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MCP servers tagged context-engineering

107 live MCP servers tagged "context-engineering", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with context-engineering.

107
live servers
53
avg trust
74K
most stars
1

Ragflow

infiniflow

RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

★ 74Kupdated 6 months agoApache-2.0
92
2

Openspec

Fission-AI

Spec-driven development (SDD) for AI coding assistants.

★ 26Kupdated 6 months agoMIT
92
3

topoteretes/cognee

topoteretes

Knowledge Engine for AI Agent Memory in 6 lines of code

★ 13Kupdated 6 months agoApache-2.0
92
4

apecloud/ApeRAG

apecloud

ApeRAG: Production-ready GraphRAG with multi-modal indexing, AI agents, MCP support, and scalable K8s deployment

★ 1.1Kupdated 6 months agoApache-2.0
92
5

Statespace

statespace-tech

Interactive web apps for AI agents

★ 818updated 6 months agoMIT
87
6

Context Space

context-space

Ultimate Context Engineering Infrastructure, starting from MCPs and Integrations

★ 803updated 10 months agoAGPL-3.0
87
7

Headroom

chopratejas

Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP s…

★ 622updated 6 months agoApache-2.0
87
8

Generator

context-hub

CTX: a tool that solves the context management gap when working with LLMs like ChatGPT or Claude. It helps developers organize and automatically collect information from their cod…

★ 302updated 6 months agoMIT
82
9

Powermem

oceanbase

PowerMem: Your AI-Powered Long-Term Memory — Accurate, Agile, Affordable. Also friendly support for the OpenClaw (Clawdbot) Memory Plugin.

★ 469updated 6 months agoNOASSERTION
80
10

Synalinks

SynaLinks

From idea to production in just few lines: Graph-Based Programmable Neuro-Symbolic LM Framework - a production-first LM framework built with decade old Deep Learning best practices

★ 418updated 6 months agoApache-2.0
80
11

Cocoindex Code

cocoindex-io

A super light-weight embedded code mcp (AST based) that just works - saves 70% token and improves speed for coding agent. 🌟 Star if you like it!

★ 238updated 6 months agoApache-2.0
80
12

Packmind

PackmindHub

Packmind seamlessly captures your engineering playbook and turns it into AI context, guardrails, and governance.

★ 216updated 6 months agoApache-2.0
80
13

Context Engineering For Multi Agent Systems

Denis2054

Save thousands of lines of code by building universal, domain-agnostic Multi-Agent Systems (MAS) through high-level semantic orchestration. This repository provides a production-r…

★ 180updated 6 months agoMIT
80
14

Codebase Context

PatrickSys

Local-first Second brain for AI agents working on your codebase - detects your team coding conventions and patterns, brings in persistent memory, code-generation checks, and hybr…

★ 29updated 6 months agoMIT
75
15

Dat

hexinfo

Asking yours data in a natural language way through pre-modeling (data models and semantic models).

★ 239updated 8 months agoApache-2.0
74
16

Tiger CLI

timescale

Tiger CLI is the command-line interface for Tiger Cloud. It includes an MCP server for helping coding agents write production-level Postgres code.

★ 93updated 6 months agoApache-2.0
74
17

Memory Journal MCP

neverinfamous

MCP server for AI Context + Project Intelligence. Overcome disconnected AI sessions with persistent project memory, triple search, knowledge graphs, and GitHub integration (Action…

★ 11updated 6 months agoMIT
72
18

Skillport

gotalab

Bring Agent Skills to Any AI Agent and Coding Agent — via CLI or MCP. Manage once, serve anywhere.

★ 326updated 7 months agoMIT
71
19

rushikeshmore/CodeCortex

rushikeshmore

Persistent codebase knowledge layer for AI agents. Pre-digests codebases into structured knowledge and serves via MCP. 27 languages, 14 tools, ~80% fewer tokens.

★ 1updated 6 months agoMIT
70
20

C0ntextkeeper

Capnjbrown

Automatic context preservation for Claude Code. Never lose work to compaction again. 7 hooks, 187 semantic patterns, 3 MCP tools.

