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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.
Gatherthread
GatherThread 共序:本地 AI 编程 Agent 多人联机协作、实时共享上下文。Self-hostable collaboration for local AI coding agents, Codex Desktop connector & DeepSeek Harness plugin.
Brain Framework
🧠 Brain Framework: from information to informed actions.
Lockwire
Bind documentation claims to tiered code fingerprints. Catch stale CLAUDE.md, AGENTS.md and docs at write time inside Claude Code and Codex, with a tamper-evident history.
AI Agent Engineering
AI Agent 系统工程深读笔记 | 从 LLM→Agent→Orchestrator 的架构演进、关键技术与工程实现 | Session Management · Context Engineering · Tool Registration · Harness Engineering
Joggr
Building the context engineering toolkit for developing with AI agents in public — roadmap, community, support
Context Bridge
Agentic Search using multiple enterprise nature data sources
Token Diet
Local token-saving, intelligence-preserving context layer for Claude Code, Cowork, Codex and any MCP host. Press / and save tokens.
Memor AI
One local memory shared by every AI coding agent — Claude Code, Cursor, Codex, Copilot, Kimi, Goose. No API key, no cloud, no plugin to install. Plus opt-in token compression.
Agentic Template
Starter template for AI-first development. Scaffolds AGENTS.md, CLAUDE.md, CHANGELOG, and README so coding agents like Claude Code, Cursor, and Copilot have the right context from…
Freshctx
Pre-action evidence revalidation for AI agents. Detect stale reasoning before agents write, send, update, or delete.
Jev Carryforward
What your last session knew, scored against what this one is doing. MCP server: a per-project ledger written as things happen, recalled per task with TypeSafe's Jev evaluation mod…
Awesome Agent Memory
Persistent memory, recall, knowledge graphs, and context tools for AI agents.
Trapic Core
Self-hosted context engineering engine for AI — MCP server with SQLite, PostgreSQL, or MariaDB
Emu
Stop burning API tokens. 9 algorithmic engines for real-time context optimization, infinite-loop detection, and smart prompt compression.
OpenMnemex
Agent memory for LLMs — a self-pruning knowledge context graph modeled on human memory. Long-term, navigable, context-budget-aware memory with no vector DB, no embeddings, no serv…
Docs.archcore.ai
Documentation for Archcore, a git-native context layer for AI coding agents.
Wuji Legion Codex
无极军团 3.0:面向 Codex 的智能工作中枢。以自然语言组织 Skill、插件与 MCP,保留白帽判断、有界执行与证据驱动进化。公开开发中。
Haircut
The barber for your coding agents' config. Weighs everything Claude Code, Codex and eight other agents load, in tokens from your own transcripts, and parks the dead weight with a…
Bundlebox
The zero-token software factory for AI coding agents: scan, pack, route and run work across Claude Code, Codex, Gemini CLI, Cursor, Aider, OpenCode and any agent, and measure ever…
Kb Recall
MCP server that gives Claude Code a persistent, feature-scoped knowledge base — decisions, gotchas and constraints your agents read and write automatically across sessions.
Loop Engine
Baltor: a reviewed library of skills, AGENTS.md sections, subagents, commands, hooks and protocol server settings that coding agents search and fetch for each step. This repositor…
SOMA Public
Local memory, context, and trust-boundary layer for cloud LLM coding agents
Carryover
Live
Context M
Deterministic agent memory. μ=0. Free, local, forever. Mem0-compatible.
Projmap
Python CLI and MCP server for compact codebase maps, symbol lookup, and persistent context for AI coding assistants.
ContextSpindle
Durable task continuity and budgeted context for AI agents
Skill Anywhere
Use Claude Skills from any MCP-compatible agent — progressive disclosure of skills via Model Context Protocol
Jev Compactor
Context compaction and safety gating for AI agents via TypeSafe Jev: keeps messages verbatim, no summarization. OpenAI, Anthropic, LangChain, CLI, MCP.
Skillstate
O(1) prompt footprint for long-horizon agents. The SKILL.state paper (arXiv:2608.26263) reimplemented — eq. 8 reproduces exactly, 82.5x at 60 files. 100% coverage.
Kctx
Turn any Kaggle competition into Claude-ready context — workspace folder, Claude skill, or local MCP server. One curl, one TUI.
Bob Scripts Gregorys Awesome Teams
Project kit for prompt, context and harness engineering. Run the Setup Prompt that will turn your project directory into one the IBM Bob harness already knows how to work in using…
Deepseek Practices
Адаптация Claude Code Practices для opencode/DeepSeek. 13 рецептов, 9 практик, 5 агентов, плагин handoff-injector (~95% доставки). Интерактивный чеклист. Russian.
Orvek
Native coding agent with local tools, resumable sessions, shared memory, and context compaction.
Graph Mempalace Plugin
Claude Code plugin: a knowledge base of your project's conversations and code that builds and updates itself (MemPalace + Graphify)
PTG MEM
Chaos on your disk, order in your AI's context. Local memory for Claude Code and Codex: indexes notes, chats and code in the background, attaches only what matters to each prompt…
jaydubya818/Agentic-KB
gated private scopes and writes.
Jev Carryforward
What your last session knew, scored against what this one is doing. MCP server: a per-project ledger written as things happen, recalled per task with TypeSafe's Jev evaluation mod…
Toolbelt
SRE-grade AI Agent Toolchain & Skill Harness. Optimized for context efficiency, robust rate-limiting, and deterministic tool execution.
Agent Office
Desktop command center for AI coding agents: shared project memory, a context engine, a local MCP server and handoffs across Claude Code, Codex, Cursor, Gemini CLI and Copilot, sh…
Context Tax
What Claude Code sends on every turn before you type a word: what it costs, which of it you never used, and which of your skills never reached the agent.
Hermes Prime
Drift-prevention session-init convention card for fresh Claude Code sessions. Injects a self-contained card so a new session opens with its grounding triggers, calibration rules,…
AI Agent Engineering
AI Agent 系统工程深读笔记 | 从 LLM→Agent→Orchestrator 的架构演进、关键技术与工程实现 | Session Management · Context Engineering · Tool Registration · Harness Engineering
Project Cortex
Local-first code intelligence and durable engineering memory for AI coding agents
AI Agent
生产级 Agent Engineering 知识库与工程体系,覆盖 LangGraph、RAG、MCP、Multi-Agent、Runtime、Evaluation、Security、SRE 与 Skills。
Context Forge
Auto harness engineering meta-repo: discuss → curate → bootstrap a context-engineered project for Claude Code, Cursor, Copilot, and other AI coding agents.
codex-memory
多智能体共用的项目状态控制平面:任务、检查点、代码地图、实时事件流
Sieve
Transparent feedback compression middleware for LLM coding agents
Codememory
transform repositories into queryable intelligence
Dsh MCP Lens
Shrink massive MCP catalogs to two tools, letting DeepSeek Harness search and call 1,000+ remote APIs efficiently.
Ide Super Worker
Async MCP worker for Codex: route bulk code work through cheaper gateways and return compact, verified evidence.