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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.
AI Native Sdlc
A vendor-neutral AI agent skill for the AI-native SDLC — 12 plays across 6 stages. Works with Claude Code, Copilot, Cursor, Aider, and any AI coding agent.
Building AI Agents With Dotnet Part 2
Companion source code for Building AI Agents with .NET — Part 2
Jev Filter
Typed semantic filtering for AI agents: turn retrieved records, code and logs into compact evidence with source IDs. CLI · Python · TypeScript · MCP.
Scc
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…
inth3shadows/terse
<server>`
Sieve
Transparent feedback compression middleware for LLM coding agents
Episodai
EpisodAI by Lalith Alpuri, also written Alpuri Lalith (@lalithbuilds): a local AI-agent memory MCP server with SQLite WAL, hybrid retrieval, Obsidian workflows, an HTTP bridge, an…
Context Engine MCP Server
A production-ready TypeScript MCP server that provides comprehensive project analysis, intelligent code search, dependency tracking, and coordinated multi-file editing capabilitie…
Get Design Done
Design-quality pipeline for AI coding agents: brief, map, plan, implement, and verify UI against your design system.
Wire Memory
Persistent memory plugin for AI coding agents. Captures decisions, corrections, and patterns across sessions.
Fastmcp Starter Kit
starter kit for fast mcp
Faf Skills
Claude Code skills for .faf — reusable workflows for project DNA management
Txt2mcp
text files as mcp server
Alembic
Reduce noisy shell, CI, diff, and MCP-adjacent output into compact answers your coding agent can actually use. Alembic is a local, skill-first tool for Codex and Claude that cuts…
Smrti
Memory engine for self-evolving AI agent ecosystems. Multi-tenant, multi-space isolation with Bayesian truth maintenance, emotional valence, automatic consolidation, and configura…
LatentContext MCP
A session-scoped memory layer for LLMs, built on the Model Context Protocol. LatentContext gives AI assistants the ability to explicitly store and retrieve notes, decisions, and c…
Nram
Self-hosted long-term memory substrate for any LLM-using tool. Hybrid vector + lexical recall with MMR reranking, auto-extracted knowledge graph, sleep-style consolidation, per-pr…
Awesome AI Setup
Practical agents for AI-native repository workflows
renezander030/agentic-task-system
cli`
ContextTax
Measure the context-window tax an MCP server charges your AI agent — the real token cost of its tool schemas + responses. Ground truth (Anthropic count_tokens) or keyless estimate…
Ctx Forge
Generate project-specific, self-verified context tools for AI coding agents. The skill audits your repo, generates a ctx CLI (+MCP), and proves it against golden questions before…
Donnyclaude
Verified workflow engine for Claude Code: durable project memory, phase planning, subagents, and deterministic completion gates.
foldwork-dev/mcp-injector
89% on real codebases (verified across Django, Tokio, Gin, and more). Single Go binary, zero config. Free for codebases under 100K lines.
Aigent Os
An open-source operating system for Claude Code — persistent Obsidian-vault memory, a self-checkpointing two-verb session lifecycle (capsule + resume), a subagent Pantheon, contex…
nomadop/session-watcher
no metric ever enters the model's context.
Qarinah
Qarinah is evidence-linked project memory for coding agents - compact enough to save context, inspectable enough to trust.
Fde Guide
A field guide for FDEs and applied AI teams: value engineering and production architecture.
Windagent
可组合的通用 Agent 编排框架 — 使用声明式 YAML DSL 和可视化编辑器组合主流 Agent 范式，一次编写，通过 CLI、Web API、Python SDK 或 TypeScript SDK 运行。 定位：编排者，不是创造者。所有范式构建在 LangGraph / LangChain / FastMCP / A2A 等成熟生态之上，不重复…
Dual Cycle Reasoner
A MCP server implementing the Dual-Cycle Metacognitive Reasoning Framework for autonomous agents. A loop prevention and experience recall mechanism.
Mhn AI Agent Memory
AI agent memory using Modern Hopfield Networks — no LLM calls, no database, one matrix multiply. MCP server for Cursor, Claude Code, and other AI coding agents.
2origin
本象协议 Benxiang · 一源万影：保存本象，按需投影。面向 AI 的持久对象表示层——AI 只提交语义事务，确定性编译器校验后才落地，每个字段都能回答「凭什么」。A2 消融实测（2026-08-13，README §5）：唯一幸存的分类性主张是结构性的——提示词结构上产不出证据链；A3 全套机制给 15.0%/27.5% 受测字段可溯源证据，所有纯…
Contextos Agents
AI Project OS: 39 engineering skills, parallel MCP worktrees, and token optimizer with auto-stack profiles for Claude Code, Cursor, Gemini & Copilot.
Knitbrain
The local-first brain for coding agents: project memory + workflow intelligence + lossless ~50% context savings. MCP server + LLM proxy, zero cloud.
AI Powerhouse
356+ Claude Code agents, skills, hooks & subagents — one install script. Curated from 12 highest-starred community repos (680k+ ★). MCP servers, agentic coding, context engineerin…
Second Brain Health Check
Your Claude Code setup has 45 things that could be better. This finds them in 2 seconds.
Repoprompt Windows
RepoPrompt for Windows — Context Engineering Tool for AI Coding Agents. Windows port of repoprompt/repoprompt-ce.
Cortex Agents Infra
The High-Performance, Hardware-Adaptive Knowledge Engine for MCP Agents: Hybrid Graph-RAG & Atomic Concurrency Control.
Writing Context Rtfm
A MCP extension built on top of rtfm-ai that it acts as a gatekeeper by taking the agent's task, queries the underlying RTFM index, filters out background noise, and packs only th…
AI Dev CLI Tools
Cross-platform CLI toolkit and local MCP server for AI coding agents. Optimizes context windows and token consumption by turning raw outputs into compact, deterministic Markdown/J…
Agent Nextup
Desktop app that keeps a long project handoff-ready for any AI agent — tasks, decisions and a live handoff snapshot as diffable files. MCP hub. Tauri + Rust + React, local-first.
Lookacrawler
Free, open-source, token-efficient local alternative to Firecrawl with native MCP Server for LLMs (>73% token reduction).
Codify Og
Give your AI agent the blueprint it needs. MCP server & CLI that generates context, specs, and Agent Skills from project descriptions — powered by Claude & Gemini.
WebNexus
A powerful, self-contained web crawling and document search system with state-of-the-art AI capabilities
Localdocs MCP
Local database of indexed and optimized technical documentation
Fullstack Esp
Este proyecto comenzó como un simple servidor MCP para crawling web con capacidades RAG. **Pero hemos descubierto algo mucho más poderoso**....
Scio
My exploration and playground in reproducible scientific skills that would fit my general workflows
Token Savers
Curated, measurement-driven collection of token-saving MCPs for Claude Code, Codex, Cursor & Windsurf. Each MCP shipped here has passed Humanswith.ai's deterministic-compressor be…
Icontext
Encrypted AI context vault: give Claude Code, Codex, and Cursor persistent memory from Gmail + LinkedIn
Devscontext
MCP server that synthesizes engineering context from Jira, meetings, and docs for AI coding agents
Icm Graph Context Flow
Best Token-Efficient AI Coding Tools 2026 – Reduce Costs 90% with Local Memory & MCP