MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
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A Model Context Protocol (MCP) server that provides AI agents with comprehensive temporal awareness and time calculation capabilities.
MIT ★ 3 -
Local DevDocs MCP Server (Developer Docs with project specific context awareness)
npm MIT -
DevContext is a cutting-edge Model Context Protocol (MCP) server designed to provide developers with continuous, project-centric context awareness. Unlike traditional context systems, DevContext continuously learns from and adapts to your development patterns and delivers highly relevant context providing a deeper understanding of your codebase.
MIT ★ 49 -
Context-aware orchestration agent with a self-hosted MCP server, deadline-aware study planning, task management, and voice-enabled interaction.
★ 1 -
Memory System for Cursor using MCP - Provides persistent context awareness for Claude
npm MIT -
asimovs-radiogithub.com/futurespeakai/asimovs-radioupdated this year
Asimov's Radio — emotional arc orchestration through music. Standalone MCP server for session-aware musical context injection.
npm MIT -
DevContext is a cutting-edge Model Context Protocol (MCP) server designed to provide developers with continuous, project-centric context awareness.
npm MIT -
Model Context Protocol server that exposes VaneUI component documentation as resources for MCP-aware clients.
npm MIT -
Task-adaptive repository context engine for coding agents: local MCP, exact token budgets, and dependency-aware retrieval.
MIT ★ 1 -
Production Pure Go Model Context Protocol (MCP) server for Manus AI v2 with Credit-Aware Capacity Pool
MIT ★ 1 -
Regression-Aware Context Compaction & Witness Replay for Coding Agents (CEGAR-Harness)
MIT -
choice-pilotgithub.com/houguangyu010416-star/choice-pilotupdated this year
Context-aware clickable choices for Codex and MCP Apps.
★ 2 -
Cache-aware context engine & state governor for AI agents: standard MCP server, lossless pruning, prefix integrity.
MIT ★ 2 -
switchcoregithub.com/fbratten/switchcoreupdated this year
Python MCP server providing discovery, inventory, and context-aware tool routing across MCP ecosystems (12 tools, advisor-only, no proxy).
MIT -
CodeMCP is a workspace-aware execution, context, and agent orchestration server for AI clients.
MIT ★ 4 -
MCP server wrapping knowledge-gun. Exposes paste-ready knowledge-graph context bundles as tools any MCP-aware LLM client can call.
MIT -
kinrggithub.com/hotienky/kinrgupdated this year
The Context Engine for AI Coding: Persistent incremental knowledge graph for token-efficient, context-aware reviews
pypi MIT -
Model Context Protocol server providing version-aware frontend engineering intelligence (React, Next.js, Vite, Tailwind CSS, TypeScript) to AI coding agents
npm MIT -
context-routergithub.com/mohankrishnaalavala/context-routerupdated this year
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.
NOASSERTION ★ 11 -
skill-context-managergithub.com/Mavis2103/skill-context-managerupdated this year
Context-aware skill selection for AI agents — solves the 'too many skills' problem. Reduces skill context tokens by 85-98%, improves selection accuracy, learns from feedback.
MIT ★ 1 -
@mukundakatta/agentfit-mcpgithub.com/mukundakatta/agentfit-mcpupdated this year
MCP server for agentfit: token-aware message truncation. Fit a chat history into the model's context budget with drop-oldest, drop-middle, or priority strategies.
npm MIT -
repomemorygithub.com/Lay4U/repomemoryupdated this year
🧠 Repo-aware memory layer for coding agents. Capture sessions, share context across Claude/Codex/OpenHands via MCP. Stop repeating mistakes.
MIT -
project-guide-agentgithub.com/anthropics/project-guide-agentupdated this year
Context-aware, memory-driven developer assistant with Jira + Git integration, smart ticket guidance, persistent preferences, and intelligent workflow automation
npm ISC -
A suite of AI agents and tools built on Model Context Protocol (MCP) for standardized, context-aware AI systems.
MIT ★ 1 -
Context-efficient, compiler-aware development tools for AI agents working on Haskell codebases.
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waypathgithub.com/thestack-ai/waypathupdated this year
Local-first external brain CLI for coding agents — SQLite-backed context, graph-aware recall, and governed memory for Claude Code, Codex, and MCP clients.
npm MIT -
Keep Claude Code context clean. Open-source toolkit: drift detection, re-read dedup, integrity scoring, AST-aware reads, 15 MCP tools. 62.6% measured savings, reproducible.
MIT ★ 46 -
@mseep/hr-mcp-server-2stale
HR Model Context Protocol server with employee management tools and HCM-aware translation
npm MIT -
testpilot-mcpgithub.com/aishwaryshrivastav/testpilotupdated this year
Context-aware testing layer for Playwright MCP — scans your codebase, generates precise test plans, and produces CTO-level reports. Works with Claude Code and Cursor.
npm MIT -
Sip your tokens, don't gulp them. Keep Claude Code's context clean: drift detection, re-read dedup, integrity scoring, AST-aware reads, and 16 MCP tools for Claude Desktop.
npm MIT -
A MCP server implementation for SearXNG, designed to enhance search result processing and context-aware querying.
Apache-2.0 -
Terminal-first search and Model Context Protocol (MCP) server over 1M+ open-access documents — papers, standards, case law, books — with citations, PDFs and license-aware access.
MIT -
Local-first menstrual cycle coach MCP for AI agents — orchestrates Apple Health Cycle, Garmin women's health, and Fitbit female health into phase-aware nutrition and recovery context.
npm MIT -
sensei-mcpgithub.com/amarodeabreu/sensei-mcpupdated this year
Multi-persona engineering mentor with 64 specialized AI personas orchestrating collaborative guidance, session memory, and git-aware context
pypi Apache-2.0 -
Comment directives in, compact AI context out — a drift-aware code graph for JS/TS that gives Claude, Codex & other assistants a small query pack instead of the whole tree. CLI + MCP server.
