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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
An agent organization for Claude Code, structured as a company — 15+ departments, 125+ skills, each independently installable.
github实测增长Measured age: 5 days221.99 GitHub 星标 per day over 3 days
Daily change decreased by 297.22 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 71/100打开来源 ↗安装
/plugin marketplace add cbrock84/headcount964GitHub 星标+666 (+223.5 %) - 2活跃
从孙割19年白月光的痛彻心扉中蒸馏出来的无上心法
github实测增长Measured age: 6 days49.58 GitHub 星标 per day over 5 days
Daily change decreased by 4.51 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 50.9/100打开来源 ↗安装
git clone https://github.com/KKKKhazix/sun-style-writing ~/.claude/skills/sun-style-writing359GitHub 星标+248 (+223.4 %) - 3活跃
sepia
技能De-AI writing skill for any Agent Skills-compatible agent (77+ via the Skills CLI), with native plugins for Claude Code, Codex, Grok Build, and Antigravity. Narrative-architecture repair for fiction, venue-matched rules for professional…
github实测增长Measured age: 6 days233.73 GitHub 星标 per day over 4 days
Daily change decreased by 50.17 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 71.2/100打开来源 ↗安装
git clone https://github.com/Nanako0129/sepia ~/.claude/skills/sepia1 363GitHub 星标+934 (+217.7 %) - 4活跃
ChatGPT thinks. Codex works. Use ChatGPT as the planning brain while keeping the Codex harness.
github实测增长Measured age: 6 days346.91 GitHub 星标 per day over 2 days
Acceleration cannot be measured yet: three snapshots are required.
Descriptive emergence index : 83.7/100打开来源 ↗2 154GitHub 星标+694 (+47.5 %) - 5活跃
Background tasks that keep running after your app is backgrounded, for React Native and Expo. Wraps iOS 26 BGContinuedProcessingTask (Live Activity) and Android WorkManager foreground services behind one typed API. Swift + Kotlin via Nitro…
github实测增长Measured age: 2 days48.34 GitHub 星标 per day over 1 day
Acceleration cannot be measured yet: three snapshots are required.
Descriptive emergence index : 57.9/100打开来源 ↗175GitHub 星标+48 (+37.8 %) - 6活跃
snagtime
应用Free, self-hostable scheduling app with booking links, Google Calendar sync, SMTP notifications, and Stripe test payments.
github实测增长Measured age: 6 days16 GitHub 星标 per day over 4 days
Daily change increased by 1.14 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 40.4/100打开来源 ↗318GitHub 星标+64 (+25.2 %) - 7活跃
Stop your coding agent from stalling real work on self-invented bookkeeping - receipts, hashes, locks, certification rituals. Ship first, then verify. Skill for Claude Code, Codex, and other agents.
github实测增长Measured age: 4 days12 GitHub 星标 per day over 2 days
Acceleration cannot be measured yet: three snapshots are required.
Descriptive emergence index : 43.7/100打开来源 ↗安装
git clone https://github.com/Vuk97/forward-implementation-first ~/.claude/skills/forward-implementation-first160GitHub 星标+24 (+17.6 %) - 8活跃
Generative art skill for Claude Code — deterministic, hash-seeded, onchain-ready
github实测增长Measured age: 6 days5 GitHub 星标 per day over 3 days
Daily change increased by 1.5 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 35.4/100打开来源 ↗安装
/plugin marketplace add camilleroux/genart-skill115GitHub 星标+15 (+15.0 %) - 9未知最近提交：暂无数据
huggingface实测增长Measured age: 3 days0 Hub 30 天下载量 per day over 1 day
Acceleration cannot be measured yet: three snapshots are required.
Descriptive emergence index : 37.6/100打开来源 ↗Transformers 标识符
kiel2/KielGen-Fast318Hub 30 天下载量稳定 - 10活跃
Sourcey
MCPFind and compare startup credits and deals with eligibility checks and exact evidence.
mcp实测增长Measured age: 5 days-23.59 GitHub 星标 per day over 5 days
Daily change decreased by 58.98 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 33.1/100打开来源 ↗需在 MCP 配置中声明的远程服务器
https://mcp.sourcey.com/mcp0GitHub 星标-118 (-100.0 %) - 11活跃
MCP server and CLI that resolves config/env-var cascade across .env, docker-compose, and Kubernetes
mcp实测增长Measured age: 6 days0 GitHub 星标 per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 32.7/100打开来源 ↗安装
claude mcp add envspeak -- npx @patrizzos/envspeak0GitHub 星标稳定 - 12活跃
Traveler.md
MCPA traveler's portable travel profile and trip plans. It remembers, it does not search or book.
