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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repoprompt-windowsgithub.com/MiaAI-Lab/repoprompt-windowsupdated this year
RepoPrompt for Windows — Context Engineering Tool for AI Coding Agents. Windows port of repoprompt/repoprompt-ce.
Apache-2.0 ★ 2 -
Unofficial Windows installer for the VectorCraft MCP server: control VectorCraft with Claude Code and Claude Desktop (Model Context Protocol).
MIT -
Unofficial Windows installer for the PhotoCraft MCP server: control PhotoCraft with Claude Code and Claude Desktop (Model Context Protocol).
MIT -
MCP Server that solves context window overload — smart tool pruning, relevance scoring, budget tracking for AI agents
MIT ★ 1 -
logica-contextgithub.com/rovemark/logica-contextupdated this year
MCP server that protects your AI context window via sandboxed execution and smart indexing
npm MIT -
Local-first Windows tray app that exposes privacy-classified ambient context — presence, foreground app, battery, power, system load — as MCP tools.
MIT ★ 3 -
A secure Model Context Protocol server for Windows command-line interactions
npm MIT -
logica-contextgithub.com/Rovemark/logica-contextupdated this year
MCP server that protects your AI context window via sandboxed execution and smart indexing. 97% token savings.
MIT -
matryoshka-rlmgithub.com/yogthos/matryoshkaupdated this year
Recursive Language Model - Process documents larger than LLM context windows
npm Apache-2.0 -
token-lens-mcpgithub.com/mdfifty50-boop/token-lens-mcpupdated this year
MCP server for context window optimization — audit token budgets, compress schemas, optimize tool loading
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A comprehensive Model Context Protocol (MCP) server that provides AI models with powerful Windows system management capabilities. This MCP enables AI assistants to interact with Windows systems through a secure, well-structured interface.
NOASSERTION ★ 6 -
toonify-mcpgithub.com/PCIRCLE-AI/toonify-mcpupdated this year
Context compression plugin for Claude Code. Automatically trims large tool output—JSON, YAML, stack traces, and logs—before it enters the context window.
MIT ★ 67 -
@mseep/zipmem-mcpgithub.com/ahmetakyurt/zipmem-mcpupdated this year
Local-first MCP server + CLI that gives terminal AI agents an endless semantic memory via Anchored Compacting, keeping the context window small.
npm MIT -
token-lens-mcpgithub.com/mdfifty50-boop/token-lens-mcpupdated this year
MCP server for analyzing and optimizing context window token usage — audit tool definitions, compress schemas, track usage, and reduce bloat
npm MIT -
dexteritygithub.com/nshkrdotcom/dexterityupdated this year
Code Intelligence: Token-budgeted codebase context for Elixir agents. Solves context window limitations by providing a deterministic Elixir semantic graph and agent-ready Repo Map for LLMs.
MIT ★ 6 -
Code intelligence for agents: find the code that matters and keep your context window and tokens lean.
Apache-2.0 ★ 163 -
MCP empowering LLM Agents (Claude Code, Codex CLI etc) to integrate with Gemini CLI for it's massive context windows
MIT ★ 3 -
Yapi MCP Server - Model Context Protocol server for Yapi API documentation platform with Windows support
npm MIT -
Zero-dependency context & token optimizer for Claude Code, Codex CLI, and Google Antigravity. Cuts terminal output by up to 96.4% to prevent context window exhaustion.
npm MIT -
Shows what consumes your agent's context window before the conversation starts — skill descriptions, memory files and their imports, configured MCP servers. Read-only, MIT.
MIT -
MCP server for AI Model Watch — prices, context windows, lifecycle status and deprecation dates for 270+ AI/LLM models, from official provider pages, refreshed daily. Read-only, no key.
npm MIT -
Context optimization middleware for LLM agents — a dynamic tool registry, result masking, token budgeting and smart compaction, so a long session stays inside its window instead of failing for length.
npm MIT -
Flashless Linux, Windows & macOS Native Computer-Use Engine & Model Context Protocol (MCP) Server
npm MIT -
agent-token-budgetactive
Zero-dependency context window compressor, code signature folder, JSON minifier & token estimator for AI coding agents and MCP.
npm MIT -
whats-loaded-mcpgithub.com/stcmain/whats-loaded-mcpupdated this year
MCP server that shows what is consuming your agent's context window before the conversation starts — skill descriptions, memory files and their imports, and configured MCP servers — ranked, with duplicates called out.
npm MIT -
Windows-first, resource-governed MCP runtime for local developer workstations with durable execution, scoped filesystem access, search, and developer-context backends.
Apache-2.0 ★ 1 -
A secure Model Context Protocol (MCP) server for executing commands in Windows Subsystem for Linux (WSL) with built-in safety features and validation
npm MIT -
Claude Code and Codex inside WoW Forever, with terminal tabs and a WoW MCP server for character context, quests and Lua errors. Free, open source, Windows.
MIT ★ 22 -
Windows desktop UI context picker for AI agents: select windows, UI elements, or screen regions with hover highlighting, UI Automation, screenshots, local OCR, and user-approved MCP output. Works with OpenAI Codex, DeepSeek Harness, and other MCP-compatible clients.
MIT ★ 2 -
Docker-powered MCP server to parse your OpenAPI specs without polluting context windows.
MIT ★ 1 -
winreach-mcpgithub.com/GhouI/winreach-mcpupdated this year
WinReach — give your AI agent its own Windows machine. Remote PowerShell, file transfer, screenshots, and full desktop control (computer use) over HTTP, secured with per-user keys, roles, command policies, mTLS, and an audit log. A Model Context Protocol (MCP) server for Windows.