MIT -
Enable integration of WezTerm terminal emulator with external tools and resources through the Model Context Protocol. Enhance your terminal experience by allowing dynamic access to data and actions via MCP. Simplify automation and context-aware workflows within WezTerm.
smithery -
An Model Context Protocol (MCP) server that provides LLMs/AI Agents with the capabilities of a language server protocol (LSP) server. This gives the AI the ability to get language aware context from the codebase.
npm MIT -
@hayasaka7/go-arch-xraygithub.com/hayasaka7/go-arch-xrayupdated this year
Model Context Protocol server for static analysis of Go codebases with shadow SQLite indexing, background sync, call graphs, import graphs, interface topology, struct lifecycle, endpoints, maintainability metrics, and repo-aware config.
npm MIT -
Atom of Thoughtsgithub.com/kbsooo/MCP_Atom_of_Thoughtsno update data
Enhance your applications with intelligent thought processing capabilities. Leverage advanced language models to generate, analyze, and manipulate ideas seamlessly. Transform your workflows with powerful context-aware interactions.
smithery -
🤖 MCP server that gives AI agents deep context about your project - coding standards, knowledge base, todos, database schema & history. Keep your AI assistant consistent and context-aware.
MIT ★ 13 -
Persistent, branch-aware workflow state memory MCP server for AI coding assistants. Tracks tasks, accepted decisions, and active blockers to prevent session context bloat and speed up development.
npm MIT ★ 45 -
ContextAtlasgithub.com/codefromkarl/ContextAtlasupdated this year
ContextAtlas — context infrastructure for AI coding agents: hybrid retrieval, project memory and retrieval observability via CLI, MCP server or embeddable library. Tree-sitter indexing, LanceDB vector search, FTS5 and token-aware context packing.
MIT ★ 30 -
A configurable MCP server that indexes and serves Terraform/Tofu provider documentation from a local Git repo to power accurate, context-aware code generation.
MIT -
خادم MCP لترجمة ومعالجة ملفات الترجمة السينمائية SRT بدقة وسياق ذكي | An MCP server for context-aware movie & video SRT subtitle translation.
NOASSERTION -
Local-first code context CLI + MCP server: discover, index, and search repos; generate task-aware context packs, code maps, agent harnesses, and PR-review/merge-readiness gates for coding agents and reviewers.
npm MIT ★ 3 -
floopgithub.com/nvandessel/floopupdated this year
Spreading activation memory for AI coding agents - corrections in, context-aware behaviors out.
Apache-2.0 ★ 26 -
Markdown-vault memory for coding agents: schema-checked notes, git-aware session context, self-hosted MCP
pypi MIT ★ 2 -
Reversible, structure-aware context compression engine for LLM agents (Rust) — cuts token cost of tool outputs, JSON and logs. Deterministic, sans-io, zero network.
npm Apache-2.0 -
Save up to 80% tokens when AI reads code — MCP server for token-efficient code navigation, AST-aware structural reading instead of dumping full files into context window
npm MIT -
A simple model context protocol (MCP) server that allows Claude Desktop or other MCP aware clients to run Bash commands on your local machine.
MIT ★ 37 -
taskmajorgithub.com/sznicolas/taskmajorupdated this year
Local-first task management engine for AI agents. MCP-compatible, highly customizable profiles (GTD, Energy-aware, Context tags), powered by an embedded TaskWarrior engine.
★ 3 -
gemini-embedding-2-mcp-servergithub.com/AlaeddineMessadi/gemini-embedding-2-mcp-serverupdated this year
🚀 A powerful Model Context Protocol (MCP) server powered by Gemini Embedding 2. Transforms any local directory into an ultrafast, visually-aware spatial search engine for AI agents! 🔎✨
MIT ★ 5 -
token_optimizergithub.com/omkar9854/token_optimizerupdated this year
Zero-dependency, fully-reversible context compression for AI agents — cut LLM token usage up to 94% (JSON tabularization, log template mining, query-aware code skeletons). Stdlib-only, air-gap ready, built-in MCP server.
Apache-2.0 ★ 1 -
Production-ready Model Context Protocol (MCP) server for the Pexels API — search and browse photos and videos, with license-aware usage guidance. Unofficial; not affiliated with or endorsed by Pexels.
npm MIT -
smart-commitgithub.com/subhayu99/smart-commitupdated this year
An AI-powered git commit message generator with repository context awareness, built with Python and Typer.
MIT ★ 2 -
Production-ready Model Context Protocol (MCP) server for the Pexels API — search and browse photos and videos, with license-aware usage guidance. Unofficial; not affiliated with or endorsed by Pexels.
npm MIT ★ 2 -
quriogithub.com/irahardianto/qurioupdated this year
Self-hosted RAG engine for AI coding assistants. Ingests technical docs & code repositories locally with structure-aware chunking. Serves grounded context via MCP to prevent hallucinations in software development workflows.
MIT ★ 17 -
Model Context Protocol (MCP) server for urban planning, mobility and spatial statistics: accessibility, PTAL, MCDA, space syntax, slope-aware routing, Moran's I, LISA, Gi* and GWR as tools for AI agents.
pypi MIT -
Token-budget-aware DOM & UI context distillation engine for AI Coding Agents (Antigravity, Codex, Cursor, Claude Code), Browser-Use & RAG
MIT -
Production-ready Model Context Protocol (MCP) server for the Pixabay API — search and fetch royalty-free images and videos, with license-aware usage guidance. Unofficial; not affiliated with or endorsed by Pixabay.
npm MIT ★ 1