mcp估算动量Measured age: 6 days0 GitHub 星标 per day over 4 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 32.7/100打开来源 ↗需在 MCP 配置中声明的远程服务器
https://mcp.traveler.md/mcp0GitHub 星标— - 13活跃
Audit agent skills/prompts against 8 supply-chain attack patterns. Deterministic, no-LLM scanner.
mcp实测增长Measured age: 6 days0 GitHub 星标 per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 32.7/100打开来源 ↗安装
claude mcp add mcp-skill-sec -- uvx mcp-skill-sec0GitHub 星标稳定 - 14活跃
Deterministic no-LLM MCP server that scrubs secrets before they reach an agent. Never leaks values.
mcp实测增长Measured age: 6 days0 GitHub 星标 per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 32.7/100打开来源 ↗安装
claude mcp add mcp-secret-scrub -- uvx mcp-secret-scrub0GitHub 星标稳定 - 15活跃
Battery cell visual quality control using multi-agent architecture with A2A protocol — CNN defect detection, cross-session memory, drift detection and Streamlit monitoring dashboard
github实测增长Measured age: 2 days0 GitHub 星标 per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 34.2/100打开来源 ↗0GitHub 星标稳定 - 16活跃
Generate AI images, video, music, and sound effects, and upscale them, from any MCP client.
mcp实测增长Measured age: 6 days0 GitHub 星标 per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 32.7/100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 - 17活跃
Is this prose AI-written? A probability with the tells behind it. Free to start, no key.
mcp估算动量Measured age: 5 days0 GitHub 星标 per day over 3 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 33.1/100打开来源 ↗需在 MCP 配置中声明的远程服务器
https://www.stipple.sh/mcp-aitext0GitHub 星标— - 18活跃
Weav
MCPConnect AI tools to Weav customer service. Search conversations, reply, and manage knowledge.
mcp实测增长Measured age: 6 days0 GitHub 星标 per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 32.7/100打开来源 ↗需在 MCP 配置中声明的远程服务器
https://mcp.weav.com/mcp0GitHub 星标稳定 - 19活跃
Grade any MLB, WNBA, PGA or ATP bet against thousands of play-by-play sims. No key, no signup.
mcp实测增长Measured age: 6 days0 GitHub 星标 per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 32.7/100打开来源 ↗需在 MCP 配置中声明的远程服务器
https://negativeev.com/mcp0GitHub 星标稳定 - 20活跃
Read-only U.S. healthcare dataset metadata, schemas, immutable downloads, and checksums.
mcp实测增长Measured age: 6 days0 GitHub 星标 per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 32.7/100打开来源 ↗需在 MCP 配置中声明的远程服务器
https://clinicmarketiq-public-mcp.rotgar-fizkl.workers.dev/mcp0GitHub 星标稳定 - 21活跃
Indraft
MCPRead and write a CRM built for agents. Every change carries who asserted it and how.
mcp估算动量Measured age: 2 days0 GitHub 星标 per day over 2 days
Acceleration cannot be measured yet: three snapshots are required.
Descriptive emergence index : 38/100打开来源 ↗需在 MCP 配置中声明的远程服务器
https://api.indraft.io/mcp0GitHub 星标— - 22活跃
Live USPS, UPS, FedEx and DHL rates from the US: domestic, Canada, UK, Germany, Australia. No scale.
mcp估算动量Measured age: 5 days0 GitHub 星标 per day over 4 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 33.1/100打开来源 ↗需在 MCP 配置中声明的远程服务器
https://quote-api.smklog.com/mcp0GitHub 星标— - 23活跃
Search the Couchbase documentation from your MCP client via a hosted documentation agent.
mcp实测增长Measured age: 6 days0 GitHub 星标 per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 32.7/100打开来源 ↗安装
claude mcp add couchbase-guru -- uvx couchbase-guru0GitHub 星标稳定 - 24活跃
Read-only Hyperliquid vault search, risk, drawdown, rankings, TVL, alerts, and comparisons.
mcp实测增长Measured age: 6 days0 GitHub 星标 per day over 5 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 32.7/100打开来源 ↗需在 MCP 配置中声明的远程服务器
https://vaultvision.tech/mcp0GitHub 星标稳定
学习与参考资源
按实测增长排序，并在不同来源间归一化。 这些资源可单独访问，不参与主要排名。
- 1活跃打开来源 ↗
🛡️ Comprehensive Cybersecurity Arsenal, Bug Bounty Payloads & Security Audit Tools by IKONA ONI
github资源实测增长117GitHub 星标+7 (+6.4 %)