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MCP servers tagged context-engineering

520 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.

520
live servers
40
avg trust
92K
most stars
51

Graphicle

Graphicle-AI

Code graph and memory for your coding agents, in one Rust program. For Claude Code, Codex, Cursor and any MCP client.

★ 301updated yesterdayApache-2.0
52
52

Base

ChristopherKahler

AI builder operating system. Turn Claude Code from a per-session tool into a workspace that remembers, maintains itself, and never goes stale. BASE = Builder's Automated State Eng…

★ 300updated 13 days ago
52
53

Threadport

Frankie-Xu

Portable, verifiable work state for coding agents

★ 268updated 18 days agoApache-2.0
52
54

Aiwg

jmagly

Reusable project context and specialist workflows for the AI tools you already use. Agents, skills, rules and MCP tools for Claude Code, Codex, Copilot, Cursor and more, plus SDLC…

★ 224updated 19 hours agoMIT
52
55

Claude Code Docs

anneheartrecord

Chapter-by-chapter teardown of a production coding agent — agent loop, context engineering, compaction, permissions, MCP. 13 chapters, Chinese and English.

★ 177updated 2 months agoMIT
52
56

Context Engineering

bonigarcia

Context Engineering: Build Consistent, Accurate, Predictable AI Systems

★ 169updated 3 days agoApache-2.0
52
57

RongxinAI

rongxinzy

Open-source desktop AI agent: built-in free model, local GGUF models via llama.cpp, dispatch tasks from WeChat/Feishu/DingTalk. Files, browser & MCP tools. | 开源桌面 AI 智能体:内置免费模型,ll…

★ 155updated yesterdayAGPL-3.0
52
58

Token Saver

ppgranger

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…

★ 154updated a month agoApache-2.0
52
59

CTX

Alegau03

CTX - Context Runtime Engine for Coding Agents

★ 144updated 5 months ago
52
60

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
61

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
62

Sylph

The open-source company brain. Run your entire company with AI agents, skills, and a self-improving context.

52
63

Repoprompt Ce

Community edition of RepoPrompt: a native macOS context engineering app for AI coding agents, with an MCP CLI.

52
64

Sidekick

Local coding-agent orchestrator — DAG of auto-approved, git-worktree-isolated sub-sessions across LLM providers (Claude/Kimi/Grok/DeepSeek/local). AGPL-3.0.

52
65

Openloomi

Openloomi is your open-source proactive AI Mates that remembers all work details.

52
66

Atomicmemory

Portable semantic memory for AI agents: core engine, TypeScript SDK, framework adapters, MCP server, CLI, and host plugins.

52
67

AIGuide

AI 应用开发、AI 编程实战与面试指南,涵盖 LLM、Agent、RAG、MCP、Claude Code、Codex 等核心技术与工程实践。

52
68

Redevops Rag

Hybrid RAG (DuckDB vector + BM25 + RRF + recency/keyword priors + optional cross-encoder rerank) as an installable library + CLI.

52
69

Ripwire

The ripgrep of AI context: a zero-dependency C++23 CLI + MCP server giving coding agents a ranked, deterministic map of any repo, blast radius, tests-to-run and quality deltas. Si…

52
70

Open Index

The structured context layer for AI agents. Build self-learning specialised agents that are context aware.

52
71

Halofy

Halofy is the open access and governance layer for AI agents across your organization. Identity, policy, provenance, audit, and signed erasure.

52
72

Agents Universe

让智能体像人一样学习和工作,共享智能体和项目记忆

52
73

Thoughtdag

Your thinking deserves a map: an infinite canvas where LLM conversations grow into an editable thought graph. Wires are the context.

52
74

Awesome AI Harness

The model is the engine; the harness is the car. Curated knowledge on harness engineering — context management, tool design, agent loops, memory, sandboxing, evals. EN/中文

52
75

Contextvc

Git-native context control plane for AI coding agents

52
76

Tilth

Smart(er) code reading for humans and AI agents. Reduces cost per correct answer by ~40% on average. Install: cargo install tilth -or- npx tilth

52
77

Gateway

harish-gaggar

MCP gateway & OAuth MCP servers. LangGraph agent: memory, eval/tracking, PII guard, context trimming. Docker quick start for enterprise agents.

