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混合排名：实测增长优先。
该排名的计算方式
The descriptive index uses stored creation age, acquisition velocity, and measurable acceleration.
工具排名
混合排名：实测增长优先。 原始值保留各自的数据窗口；计算变化需要 7 天内至少两次测量。
- 1活跃
Authorize consequential AI agent actions before execution
mcp实测增长Measured age: 21 days-0.5 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.8/100打开来源 ↗安装
claude mcp add mcp -- npx @decionis/mcp530GitHub 星标-3 (-0.56 %) - 2活跃
Türkçe metinlerden yapay zekâ yazım imzalarını temizleyen Claude skill'i. YZ üretimi Türkçe'yi doğal, insan-sesli Türkçe'ye dönüştürür. | A Claude skill that removes AI writing signatures from Turkish text.
github实测增长Measured age: 27 days-0.17 GitHub 星标 per day over 6 days
Daily change decreased by 0.5 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 24.5/100打开来源 ↗安装
git clone https://github.com/bushrabeg/turkce-humanizer ~/.claude/skills/turkce-humanizer79GitHub 星标-1 (-1.2 %) - 3活跃
A secure, privacy-focused Telegram cloud storage bot using Cloudflare Workers and D1 Database. Features PIN protection, Burn-after-read, and Anti-leak.
github实测增长Measured age: 15 days-1 GitHub 星标 per day over 6 days
Daily change increased by 1.01 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 29.3/100打开来源 ↗339GitHub 星标-6 (-1.7 %) - 4活跃
Dalaran
其他Dalaran — Apache-2.0, robotics-first visualization and data infrastructure for multimodal time-series. ROS 2 native, reads existing .rrd recordings. A hard fork of Rerun.
github实测增长Measured age: 28 days-10.52 GitHub 星标 per day over 2 days
Daily change decreased by 20.99 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 24.1/100打开来源 ↗774GitHub 星标-21 (-2.6 %) - 5活跃
MasterAgent
智能体Build AI agents that run 100% on-device. Sub-100ms latency on Qualcomm NPU. Zero cloud dependency.
github实测增长Measured age: 24 days-2.66 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 25.7/100打开来源 ↗374GitHub 星标-16 (-4.1 %) - 6活跃
A directory of product launch platforms: where your product qualifies and how each form is filled.
mcp实测增长Measured age: 22 days-11.67 GitHub 星标 per day over 6 days
Daily change decreased by 34.96 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 26.4/100打开来源 ↗需在 MCP 配置中声明的远程服务器
https://submitmap.com/api/mcp300GitHub 星标-70 (-18.9 %) - 7活跃
轻量级跨平台网页桌面应用打包工具，可将 HTML、Vue、React、Vite 静态项目打包为 Windows 和 Linux 原生应用。A lightweight cross-platform tool for packaging HTML, Vue, React, and Vite static applications as native Windows and Linux desktop apps.
github估算动量Measured age: 22 days5.5 GitHub 星标 per day over 22 days
Acceleration cannot be measured yet: three snapshots are required.
Descriptive emergence index : 32.6/100打开来源 ↗121GitHub 星标— - 8活跃
A focused Pomodoro timer and task manager for mobile, desktop, and web.
github估算动量Measured age: 25 days7.64 GitHub 星标 per day over 25 days
Acceleration cannot be measured yet: three snapshots are required.
Descriptive emergence index : 32.4/100打开来源 ↗191GitHub 星标— - 9活跃
Sketch Material 3 Expressive screens in the browser and turn them into vibe-coding prompts.
github估算动量Measured age: 2 days271.5 GitHub 星标 per day over 2 days
Acceleration cannot be measured yet: three snapshots are required.
Descriptive emergence index : 82.7/100打开来源 ↗543GitHub 星标— - 10活跃
Generate AI images, video, music, and sound effects, and upscale them, from any MCP client.
mcp实测增长Measured age: 7 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 32.3/100打开来源 ↗需在 MCP 配置中声明的远程服务器
https://mcp.budgetpixel.com/mcp1GitHub 星标稳定 - 11活跃
Photoshop MCP server: natural-language AI photo editing with your own Photoshop. AI orchestration.
mcp实测增长Measured age: 29 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 23.7/100打开来源 ↗安装
claude mcp add editmamei -- npx editmamei2GitHub 星标稳定 - 12活跃
Bridge a live Chrome browser to your agent: 150 tools for capture, extraction, and observation.
