MCP Servers

Qwen-Agent

★ 16,700

A framework for developing LLM applications with capabilities like tool usage, planning, and memory, based on the Qwen model.

Memorix

★ 521

Cross-agent memory bridge with knowledge graph, workspace sync, and auto-memory hooks. Supports Windsurf, Cursor, Claude Code, Codex, and VS Code Copilot.

memtrace

★ 218

Memtrace gives AI coding agents structural memory — your codebase as a live knowledge graph so agents stop re-deriving code structure from scratch and start reasoning from fact.

Perfetto

★ 200

Turn natural language into powerful Perfetto trace analysis. Quickly explain jank, diagnose ANRs, spot CPU hot threads, uncover lock contention, and find memory leaks.

Omega Memory

★ 178

Persistent memory for AI coding agents with semantic search, contradiction detection, memory decay, and cross-session learning. 25 MCP tools, local-first, #1 on LongMemEval (95.4%).

MCP Memory Keeper

★ 128

A server for persistent context management in Claude AI coding assistants, using a local SQLite database for storage.

trace-mcp

★ 91

Framework-aware code intelligence server that builds a cross-language dependency graph from source code — 53 framework integrations across 68 languages, 100+ tools for navigation, impact analysis, refactoring, and session memory with up to 97% token reduction.

Sverklo

★ 76

Local-first code intelligence MCP server. Hybrid BM25 + ONNX vector search, symbol-level impact analysis, diff-aware PR review with risk scoring, and persistent memory tied to git state. 20 tools, MIT licensed.

OpenExp

★ 58

Q-learning memory for Claude Code. Persistent memory that learns which context helps you get work done. Memories that lead to productive sessions (commits, PRs, tests) earn higher retrieval rank automatically. 16 MCP tools, hybrid BM25 + vector + Q-value scoring, local-first with Qdrant + FastEmbed.

Data Structure Protocol (DSP)

★ 56

Graph-based long-term memory skill for AI (LLM) coding agents — faster context, fewer tokens, safer refactors

Volatility MCP

★ 49

Integrates Volatility 3 memory analysis with FastAPI and MCP, exposing memory forensics plugins via REST APIs.

widemem.ai

★ 47

Open-source AI memory layer with importance scoring, temporal decay, hierarchical memory, and YMYL prioritization

Volatility MCP Server

★ 38

An MCP server for memory forensics using the Volatility 3 framework.

Agentic Tools MCP Companion

★ 29

A VS Code extension with a GUI for the agentic-tools-mcp server, enhancing task and memory management.

MemGPT MCP Server

★ 27

A server that provides a memory system for LLMs, enabling persistent conversations with various providers like OpenAI, Anthropic, and OpenRouter.

MCP Memory Gateway (rlhf-feedback-loop)

★ 24

Local-first RLHF feedback loop for AI agents — capture preference signals, promote memories, block repeated mistakes, export DPO/KTO training pairs

SpecLock

★ 23

AI constraint engine — persistent memory + active enforcement. Stops AI from breaking locked code. Semantic conflict detection, file-level guards, session continuity. 19 MCP tools.

NeoCoder

★ 20

Enables AI assistants to use a Neo4j knowledge graph for standardized coding workflows, acting as a dynamic instruction manual and project memory.

SAME (Stateless Agent Memory Engine

★ 19

Your AI's memory shouldn't live on someone else's server — 12 MCP tools that give it persistent context from your local markdown, no cloud, no API keys, single binary.

Volatility3 MCP Server

★ 17

Perform advanced memory forensics analysis using Volatility3 via a conversational interface. Requires user-specified memory dump files.

nexus-agents

★ 16

Intelligent orchestration platform that routes tasks to the best AI model (Claude, Codex, Gemini, OpenCode) using LinUCB bandits, validates through consensus voting, and learns from outcomes. 29 MCP tools, dev pipeline, 8 memory backends.

Hoofy

★ 15

Your AI development companion. An MCP server that gives your AI persistent memory, structured specifications, and adaptive change management — so it builds what you actually want.

Claude Code Buddy (CCB)

★ 14

Add persistent project memory and smart task routing to Claude Code. Stop repeating context every session - Claude finally remembers your architecture, decisions, and patterns forever. 100% local, 17 MCP tools.

BrainBox

★ 13

Hebbian memory for AI agents — learns file access patterns, builds neural pathways, predicts next tools/files, saves tokens

AXME Code

★ 13

Persistent project memory + architectural decisions + pre-execution safety hooks for Claude Code. Local-only storage, multi-repo workspace, automatic knowledge extraction via background auditor.

operant-mcp

★ 12

Security testing MCP server with 51 tools for penetration testing, network forensics, memory analysis, and vulnerability assessment.

Knowledge Graph

★ 11

A knowledge graph-driven persistent memory layer for coding agents and LLM workflows.

Claude Code Memory Server

★ 11

A Neo4j-based MCP server providing persistent memory and contextual assistance for Claude Code.

ScreenHand

★ 10

Native desktop + browser automation MCP server with 82 tools — accessibility APIs (macOS/Windows), Chrome DevTools Protocol, anti-detection, memory, jobs, and reusable playbooks.

ejentum-mcp

★ 9

Reasoning Harness for agentic AI: 4 cognitive modes (reasoning, code, anti-deception, memory), 679 engineered abilities served as MCP tools, runtime scaffold injection.