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#mcp

Emerging MCP repos

Small repositories, under 1,000 stars a week ago, gaining stars at least twice as fast as in a usual week. They already had a history to speed up from: these are not this week’s new repos. How emerging works

Today This week This month New this week Emerging

Showing 25 of 25 · stars this week against the usual week · min. 20

Rank 1YS

yasewang1337-svg/winutil-cn

面向 Windows 11 的中文软件管理与系统维护工具,支持 Windows 10 / 11 x64 镜像制作与默认只读的 MCP 接口。基于 Chris Titus Tech Windows Utility。

Breakout week: +744 this week vs ~1

PowerShell1.1kstars total Health: Mixed signalsWindowsMCP
+744 stars this weekthis week
Rank 2WA

wangmiaozero/pi-harness

The operational superset of Pi Coding Agent — everything Pi, plus observability, governance, recovery, evaluation and multi-agent orchestration. Pi Coding Agent 的运维超集——完整继承 Pi 的核心能力,并进一步扩展可观测性、治理、故障恢复、评估和多 Agent 编排。

58× its usual pace: +925 this week vs ~16

TypeScript1kstars total #1 in ObservabilityObservabilityMCP
+925 stars this weekthis week
Rank 3FA

fy-agent/fyagent

For You Agent——AI 时代的个人随身数字人格。把你的模型、AI 账号、技能、提示词和工作方式,带到每一个 AI 工具里。

56× its usual pace: +620 this week vs ~11

Rust869stars total Health: HealthyAgent skillsDesktop apps
+620 stars this weekthis week
Rank 4LS

ling-stack-org/ling-stack

Local-first AI teammate workspace. Bring your own models and keep project conversations, tool approvals, and results together.

+555 stars this week after quiet weeks

TypeScript556stars total Health: HealthyLocal-firstMCP
+555 stars this weekthis week
Rank 5SL

scenario-labs/blender-plugin

Scenario for Blender: AI images, video, 3D and PBR materials in the viewport, plus a local MCP server for agents. Blender 5.0+ extension, GPL-3.0-or-later.

Breakout week: +461 this week vs ~3

Python484stars total #2 in Computer visionComputer visionMCP
+461 stars this weekthis week
+1 more from scenario-labs
Rank 12SL

scenario-labs/skills

Get production-ready images, video, audio, and 3D from any AI agent: skills that pick the right model, price before spending, and keep characters and brands consistent through the Scenario MCP, plus expert teams that drive Blender, Maya, ZBrush, Unreal, and Unity.

16× its usual pace: +82 this week vs ~5

Python1kstars total Health: HealthyGame devGame engines
+82 stars this weekthis week
Rank 6LE

leeguooooo/iphone-use

响应快 省Token, Let AI agents (Claude Code, Codex, any MCP client) drive a real iPhone · 让 AI agent 操作真实 iPhone:读屏、点击、输入、滑动,USB 或 Wi-Fi,自有 XCTest runner,可回放的 App flow。Open source, self-hosted on macOS.

29× its usual pace: +145 this week vs ~5

Rust288stars total Health: HealthyiOSSelf-hosted
+145 stars this weekthis week
Rank 7CP

cuga-project/cuga-agent

CUGA is an open-source generalist agent harness for the enterprise, supporting complex task execution on web and APIs, OpenAPI/MCP integrations, composable architecture, reasoning modes, and policy-aware features.

35× its usual pace: +139 this week vs ~4

Python1kstars total Health: HealthyMCPCoding agents
+139 stars this weekthis week
Rank 8AL

Aletheore/Aletheore

Evidence-grounded repository audit CLI - deterministic scanner, MCP server, live dashboard, and a GitHub Action that posts PR diffs.

11× its usual pace: +148 this week vs ~14

Python349stars total Health: HealthyDevOpsSecurity
+148 stars this weekthis week
Rank 9FA

fatasia/DeepMonkey-Studio

从 Vibe Coding 到 Vibe World:AI原生的可编程三维世界,面向元宇宙、Science、世界模型的开源底座

+102 stars this week after quiet weeks

TypeScript108stars total Health: HealthyWebAssemblyWeb frameworks
+102 stars this weekthis week
Rank 10AS

ashishsinha1602/schemagate

Text-to-SQL access control: schema selection that gives the LLM only the tables the caller is allowed to read. Row-level-security-aware table pruning for LangChain, MCP and any SQL agent. Postgres, Oracle, MySQL, SQL Server. 75% fewer prompt tokens.

