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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.
Cupel
Assay every skill, plugin, and MCP server your coding agent loads. One local command grades safety, token cost, and quality.
Stackline Tool Router
Local, zero-dependency AI tool discovery for MCP, OpenAI, Anthropic, and Gemini catalogs
Leanrigor
Less context. Full engineering rigor. A local-first, cross-agent engineering harness that cuts tool context without dropping required engineering gates.
Modular Patchbay
Context engineering IDE for AI agents. Design knowledge pipelines, not just prompts.
Shipfast
Autonomous context-engineered development system. 5 agents, 17 commands, SQLite brain. 70-90% fewer tokens. Works with Claude Code, Cursor, Codex, Gemini, Windsurf + 9 more.
Tool.Agent Harness Deploy
Self-deploying cross-tool AI harness — one canonical source deployed to Claude Code, Codex, Cursor, Devin, Antigravity & 9 more. Loop engineering, three-layer memory, worker perso…
ContentEngine
Agentic content engine. Arbitrary-input ingestion, adaptive triage, rejection rubrics. Designed as a CLI/MCP tool for technical operators, not a UI product.
Memographix
Local AI agent memory layer for repeated developer tasks, fresh context packets, and low-token repo recall.
Ctxbudgeter
ContextOps toolkit for production AI agents. Compile, govern, scan, visualize & optimize LLM context before every model call — token budgets, policy governance, PII/secret scannin…
Harness Engineering Practice
Harness Engineering — a practical guide to the platform layer of coding agents (Claude Code & Codex): skills, hooks, config, permissions, reasoning effort. EN / 한국어 / 日本語 / 中文.
Cruxhive
One knowledge base, every AI tool. Human-approved, versioned, local. MIT.
Contextpulse
Real-time Next.js dashboard for ContextPulse — live context budget bar, tool call waterfall, and agent run history.
Claude Code Power Stack
Curated toolkit giving Claude Code persistent memory, cross-project search, structured planning, and session management
Neural Context Protocol
Bounded, persistent context for multi-agent pipelines. MCP-native. Claude · GPT · Gemini · Ollama. 13x token reduction.
Reify
Your coding agent is smart. Your legacy codebase is the problem. Reify gives it the context to understand and safely change large, unfamiliar codebases — 100% locally.
Agent Context Lens
Audit the context your coding agents actually consume — locally, with no API key.
AI Universal Memory
Portable, zero-dependency project memory for any AI coding engine or human — handoff, decisions, facts and state that survive across sessions and engines.
Agent Harness Interview
Agent Harness 学习指南与面试题库 — 零基础到系统理解，73 张图解 + 37 道题 + Pi/dsh 架构深潜（中文）
Cozycoder
Spec Driven Development for Teams
Skill Split
Section-level SQLite library for Claude Code skills — search, checkout, and compose any part of any file with 99% token savings.
Kiro Skills Library
Battle-tested Kiro CLI skills, steering files, and MCP integration patterns for engineering workflows
System Ir
System Context Compiler — compile code, config, infra, runtime, and intent into an evidence-backed machine model, then emit task-specific context packs for AI coding agents (Claud…
Contextmaxxing
Local-first CLI and MCP server that compiles task-specific, provenance-rich repository context under a hard token budget.
Danshari Skill
🧹 断舍离.skill / danshari.skill — 第一个劝你删 skill 的 skill：审计并移除你的 agent 不再需要的 skill（模型已会的 / harness 已自带的 / MCP 已接管的）。The first skill that tells you to delete skills — audit & remove wha…
Agent Preflight
Adaptive preflight skills for AI agents: clarify intent, find capability gaps, review tools, and control context cost.
Claude Code Agent Starter
Free starter kit for turning Claude Code (or any file-capable AI agent) into a persistent operating system: skills, memory, and a toolkit index. Lite version of the NexForge Agent…
Contextclean
Local-first context cleaner for AI agents.
RAAAL
Quick demo for regime aware asset allocation based on: https://ora.ox.ac.uk/objects/uuid:1a421d83-a010-484e-83c1-504bc9f1cbbf/files/d7s75dd17x and https://rpc.cfainstitute.org/sit…
Auto Rfp
Hackathon project — end-to-end multi-agent RFP pipeline. A2A (agent-to-agent) communication + MCP tools: discover RFPs, extract/chunk PDFs, context-engineer into a schema, retriev…
Agent Dna
🧬 Agent-DNA — The core DNA every AI agent should have. A phased, research-driven engineering system for building production-quality AI agents. 24 principles, 9 build phases, audit…
Hermes Ztk Integration
Transparent ztk (shell output compressor) integration for Hermes Agent. Auto-wraps non-interactive commands, saves 60-99% context tokens.
Graph Context Protocol
Graph Context Protocol (GCP) — a TypeScript protocol + SDK for role-gated context sharing between AI-native apps and autonomous agents. Local ownership, read-first, interoperates…
ProjectOS
A model-agnostic operating system for reliable, auditable, and self-improving AI-assisted projects.
Contorium
Project Intelligence Layer for AI-assisted development. Preserve project decisions, reasoning, constraints, history, and evolving state across AI tools.
Mduct
CLI for Model Context Protocol (MCP) servers. Pipe, script and automate MCP tools from the Unix shell, and keep their tool schemas out of your LLM context.
Tool Tax
Measure the hidden token bill of MCP and agent tool catalogs.
AI Operating Architecture Standard
A layered, platform-agnostic architecture standard for operating AI assistants as governed systems: document registry, quality gates, reasoning patterns, memory model, MCP server.…
Meshmind
A single MCP server merging local codebase mapping, recency research, and token compression for AI agents.
Mincut Context
Token-minimal context selection for AI coding agents. Symbol graph + personalized PageRank + budget-constrained min-cut. CLI, MCP server, library.
Context Forge Ts
TypeScript implementation of Agentic Context Engineering — evolve your AI playbook (Bun/Node)
Context Capsule
An MCP-Server using an llm to serve knowledge from md files and folders
Penqwin MCP
AST-based Model Context Protocol (MCP) server for token-efficient codebase exploration.
Skillassay
Static analyzer for AI coding-agent context — and an Agent Skill your agent can run. Measures always-on context cost of CLAUDE.md, AGENTS.md and Agent Skills; finds skills that wo…
Ctxbudget
Measure the fixed token cost of coding-agent instructions, skills, and MCP tool schemas.
Packly Developer Preview
Local CLI + stdio MCP context router for Claude Code, Codex, and Cursor. Stop bloating CLAUDE.md and AGENTS.md.
Definitive Agent Harness Guide
The Definitive Agent Harness Guide — 7 levels of agent engineering, from prompt hacking to distributed intelligence. 1500+ lines, 60+ research sources, production-tested patterns.
Ctxlayer Release
CTX Layer: context engineering, memory, governance, MCP, and impact analysis for AI coding agents like Codex.
Ndxr
Local-first context engine for AI coding agents
Lba Plugins
Claude Code plugin marketplace for Little Bear Apps
Trw MCP
MCP server for AI coding agents — persistent engineering memory, knowledge compounding, and spec-driven development workflows. Part of TRW Framework.