech/fusionpact-vectordbupdated this year
The Agent-Native Retrieval Engine — Hybrid Vector + Reasoning + Memory for AI Agents. HNSW indexing, tree-based reasoning retrieval, built-in RAG, MCP server, multi-agent orchestration, and agent memory architecture.
npm Apache-2.0 -
kaigithub.com/Aurite-ai/kaiactive
🧠 Kai is a context engineering platform. It's persistent memory for AI coding copilots. Teach it once, surface context automatically. MCP server for Claude Code.
★ 8 -
Open-source, self-hosted MCP server for project intelligence, semantic search, context engineering, and persistent agent memory for AI coding agents.
Apache-2.0 ★ 5 -
Deterministic SQLite memory engine, physically sharded multi-tenant state graph, pre-turn context compiler & MCP server for local LLMs/SLMs (4B-14B) — zero vector DB
MIT -
Smart Context Engineering Gateway for AI agents: lossless tool-output compression, episodic memory folding and a reversible diet_ref vault (MCP server + OpenAI/Anthropic proxy + local dashboard)
MIT -
Local-first Governed Memory Engine for Codex, Antigravity & DSH (DeepSeek Harness). Conclusion-first progressive retrieval, automatic tool-error follow-up, compaction survival, counterexample circuit-breakers & native visual UI.
MIT ★ 1 -
@iflow-mcp/iwo-szapar-memoryosgithub.com/iwo-szapar/memory-osupdated this year
Open-source context engineering scanner for Claude Code. Scores 45 check layers across CLAUDE.md, skills, hooks, memory, and planning artifacts. Free local tools + paid upgrades via MemoryOS.
npm MIT -
Open-source context engineering scanner for Claude Code. Scores 45 check layers across CLAUDE.md, skills, hooks, memory, and planning artifacts. Free local tools + paid upgrades via MemoryOS.
npm MIT -
Decision-Graphgithub.com/tanyasinghp/Decision-Graphupdated this year
Engineering decision memory for your organization. Extract the why behind your code from PRs, issues, and commits, then ask natural-language questions - dg ask "Why was this built this way?" and get answers with evidence chains, not just what changed.
★ 1 -
Evidence-first local context engine for AI agents - durable project memory for code, documents, and model-adaptive ContextPacks.
NOASSERTION -
Empathetic AI engineering partner with cognitive memory, multi-agent orchestration (10 agents), 132-signal skill routing, and self-improving reflection loops. Built on Model Context Protocol. By Aldo Karendra.
MIT ★ 3 -
OCDgithub.com/Riko5652/OCDactive
OCD (Omni Coder Dashboard) v5.6.0 — AI memory engine with real semantic embeddings, 25 MCP tools, session guard, trace-to-evidence audit bot, Antigravity intelligence, cost visibility, smart routing, and proactive IDE interception. 100% local, zero API keys.
NOASSERTION ★ 3 -
Private. Free. Local. — Memory engine for personal AI agents.
pypi MIT -
Point a cross-model AI engineering team at your own codebases. The Agent OS keeps named AI maintainers' identity, memory and review across labs alive between sessions — the Brain Neo.mjs runs on itself. Multi-tenant: onboarding a codebase is a config entry, not a fork.
npm MIT ★ 12 -
Persistent engineering memory for coding agents over MCP.
pypi MIT ★ 7 -
Persistent spec-driven memory for AI coding assistants: engine, CLI, and MCP server (JSON-RPC 2.0 over stdio)
npm MIT -
smriti-dbgithub.com/labskrishna/smriti-dbupdated this year
Durable, private, time-aware memory engine for long-running AI agents
npm MIT -
zikkarongithub.com/amanhij/zikkaronupdated this year
Biologically-inspired persistent memory engine for Claude Code
pypi MIT -
Forgetting engine for AI agents — memory TTL, decay, eviction, audit. The opposite of memory programming.
npm MIT -
AI-Native 0-Token Causal Memory Engine 2.0 with SQLite WAL atomic transactions and MCP server
npm MIT -
AI-Native 0-Token Causal Memory Engine 2.0 with SQLite WAL atomic transactions and MCP server
npm MIT -
sensei-mcpgithub.com/amarodeabreu/sensei-mcpupdated this year
Multi-persona engineering mentor with 64 specialized AI personas orchestrating collaborative guidance, session memory, and git-aware context
pypi Apache-2.0 -
High-performance native cognitive memory engine (.ame) for AI Agents with fused vector-graph search, sub-millisecond mutations & MCP server
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cheatengine-mcp-bridgegithub.com/miscusi-peek/cheatengine-mcp-bridgeupdated this year
Connect your favorite AI agents directly to Cheat Engine via MCP. Automate reverse engineering, pointer scanning, and memory analysis using natural language.
MIT ★ 1,805 -
agentwolfgithub.com/PercivalLin/agentwolfupdated this year
Agent-neutral MCP runtime for virtual engineering teams with workflow gates, global memory, and traceable ChangeSets.
MIT -
TCP-enhanced fork of Cheat Engine MCP Bridge. Connect Cursor, Copilot and Claude AI directly to local or remote Cheat Engine via TCP. Automate reverse engineering, pointer scanning, and memory analysis using natural language.
MIT ★ 75 -
@iflow-mcp/kael-bit-engram-rsgithub.com/kael-bit/engram-rsupdated this year
MCP server for engram — hierarchical memory engine for AI agents
npm MIT -
LBrain by Metavolve Labs — AI-native engineering memory with the Lair Protocol.
pypi BSD-3-Clause -
Give your reverse-engineering agent a memory, a map, and receipts.
NOASSERTION ★ 2 -
Local-first memory engine for AI-agent teams — private/team/project ACL, associative recall, federated sync, and a built-in MCP server. One SQLite file, no LLM required. Apache-2.0.
Apache-2.0 ★ 9 -
@mnemo-mcp/coregithub.com/omermaksutii/mnemoupdated this year
Mnemo core — persistent semantic memory engine (ONNX embeddings + HNSW + sql.js)
npm MIT -
Trace anything running - dynamic reverse engineering for AI agents. MCP server + CLI with evidence records: hooks, syscalls, memory, network. The dynamic half of REA.
MIT ★ 1 -
alaya-mcpgithub.com/securityronin/alayaupdated this year
Alaya MCP Server — a memory engine for AI agents that remembers, forgets, and learns
npm MIT -
stonememgithub.com/thekeystoneproject/stonememupdated this year
Institutional memory engine for AI agents — compiled Rust MCP server with adapters for Hermes, CrewAI, LangGraph, Haystack, OpenHands, MS Agent Framework, and Google ADK
NOASSERTION ★ 1 -
YantrikDB — Cognitive memory for AI agents. Persistent semantic recall, knowledge graph, contradiction detection, and procedural learning. Ships as embeddable engine, network database, or MCP server.
pypi MIT -
dsm-mcpgithub.com/narelabs/dsm-mcpupdated this year
Dynamic Segmented Memory (DSM) engine for AI agents via Model Context Protocol (MCP).
MIT ★ 1