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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
151

Context Diamond

Auditable context capsules for LLM handoffs, coding agents, and OpenCode MCP workflows.

39
152

Axme Code

Persistent memory, architectural decision enforcement, pre-execution safety hooks, and session handoff for Claude Code. MCP server plugin for AI coding agents.

39
153

AI Context Hierarchy

Three-level context hierarchy for AI coding agents — featured in Graphify v5.0 roadmap. Stop re-explaining your codebase every session. Works with Claude Code, Cursor, Codex, Gemi…

39
154

Largefile

MCP server for reading, searching, and editing files too large for LLM context windows

39
155

Context Router

Memory-aware context engine for AI coding agents — up to 91% fewer tokens, 17/18 rank-1 across 6 OSS projects. MCP-native, multi-repo, with persistent observations & decisions.

39
156

Squish Memory

Local-first memory runtime for AI agents. One command to connect Claude Code, Codex, ChatGPT, MCP workflows, and local agents.

39
157

AgentLoop

Local agent orchestration for solo developers running long tasks without babysitting: fresh worker and critic cycles, files as memory, multi-task plans with git checkpoints, a liv…

39
158

Learnstead

Local LLM·RAG·AI Agent·바이브 코딩을 개념부터 실습과 검증까지 다루는 학습 자료

39
159

Sample Okf LLM Wiki

Data Wiki turns data into portable knowledge bundles following Open Knowledge Format (OKF) and serves them to AI agents over the Model Context Protocol (MCP).

39
160

Opencode Raven

Opencode-Raven keeps noisy tool work behind a focused Raven agent, so your main model gets compact answers instead of raw search results, docs pages, GitHub examples, MCP output,…

39
161

Engineering Os

Your AI finally remembers your codebase

39
162

Khive

A knowledge graph your AI agents build, query, and grow. Built for agents that need structure beyond vectors

39
163

Create Pg Super Document

create_pg_super_document is a project that generates documentation for all symbols in the PostgreSQL codebase, then utilizes these symbol documents to create high-quality document…

39
164

Ptah Extension

Provider-agnostic AI orchestration for VS Code. Intelligent workspace analysis, Code Execution MCP server, and project-adaptive multi-agent workflows — all natively integrated int…

39
165

Vexp Swe Bench

Open benchmark for AI coding agents on SWE-bench Verified. Compare resolution rates, cost, and unique wins.

39
166

Context Engineering Bootcamp

Context Engineering for LLMs: structured notes on RAG, system prompts, MCP, Agents, and Memory Management — compiled from multiple expert sources.

39
167

Themoltnet

Accountable authority for autonomous agents

39
168

Agents Lint

Your AGENTS.md is probably lying. Detect stale paths, dead npm scripts, outdated framework patterns, and context rot before they make your coding agents expensive and wrong.

39
169

Lorelum

Engineering knowledge infrastructure for AI coding agents.

39
170

Claude Code Antiregression Setup

Stop Claude Code from breaking your projects. Ready-to-use CLAUDE.md templates, subagents, hooks, and anti-regression configs.

39
171

Crmy

Governed context for customer-facing agents. CRMy gives AI agents trusted customer context and action boundaries in one briefing_get call. MCP-native. PostgreSQL-backed. Open sour…

39
172

AiduMEI

aiduMEI⚕爱嘟优忆思——aidu Memory Engine Insight · 智能体通用智慧引擎——Excellent memory system for all agents.

39
173

Openempiric

An event-sourced knowledge runtime for coding agents.

39
174

Odin Claude Plugin

Outline-Driven Development for Claude Code - 46 agents, 25+ skills, diagram-first methodology, AST-based editing, atomic commits.

39
175

AIngram

Local-first agent memory in one SQLite file: sqlite-vec/QJL two-pass vector + FTS5 search, knowledge graph (optional auto capture,) Ed25519-signed entries, and MCP server. No clou…

39
176

AGENTS.md Generator

Generate, preserve, and verify lean AGENTS.md, RUNBOOK.md, and machine-readable repo context for AI coding agents.

★ 5
37
177

Ast MCP Server

yailPeralta

Structural code MCP server and batch CLI for compact TypeScript/JavaScript reads and hash-bound AST edits.