96× its usual pace: +96 this week vs ~1

Python104stars total DatabasesSecurity
+96 stars this weekthis week
Rank 11RO

rootSunc/CNEquity

中国 A 股数据基础设施。55个日更数据集:股票行情、基本面、期货数据、资金面、公告事件、指数行业、宏观与风险。行级溯源、PIT 语义、复权与历史成分内置,MCP 原生。自托管,零注册、零 API Token

9× its usual pace: +234 this week vs ~26

Python582stars total Health: HealthyDatabasesMCP
+234 stars this weekthis week
Rank 13GU

guardana/guardana

Open-source AI security verification for model artifacts, live endpoints, MCP servers, and recorded agent traces. Reproducible evidence for release decisions.

24× its usual pace: +73 this week vs ~3

Python235stars total Health: HealthyObservabilitySecurity
+73 stars this weekthis week
Rank 14WP

with-pebbly/aseprite-ai-artist

Your coding agent paints pixel art in the Aseprite window you already have open. MCP server + skills for Claude Code, omp, Codex, Gemini CLI and Cursor — draws, looks at its work, animates and exports. Gallery and benchmark: pixeli.pebbly.space

6× its usual pace: +146 this week vs ~23

TypeScript384stars total Game devMCP
+146 stars this weekthis week
Rank 15SO

SourceWeft/SourceWeft

Open-source, self-hostable alternative to ChatGPT and NotebookLM — agents, skills, MCP, and cited knowledge in one AI workstation. Your models, your infrastructure. Free to use GPT 6: https://SourceWeft.com/

+63 stars this week after quiet weeks

TypeScript253stars total Health: HealthySelf-hostedMCP
+63 stars this weekthis week
Rank 16ND

nota-daw/nota

Nota — a free DAW for macOS, Windows and Linux. No subscription, no account — just open it and make music.

31× its usual pace: +61 this week vs ~2

C#88stars total AudioC# & .NET
+61 stars this weekthis week
Rank 17VT

voygr-tech/placecall

The phone is your last API. Give your agent a voice to call any US business - reservations, inquiries, quotes. Verified outcome + transcript. First 250 calls free.

30× its usual pace: +60 this week vs ~2

Shell91stars total Health: HealthyMCPAgent skills
+60 stars this weekthis week
Rank 18SO

Soodok/Deepseek-Harness-Local-Android

Run the DeepSeek Harness AI agent natively on Android — no root, no Termux, extension center included | 手机本地运行 DeepSeek Agent,免 Root 免 Termux

15× its usual pace: +58 this week vs ~4

Kotlin269stars total KotlinLocal LLMs
+58 stars this weekthis week
Rank 19LE

leemysw/yovoice

Open-source local AI audio & music studio for macOS & Windows. TTS, voice cloning, songs with lyrics, and multi-track scores — 100% offline, zero API fees.

5× its usual pace: +881 this week vs ~165

TypeScript1.6kstars total #3 in AudioAudioLocal LLMs
+881 stars this weekthis week
Rank 20MI

mixelpixx/Konnect

AI-assisted PCB design for KiCAD 10. Native KiCAD plugin — a single Rust binary exposing 217 schematic, layout, routing, placement, design-review, and manufacturing tools to Claude, or the LLM of your choosing

4× its usual pace: +230 this week vs ~58

Rust1.2kstars total Health: HealthyMCPAgent skills
+230 stars this weekthis week
Rank 21AY

Ayuilos/Miffan

RikkaHub fork,Android AI 客户端。支持 ChatGPT 订阅登录使用、跨应用划词悬浮翻译、助手工作区文件隔离、远程云电脑控制、文档与 HTML 预览、可定制动态角色。

3× its usual pace: +69 this week vs ~20

Kotlin288stars total Health: HealthyKotlinLocal-first
+69 stars this weekthis week
Rank 22FR

Freaction/Aquilum

Fast local-first Markdown knowledge base for Windows with live preview, search, graph, Dataview, book reader, and MCP

+33 stars this week after quiet weeks

Rust227stars total Health: Mixed signalsLocal-firstWeb frameworks
+33 stars this weekthis week
Rank 23MA

Maildun/maildun

Self-hosted email platform for teams: audiences, campaigns, transactional email, automations, and first-party engagement tracking. Laravel 13 · Inertia 3 · React 19.

+30 stars this week after quiet weeks

PHP33stars total PHPUI & design systems
+30 stars this weekthis week
Rank 24TE

TensorBlock/awesome-mcp-servers

A comprehensive collection of Model Context Protocol (MCP) servers

3× its usual pace: +26 this week vs ~9

TypeScript915stars total Health: HealthyMCPTypeScript
+26 stars this weekthis week
Rank 25OM

okf-memory/okf-agent-memory

Git-native persistent memory for AI coding agents. Implements Google OKF v0.2 with sub-300µs in-memory BM25 search, embedded MCP server, and progressive disclosure. Slashes token bloat by 80% with zero external databases or dependencies. Built in pure Go.

2× its usual pace: +54 this week vs ~26

Go814stars total DatabasesGo
+54 stars this weekthis week
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