MIT ★ 8 -
context-optimizer-mcp-jsgithub.com/AiAgentKarl/context-optimizer-mcp-jsupdated this year
JavaScript MCP Server — solve context window overload with smart tool pruning and relevance scoring
MIT -
subway-contextactive
On-demand multi-window context transit and workspace guard for AI coding agents (Claude Code, OpenCode, Antigravity)
npm MIT -
largefilegithub.com/peteretelej/largefileupdated this year
MCP server for reading, searching, and editing files too large for LLM context windows
★ 12 -
MCP server for logging and retrieving memories with context window caching and shared memories
npm MIT -
Automated MCP discovery and context optimization for Claude Code. Save 90% of your context window with 5-minute setup and zero maintenance.
MIT ★ 2 -
Visualize and diagnose OpenClaw context windows to identify token usage, file health, and available space for conversation.
MIT ★ 2 -
拓竹 Bambu Studio MCP：Windows 后台切片、STL/3MF 模型检查与 X2D 双喷头离线校验，不占用鼠标键盘。Unofficial Bambu Lab Bambu Studio Model Context Protocol server for Windows background slicing and X2D dual-nozzle validation.
GPL-2.0 -
On-demand multi-window context transit and workspace guard for AI coding agents (Claude Code, OpenCode, Antigravity)
npm MIT -
@joeblackwaslike2/mcp-execgithub.com/joeblackwaslike/mcp-execupdated this year
MCP server for sandboxed code execution with context window reduction
npm mit -
An MCP server exposing mass spectrometry tools to AI clients. Spectra stay out of the context window via server-side references with provenance.
pypi MIT ★ 1 -
Fast local code search, source reads, and smart block-clamped context for AI coding agents. VS Code Native Language Model Tools & MCP server backed by a shared Rust trigram cache (Linux, Windows, WSL).
MIT -
@dpm-tools/mcp-archivegithub.com/jeffereychown-max/mcp-archiveupdated this year
MCP server with 6 Wayback Machine + Internet Archive tools. Fetches archived pages as readable text (no context-window explosion). Free, MIT.
npm MIT -
A Node MCP server that feeds AI tools Unity GameObjects, assets, and other resources that are selected by the user. Think of it like when you drag source code in Cursor, Antigravity, Github Copilot window to add that file to context, but for Unity.
MIT -
mcp-tortoisesvngithub.com/luozn15/mcp-tortoisesvnupdated this year
一个功能完整的 Model Context Protocol (MCP) 服务器，为 Windows 环境提供 TortoiseSVN 和 Subversion 集成支持。
★ 3 -
mcp-archivegithub.com/jeffereychown-Max/mcp-archiveupdated this year
6 Wayback Machine + Internet Archive tools for Claude. Returns archived pages as clean readable text (doesn't blow your context window). Free, MIT.
MIT -
Autonomous M2M MCP server that scrubs framework noise & redacts secrets from AI agent error logs before they hit your context window
npm MIT ★ 6 -
vlfs-localgithub.com/fedevela/vlfs-localupdated this year
A local, lightweight Model Context Protocol (MCP) server implementing the OpenViking standard. Turns any workspace into an intelligent, semantic virtual filesystem (VLFS) for LLM agents to prevent context window exhaustion.
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One MCP server for five databases — PostgreSQL, MySQL, SQLite, MongoDB and Redis — with named connection profiles, so database passwords never enter the model's context window.
MIT ★ 1 -
One MCP server for five databases — PostgreSQL, MySQL, SQLite, MongoDB and Redis — with named connection profiles, so database passwords never enter the model's context window.
npm MIT -
🚀 Supercharge your AI agents! A cross-platform CLI & Model Context Protocol (MCP) server that parses full codebases into token-efficient, LLM-ready context files. Save tokens, reduce hallucinations, and give your AI the perfect context window.
MIT ★ 1 -
A Model Context Protocol (MCP) server for fast file search using Everything (Windows) with cross-platform fallbacks for macOS (Spotlight) and Linux (ripgrep/locate).
MIT ★ 1 -
Free, local plugin that keeps tool output out of your coding agent's context window. Sandbox and SQLite FTS5 search, 99% fewer bytes in context. Works with Claude Code, Codex, Pi, OMP, OpenCode, Gemini CLI, Copilot CLI and 4 more agents. Zero telemetry.
npm NOASSERTION ★ 34,115 -
tkinter-mcp-servergithub.com/tctibbs/tkinter-mcp-serverupdated this year
A Model Context Protocol (MCP) server that enables AI agents (like Claude) to view, introspect, and control Tkinter GUIs. Features widget-tree extraction and window-specific screenshots.
MIT ★ 5 -
A Model Context Protocol server providing tools to analyze Windows crash dumps using WinDbg/CDB
pypi MIT -
Call the Google Antigravity CLI (agy) headlessly from any non-TTY context — Windows ConPTY + POSIX pty + MCP server. Fixes the empty-output bug (#76).
MIT ★ 20 -
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 -
The Universal, Git-powered context & rules framework for native AI agents (Claude, OpenAI, Gemini, DeepSeek) across Linux, macOS, and Windows. Scaffolding CLI, native MCP server, and repository governance.
npm MIT -
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/JSON reports.
MIT ★ 3 -
rlm-mcpgithub.com/NextTokens/rlm-mcpupdated this year
MCP to optimize Claude code context window and effectively scan large files and code
MIT ★ 3