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MCP servers tagged context-engineering
107 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.
Sylph
The open-source company brain. Run your entire company with AI agents, skills, and a self-improving context.
Rosetta
Meta-prompting, context engineering, and centralized instructions management for AI coding agents
Repoprompt Ce
Community edition of RepoPrompt: a native macOS context engineering app for AI coding agents, with an MCP CLI.
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.
Openloomi
Openloomi is your open-source proactive AI Mates that remembers all work details.
Atomicmemory
Portable semantic memory for AI agents: core engine, TypeScript SDK, framework adapters, MCP server, CLI, and host plugins.
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。
Redevops Rag
Hybrid RAG (DuckDB vector + BM25 + RRF + recency/keyword priors + optional cross-encoder rerank) as an installable library + CLI.
Claude Code Docs
Chapter-by-chapter teardown of a production coding agent — agent loop, context engineering, compaction, permissions, MCP. 13 chapters, Chinese and English.
Awesome AI Agent Skills
103 ready-to-use AI agent skills for Claude Code, OpenAI Codex, Gemini CLI, Cursor, GitHub Copilot, Windsurf, and other Agent Skills-compatible tools. Complete SKILL.md workflows—…
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.
Remind
A memory layer for AI Agents
Playbooks
▶📚 Playbooks is a semantic programming system for AI agents
Sephera
Fast local-first Rust CLI for codebase metrics, AST-compressed LLM context bundles, and built-in MCP server.
Deepseekagents DSA Context Engine
Cost saving Cognitive Architecture for AI Agents. Infinite Context. Perfect Recall. Zero Hallucinations.
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.
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.
Faf CLI
Persistent AI Context Standard — project DNA for AI. IANA-registered. Anthropic-merged.
Sift Gateway
Reliability gateway for AI tool output: schema-stable, secret-safe, pagination-complete JSON for MCP and CLI agents.
Aegis Memory
Secure context engineering for AI agents. Content security · integrity verification · trust hierarchy · ACE patterns. Self-hosted, Apache 2.0.
Pluribus
Sync one reviewed context source into native AI-agent files, with privacy-safe evidence receipts that never confuse generation with runtime load.
Booklib
Detects what your AI doesn't know about your project and fixes it. Post-training gap detection, runtime context injection via MCP.
AI Context OS
Persistent, inspectable memory that grows and refines over time. Built on files. Owned by you.
STiFLeR7/memex
mcp`. MIT licensed.
Agentic Engineering For Apache Kafka
AI agent skills for building, operating and troubleshooting Apache Kafka applications. Topic audit, consumer lag, schema review, security, connectors and DLQ
Aictx
Repo-local continuity runtime for AI coding agents. Helps them continue from the same inspectable work state instead of starting cold. Stop onboarding your coding agents like rook…
Activity Frames
Episodic memory for AI agents. Records your screen locally, compiles it into structured activity frames, serves them over MCP. No cloud, no LLM in the loop.
Contextrot
Find out where your coding agent starts degrading. Personal context-rot analytics from your own sessions - 100% local, zero-config: uvx contextrot
Ctxlint
Lint your AI agent context files, MCP server configs, and session data against your actual codebase
Sf Documentation Knowledge
Salesforce documentation knowledge system — collect, process, and serve SF docs for LLM agents via MCP + Context Engineering
Dare CLI
DARE Framework - CLI, GraphRAG engine, MCP server and shared types in a single package
Memori
Durable memory for AI coding agents — persistent, queryable semantic memory exposed via the Model Context Protocol (MCP).
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…
Toolcapsule
AI-first workflow manager for heavy MCP tools with lazy Agent Skills and patchable runs.
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…
Mosaic
MCP server for agent memory over HexxlaDB—ring retrieval, embeddings + lexical search, seams, facets, YAML persistence policy, localhost HTTP transport.
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…
Code Brain
Persistent memory, BM25 code search, MCP tools, and hook guardrails for AI coding agents — Claude Code, Codex CLI & Antigravity. One local-first .ai/ layer per repo. No SaaS, no n…