★ 54updated 6 months agoMIT
69
21

Awesome Context Engineering

jihoo-kim

🔥 Comprehensive survey on Context Engineering: from prompt engineering to production-grade AI systems. hundreds of papers, frameworks, and implementation guides for LLMs and AI…

★ 105updated a year agoMIT
67
22

Prompt Pro

timothywarner-org

Master AI prompting for business innovation. O'Reilly Live Learning course by Tim Warner covering ChatGPT, Claude, Copilot, and enterprise prompt engineering with MCP implementati…

★ 35updated 6 months agoMIT
67
23

Context Engineering

timothywarner-org

Context Engineering: Build Consistent, Accurate, Predictable AI Systems

★ 17updated 6 months agoMIT
67
24

Memcp

maydali28

A persistent memory MCP server for Claude Code - Recursive Language Model integration for Claude Code inspired by MIT CSAIL paper

★ 7updated 6 months agoMIT
67
25

Athena Protocol

n0zer0d4y

An AI tech lead in server form—this intelligent MCP agent validates your coding agent's strategy, analyzes impact, and catches critical issues before any code is written. Like hav…

★ 6updated 8 months agoMIT
64
26

Gsd 2

A powerful meta-prompting, context engineering and spec-driven development system that enables agents to work for long periods of time autonomously without losing track of the big…

64
27

Spring AI Alibaba

Agentic AI Framework for Java Developers

64
28

JavaGuide

Java 面试 & 后端通用面试指南,覆盖计算机基础、数据库、分布式、高并发、系统设计与 AI 应用开发

64
29

Awesome Harness Engineering

Awesome list for AI agent harness engineering: tools, patterns, evals, memory, MCP, permissions, observability, and orchestration.

64
30

LLM Wiki Compiler

The knowledge compiler. Raw sources in, interlinked wiki out. Inspired by Karpathy's LLM Wiki pattern.

64
31

AI Agent Book

《深入理解 AI Agent:设计原理与工程实践》(李博杰 著)开源主仓库:全书正文、编译版 PDF 与按章配套代码

64
32

Haystack

Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over…

64
33

Cloud MCP Gateway

Cloud MCP gateway for brokering remote MCP clients to local GSD runtimes

62
34

Sharedcontext

Eversmile12

MCP server that gives AI coding assistants persistent cross-client memory. Facts and conversations stored in SQLite, encrypted with AES-256-GCM, synced to Arweave. No server, no a…

★ 41updated 6 months ago
61
35

Copilot Memory Store

timothywarner-org

Local JSON memory store for context engineering with GitHub Copilot and MCP clients. Includes CLI, MCP server, and custom VS Code agent.

★ 8updated 8 months agoMIT
59
36

Antigravity Skills

Empower agents with professional capabilities in specific fields (such as full-stack development, complex logic planning, multimedia processing, etc.) through modular Skills defin…

59
37

Awesome Agent Harness

An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.

59
38

Memind

Self-evolving cognitive memory and context engine for AI agents in Java. Empowering 24/7 proactive agents like OpenClaw with understanding and SOTA performance.

59
39

Puppyone

Context drive for your AI agents

59
40

Tura

Build agent that uses 80% less token and delivers better results.

59
41

Intellectual Dna

mordechaipotash

Personal knowledge system: MCP brain server, LanceDB vectors, 70+ pipelines for querying AI conversation history

★ 17updated 6 months ago
58
42

Context Engineering MCP

bralca

Context Engineering MCP — Hierarchical YAML context extraction and multi-agent orchestration framework

★ 10updated a year ago
57
43

cortex-server

EcuaByte-lat

Cortex System: The Operating System for AI Engineering. Cure Technical Amnesia.

★ 1updated 7 months agoMIT
56
44

automagik-genie

git+namastexlabs

Self-evolving AI agent orchestration framework with Model Context Protocol support

55
45

Genie

Wishes in, PRs out. CLI agent that interviews you, plans the work, dispatches parallel agents in isolated worktrees, and reviews code before you see it.

52
46

Openwebui Extensions

A collection of enhancements, plugins, and prompts for Open WebUI, developed and curated for personal use to extend functionality and improve experience.

52
47

Stash

Shared memory for your team's coding agents

52
48

Token Saver

Content-aware output compression for AI coding assistants. 36 specialized processors cut CLI output tokens by 60-99% (git, pytest, npm, terraform, kubectl, docker, and more) witho…

52
49

Ctx

CTX - Context Runtime Engine for Coding Agents

52
50

Agent Systems Handbook

A practical AI agents handbook covering agent systems, agentic workflows, LangGraph, MCP/A2A, context engineering, agent memory, evaluation, observability, and multi-agent archite…

52
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