mcp实测增长Measured age: 29 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 23.7/100打开来源 ↗安装
claude mcp add crawlio-browser -- npx crawlio-browser6GitHub 星标稳定 - 13活跃
MCP server for fetching URLs, safe against SSRF, DNS rebinding, and redirect-to-internal attacks.
mcp实测增长Measured age: 27 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 24.5/100打开来源 ↗安装
claude mcp add safe-fetch -- npx safe-fetch-mcp-server1GitHub 星标稳定 - 14活跃
Browser MCP: the app under test egresses via the real ISP while the agent stays on the VPN.
mcp实测增长Measured age: 29 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 23.7/100打开来源 ↗安装
claude mcp add lan-direct -- npx lan-direct3GitHub 星标稳定 - 15活跃
mcp-audit
MCPTransparent audit proxy for MCP servers: logs every tool call, flags poisoning and rug pulls.
mcp实测增长Measured age: 22 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.4/100打开来源 ↗安装
claude mcp add mcp-audit-proxy -- npx mcp-audit-proxy2GitHub 星标稳定 - 16活跃
Generate images and video from text prompts across Gemini, OpenAI and Kie AI.
mcp实测增长Measured age: 12 days8.84 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 34.8/100打开来源 ↗安装
claude mcp add mediagen -- npx mediagen54GitHub 星标+53 (+5300.0 %) - 17活跃
Zillow for-sale, for-rent and sold listings, and full property details, as structured JSON.
mcp实测增长Measured age: 11 days0.33 GitHub 星标 per day over 6 days
Daily change decreased by 1 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 30.9/100打开来源 ↗安装
claude mcp add zillow -- npx @hasdata/zillow-mcp3GitHub 星标+2 (+200.0 %) - 18活跃
Your real mailbox and calendar for your agent (M365/IMAP); a human approves every send.
mcp实测增长Measured age: 22 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.4/100打开来源 ↗安装
claude mcp add gigamail -- uvx gigamail2GitHub 星标稳定 - 19活跃
Turn your Grok Bot into a 7-agent Hyperliquid trading desk. Roles, system prompts and skills your Bots use to research, size, execute and review.
github实测增长Measured age: 19 days5.5 GitHub 星标 per day over 6 days
Daily change decreased by 4.5 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 30.5/100打开来源 ↗安装
git clone https://github.com/galleonlabs/hypergrok-trading-desk ~/.claude/skills/hypergrok-trading-desk51GitHub 星标+33 (+183.3 %) - 20活跃
Deterministic allow/require_approval/deny verdicts for agent actions, before they happen.
mcp实测增长Measured age: 25 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 25.3/100打开来源 ↗需在 MCP 配置中声明的远程服务器
https://policy-gate.3labsio.workers.dev/mcp1GitHub 星标稳定 - 21活跃
Search, browse, and submit MCP servers to the AllMCPs.com directory.
mcp实测增长Measured age: 29 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 23.7/100打开来源 ↗安装
claude mcp add allmcps-server -- npx allmcps-server4GitHub 星标稳定 - 22活跃
MCP server that drives the real Chrome you already use, through an extension and CDP.
mcp实测增长Measured age: 23 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.1/100打开来源 ↗安装
claude mcp add browsertap-mcp -- uvx browsertap-mcp2GitHub 星标稳定 - 23活跃
MCP server for Adobe After Effects — comp/layer introspection, undo-grouped ops, frame rendering.
mcp实测增长Measured age: 26 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 24.9/100打开来源 ↗安装
claude mcp add mcp-aftereffects -- npx @kumoproductions/mcp-aftereffects48GitHub 星标稳定 - 24活跃
Claude Code plugin to bootstrap and govern AI agent architectures (Claude Code, Cursor, Codex) — roles, task lifecycle, local auditing, and a secrets anti-leak guardrail.
github实测增长Measured age: 10 days0.17 GitHub 星标 per day over 6 days
Daily change decreased by 0.5 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 31.2/100打开来源 ↗安装
/plugin marketplace add Senavictors/bootstrap-agent-architecture-plugin3GitHub 星标+1 (+50.0 %) - 25活跃
Local-first version control for AI work. Savepoint and resume your project state across chats.
mcp实测增长Measured age: 21 days0.17 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.9/100打开来源 ↗安装
claude mcp add stateark -- npx stateark2GitHub 星标+1 (+100.0 %)