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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.
ContextFlux
Task-adaptive repository context engine for coding agents: local MCP, exact token budgets, and dependency-aware retrieval.
Open Mind MCP Server
MCP server that exposes Open Mind's verification-first codebase context to AI agents — glossary, architecture, flows, and claim validation, with file:line evidence for every answe…
OpenTask
📌 MCP server + OpenCode skill: persistent task memory for AI coding agents — tasks, projects, decisions, knowledge base as plain markdown. 让 AI 编码助手跨会话记住开发任务
Holdfast
Discipline for AI coding agents — memory, context budget, and a real Definition of Done. Zero infra, local, cross-agent (Claude Code / Cursor / Codex / Windsurf).
Capsule
Codex plugin MCP server (codex-plugin-mcp) for token efficiency, token reduction, context compression: exact-recoverable terminal, file, project, web, memory.
Context Flow Compressor
Top Token-Saving AI Coding Tools 2026: Local Memory MCP Cuts Costs 90%
Mneia
Shared project memory and handoff for teams working with AI agents. Checkpoint decisions, rehydrate context, hand work over — through MCP or the CLI, in Claude Code, Cursor, or Co…
Repo Ctx
MCP-Server: searchable access on every Git repo for AI assistans - Symbols, dependency graps, architecture analysis for 12 languages
Openapi Context Engine
A sample MCP server that connects AI agents to API specifications using hybrid search.
AI Roadmap
AL/ML learning Gym including traditional ML, deep learning, fine-tuning, Gen AI, Agentic AI. Everything from experiments to production with evaluation and observability.
Amnesia
Context continuity for Claude Code & Grok — structured handoffs keep agent memory intact across compaction.
Multi Agent Memory MCP
Local-first multi-agent memory MCP with bounded multi-hop Graph RAG for Claude Code, Codex, OpenCode, Llama, Ollama, and local LLM agents.
Mailctx
📬 Give your AI agent your inbox. Provider-agnostic IMAP → clean, token-cheap Markdown (60–98% fewer tokens), plus an MCP server so Claude Desktop can search, read and draft your m…
Sphaera Context Engine
Evidence-first local context engine for AI agents - durable project memory for code, documents, and model-adaptive ContextPacks.
Agent Knowledge Memory Wiki
Agent memory as a Markdown wiki: one shared, verified knowledge base that Claude Code, Codex and GPT read and write. Lessons enter only after a green verifier, mistakes become per…
AI Knot
Deterministic, self-hosted long-term memory for AI agents: store facts instead of transcripts, recall only what matters.
Mindgraph
A context layer for coding agents: notes, RFCs, tasks and tracked time as one graph of plain markdown. The running app hosts an MCP server, so Claude Code and other agents read wh…
Triss Coworker
Managed delegation for AI development. Delegate research, code review, and implementation through a local CLI and MCP server.
Trellis AI
Shared context substrate for AI agents. Retrieval that learns what's useful. Runs local or cloud.
Bun Sticky Faf
FAF CLI for Bun — zero-dependency .faf parser and validator
Teaching Kit
Course-ready CLI reference for the Model Context Protocol. Demonstrates all six MCP primitives (tools, resources, prompts, sampling, elicitation, roots) wired to Anthropic's Claud…
Scorekeeper
Commitment tracking for LLM agents — a normative overlay that gives long-running agents a scoreboard of their own commitments, not just a memory of what happened.
Lorepack
Versioned context build system for AI. Compile documents, spreadsheets and project artifacts into immutable, diffable builds that agents read over MCP or HTTP, then activate or ro…
Context Canopy
Portable, local-first AI agent memory and personal context—switch agents without losing identity, goals, rules, or evidence.
Culi
Self-improving context & memory for Claude Code and OpenAI Codex. One canonical knowledge store injected only when relevant — hooks push budgeted context, an MCP server serves dep…
Bun Sticky Zig
FAF CLI — Zig-native .faf parser compiled to Bun-compatible binary
Faf Rust SDK
Persistent Project Context for Rust — IANA-registered .faf format · parse, validate, score, FAFb binary
Faf Foundation Site
FAF Foundation website — stewards of the AI context standard
Homebrew Faf
Homebrew tap for faf-cli & the FAF MCP servers — brew install wolfe-jam/faf/faf-cli
Open Agent Context
Open Agent Context Standard: portable, governed memory and context for AI agents. Python reference implementation with CLI, SQLite, evidence, audit, and MCP adapters.
Faf Validator Action
GitHub Action to validate .faf files and sync AI context
NodeAgent
The distilled, portfolio-grade core of NodeBench AI. A cross-collaborative agent that gathers live room context, finds the right doc, updates a versioned spreadsheet, and writes a…
Pi Okf
Harness-owned reader/author for Pi-agent OKF (Open Knowledge Format) knowledge bundles
Kawngraph
KawnGraph (كون قراف) — the Agent Context Universe. One project universe, every coding agent: evidence-backed Context Packs that give agents the map, not the repo. Local-first, no…
Faf Crate
Persistent Project Context for Rust — IANA-registered .faf format · cargo add faf meta-crate
Model Workspace Protocol Tool
Deterministic workspace mapper that assembles layered LLM context from your project's folder tree.
Codemode Go
Programmatic tool calling for Go agents: the model writes one JavaScript program that calls the tools you already have. A second execution strategy, not a replacement for tool cal…
Syntavra
Adaptive context and runtime optimization for coding agents—reducing token waste, externalizing tool output, preserving exact session history, and enforcing secure tool routing.
Graphiti Local
Graphiti Local — local-first temporal knowledge graph
Min MCP
Minifying proxy for MCP servers and OpenAPI specs: your agent sees three searchable tools instead of every upstream's full catalog, and overlays fix the tools you don't own.
Claude Architect Foundations Study Guide
Open study guide for the Anthropic Claude Certified Architect (Foundations) exam: agent loop, context management, tools & schemas, sub-agents, hooks, MCP. Concepts + 29 practice q…
Agent Skill Forge
Spec-driven AI agent skill generator and verification pipeline for building, testing, repairing, and packaging production-ready agent skills.
COORD Harness
An autonomous multi-agent orchestration harness. Agents coordinate through one SQLite-WAL authority — claim work, hand off bounded context, assign audits, run tracked local model…
Ctxpack MCP
MCP server for ctxpack: token-aware context extraction for AI agents
AI For Architect
🚀 24-week AI Engineering journey with Python, LLM APIs, MCP servers & production patterns. Streaming clients, multi-provider CLI, token tracking. Perfect for developers entering A…
Contextverse
Context as a Service. One context for every AI tool. Self-hosted, vendor-neutral, RBAC-ready. 1-minute install.
Google Gemini Agentic AI
Exploring the core components – models, tools, orchestration, memory and evaluation
Dev Memory
Persistent cross-project memory for AI coding assistants — MCP server with SQLite + FTS5 two-phase search
Agoragentic Ecf Core
Open-source self-hosted context-governance runtime for coding agents: local MCP plus CLI, cited context maps, retrieval and eval artifacts, policy boundaries, and optional Triptyc…
Never Again
Stop your coding agent re-debugging the same error twice. Local-first failure memory over MCP.