★ 4updated yesterday
37
178

Hermes Prime

hermes-labs-ai

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,…

★ 2
37
179

MCP

smeltjs

The smelt MCP server: structure-aware, reversible context optimization as five stdio tools.

★ 2updated a month ago
37
180

Sf Documentation Knowledge

Salesforce documentation knowledge system — collect, process, and serve SF docs for LLM agents via MCP + Context Engineering

37
181

Writing MCP

Local, deterministic MCP server for writing agents. Indexes InkOS/Markdown/TXT/EPUB into a rebuildable SQLite/FTS5 index and answers with SHA-256-verifiable evidence excerpts unde…

37
182

Dare CLI

DARE Framework - CLI, GraphRAG engine, MCP server and shared types in a single package

37
183

Memori

Durable memory for AI coding agents — persistent, queryable semantic memory exposed via the Model Context Protocol (MCP).

37
184

Brainrouter MCP Server

BrainRouter MCP server — the cognitive memory engine. Exposes recall, capture, focus scenes, persona, contradictions, skills, and graph queries as MCP tools for any MCP-speaking a…

37
185

Toolcapsule

AI-first workflow manager for heavy MCP tools with lazy Agent Skills and patchable runs.

37
186

Omni Context

MCP bridge and session handoff for AI coding assistants. Local dashboard formats Git state and full diffs into a handoff prompt; MCP exposes context://current. Task tools are an i…

37
187

MCP

use-crux

Portable Model Context Protocol tool sources for Crux.

updated 2 months ago
37
188

Server

ratel-ai

MCP server library + ratel-mcp CLI: expose a Ratel tool catalog as a Model Context Protocol server. Manage upstream MCP servers, OAuth, and Claude Code import from one binary.

37
189

Openvisio Oss

No description published.

35
190

Novgraph

Novaya-AI

Open-source Novgraph client for coding agents: recorded intent, co-change context, ranked blast radius, architecture context, precise code discovery, continuous history, visible c…

★ 9
34
191

Tostr

rubyTanuki

An agentic code context engine MCP+CLI which pre-compiles an llm-described AST in the .tost format, greatly reducing context bloat and token costs for agentic coding tasks

★ 5updated a month ago
34
192

DeepLaw

Eysn0130

DeepLaw 2.0:本地优先单用户 Agent Knowledge OS,融合自主长期记忆、Markdown-native 知识、可信 Ledger、有界上下文与可验证法律证据。

★ 5updated 14 days ago
34
193

Bearing

ReidenXerx

An intel layer for AI coding agents that assumes its own rules might be wrong — and keeps the evidence. Authoritative north-stars the agent must cite, a task-core written before c…

★ 5updated a month ago
34
194

AGENTS.md Generator

markoblogo

Generate, preserve, and verify lean AGENTS.md, RUNBOOK.md, and machine-readable repo context for AI coding agents.

★ 5updated 5 days ago
34
195

Code Context Engine

ParsaVictor

MCP context engine for AI coding agents: a local code graph answers "which files does this task need?" — folded evidence packets instead of whole files. Recall 1.000 on repos it w…

★ 5updated 2 days ago
34
196

Awesome Agent Harness

to-real

Agent = Model + Harness — the bilingual (EN/中文) curated list on harness engineering for AI PMs and agent product engineers: context, tools/MCP, skills, memory, evals, teardowns. A…

★ 5updated 2 months ago
34
197

Agents Sync

googlarz

A single source of truth for AI coding context, kept consistent across Claude Code, Cursor, Copilot, Gemini, and more as your stack evolves.

★ 5updated 4 months ago
34
198

Skilldex

Pandemonium-Research

Package manager and registry for skill packages - install, validate, score, and publish .skill packages with Code Harness integration via MCP

★ 5updated 26 days ago
34
199

Omnex

sup3rus3r

Omnex is not a search tool. It is the memory substrate for the agentic era — the data layer that sits beneath AI agents, AI operating systems, and human-AI interaction. What exist…

★ 4updated 6 months agoAGPL-3.0
34
200

LLM Playground

amitpuri

LLM Playground - Demo Solution

★ 4updated a year ago
34
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