★ 90updated 15 days ago
44
78

Sift Light

lightsifter

Evidence-first search for AI agents / Claude Code & Codex & Pi & OMP & kimi & mcp

★ 85updated 6 days ago
44
79

Rta Smriti Brain

sulabhdubey

Local-first, evidence-aware project memory for AI coding agents.

★ 76
44
80

Compass

raystack

Compass is a context engine that builds a knowledge graph of your organization's metadata, capturing entities, relationships, and lineage across systems and time, making it disc…

★ 73updated 6 months agoApache-2.0
44
81

Context Guru

rossoctl

Context optimization for AI coding agents — lower token cost and latency without sacrificing accuracy.

★ 70updated yesterdayApache-2.0
44
82

CLI

archcore-ai

Archived: Archcore moved to github.com/archcore-ai/archcore (CLI under cli/)

★ 67updated 27 days agoApache-2.0
44
83

ContextX

yzfly

ContextX: Context-driven AI development framework powered by Claude Code. Transform documents into complete projects with intelligent agent workflows.

★ 66updated 4 months agoApache-2.0
44
84

Pensieve

TedHaley

One place for all your information, for context engineering: your files, repos, agent sessions and tickets, on your Mac, for you and your AI agents.

★ 65updated yesterdayMIT
44
85

Archcore

archcore-ai

Spec-driven development and context engineering for Claude Code, Cursor, Codex, and GitHub Copilot — backed by project context in Git.

★ 64updated 10 days ago
44
86

Axwise Flow

AxWise-GmbH

Local MCP extension for product discovery: personas, interviews, evidence analysis, PRDs and delivery briefs. Works with compatible agent hosts; bundled in Orqanix.

★ 62updated 7 days ago
44
87

Next Role

tam159

🚀 Level up your career with GenAI. 📄 Tailor your CV to any JD, 🔍 automate company research, and 🗓️ generate custom interview prep plans for your next role or internal promotion.

★ 62updated 4 days agoMIT
44
88

Bgts Context Engine

bgts-ai-org

Deterministic code-graph context engine for AI coding agents - PostgreSQL + Apache AGE + pgvector, MCP & REST, no LLM in the loop.

★ 60updated 10 days ago
44
89

Ox

sageox

The hivemind for AI coding agents — persistent team context recorded once and recalled across agents, machines, and teammates.

★ 59updated 6 days ago
44
90

Deepseekagents DSA Context Engine

Cost saving Cognitive Architecture for AI Agents. Infinite Context. Perfect Recall. Zero Hallucinations.

★ 33
44
91

Soul

Local-first identity and policy runtime for portable AI context, verifiable personalization, and user-controlled agent boundaries.

★ 1
44
92

Entroly

The Context Engineering Engine. Your AI sees 5% of your codebase — Entroly shows it everything. 78% fewer tokens. Works with Cursor, Claude Code, Copilot, OpenClaw.

44
93

All In One

aio — one command wires 8 AI coding agents to one shared context; live GitHub/npm/crates search on every prompt; first-line usage disclosure (model-dependent); zero search storage.

44
94

PM Operating OS

An operating system for product managers — persistent product context, an on-demand skills library, and a continual-learning loop for AI-native PM work.

44
95

Playbooks

▶📚 Playbooks is a semantic programming system for AI agents

44
96

Sephera

Fast local-first Rust CLI for codebase metrics, AST-compressed LLM context bundles, and built-in MCP server.

44
97

Context Runtime

Context Runtime — a database query planner for LLM context. Decides what a model sees before it answers; plans it, runs it through reused substrate, and learns from the outcome.

44
98

Project Os For Codex

Open-source control plane for Codex projects: Git-backed context, visible agent progress, scoped MCP access, resumable work, and safe handoffs.

44
99

Gantry

A native macOS dashboard for Claude Code, Codex & other AI coding tools. Inspect quota, context & MCP; preview fixes and undo. Free for personal use. Closed-source.

44
100

Baoer Signal Grep

Context-efficient project search and bounded code analysis for Claude Code & Codex & Pi & OMP. and remote MCP clients, powered by ripgrep with stable cursors, source inspection, a…

44
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