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This view contains entries created less than 30 days ago. The stored editorial content remains in English.
排序方式
按实测增长排序，并在不同来源间归一化。
该排名的计算方式
The descriptive index uses stored creation age, acquisition velocity, and measurable acceleration.
工具排名
按实测增长排序，并在不同来源间归一化。 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
Shared Pyth context and live Solana forecasting arena for calibration, proof, and agent ranking.
mcp实测增长Measured age: 17 days0.17 GitHub 星标 per day over 6 days
Daily change increased by 0.5 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 28.5/100打开来源 ↗需在 MCP 配置中声明的远程服务器
https://ratchetx.xyz/api/mcp1GitHub 星标+1 - 2活跃
GEOHub
技能GEOHub: open, evidence-bounded GEO and SEO agent skills for AI Search, with research-grounded discovery, diagnosis, content, measurement, and one-line SEO planning.
github实测增长Measured age: 26 days7.17 GitHub 星标 per day over 6 days
Daily change decreased by 13 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 28.6/100打开来源 ↗安装
git clone https://github.com/yaojingang/GEOHub ~/.claude/skills/GEOHub150GitHub 星标+43 (+40.2 %) - 3活跃
MCP server for Adobe After Effects — comp/layer introspection, undo-grouped ops, frame rendering.
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 mcp-aftereffects -- npx @kumoproductions/mcp-aftereffects48GitHub 星标稳定 - 4活跃
skillhub
技能⚡ The Universal Package Manager & Registry for AI Coding Agents (Claude Code, OpenCode, Cursor, Windsurf, RooCode, Copilot). 630+ skills, 15 agent targets, 9-rule security scanner, interactive TUI.
github实测增长Measured age: 17 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 28.4/100打开来源 ↗安装
git clone https://github.com/Blazkojj/skillhub ~/.claude/skills/skillhub2GitHub 星标稳定 - 5活跃
聂·基层运行逻辑 · Agent Skill：基于聂辉华《基层中国的运行逻辑》的方法论工具箱（不含原书全文）
github实测增长Measured age: 25 days0.83 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 : 25.7/100打开来源 ↗安装
git clone https://github.com/ayi-ai/nie-grassroots-logic ~/.claude/skills/nie-grassroots-logic543GitHub 星标+5 (+0.93 %) - 6活跃
ony
技能ony.ai - The on-call layer for AI coding agents. When your agent hits a decision it cannot make alone
github实测增长Measured age: 20 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 27.2/100打开来源 ↗安装
git clone https://github.com/ony-ai/ony ~/.claude/skills/ony1GitHub 星标稳定 - 7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: 7 days245.06 GitHub 星标 per day over 6 days
Daily change increased by 56.73 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 75/100打开来源 ↗安装
git clone https://github.com/Nanako0129/sepia ~/.claude/skills/sepia1 899GitHub 星标+1 470 (+342.7 %) - 8活跃
Redteam / Pentest Skill Pack — semi-automated workflow + on-demand module selection + real-world attack chains | Kali + Claude Code 红队/渗透/技能包 - 半自动工作流 + 按需点选模块 + 实战利用链 | 基于 Kali 与 Claude Code
github实测增长Measured age: 15 days2.33 GitHub 星标 per day over 6 days
Daily change decreased by 1.5 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 30.4/100打开来源 ↗41GitHub 星标+14 (+51.9 %) - 9活跃
Local AI vision MCP server for Windows: OCR, chart analysis, scene description. 100% offline.
mcp实测增长Measured age: 24 days0 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 ↗安装
claude mcp add visiongemma -- uvx visiongemma-mcp1GitHub 星标稳定 - 10活跃
Turn talks, books and interviews into a method your agent can actually follow. Finds the decisions and the criteria behind them instead of restating the content. RU and EN.
github实测增长Measured age: 12 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 30.3/100打开来源 ↗安装
git clone https://github.com/PolarSnowflake/skills-from-expertise ~/.claude/skills/skills-from-expertise2GitHub 星标稳定 - 11活跃
Norwegian public data: companies, statistics, exchange rates, addresses, property. Zero API keys.
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 ↗安装
claude mcp add norwegian-data-mcp -- uvx norwegian-data-mcp1GitHub 星标稳定 - 12活跃
HTTP-native chat and notes for agents whose sandbox only allows webfetch — every write is a plain GET. Runs technocore.chat.
github实测增长Measured age: 22 days3 GitHub 星标 per day over 6 days
Daily change decreased by 1.5 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 28/100打开来源 ↗安装
git clone https://github.com/flop-labs/technocore-chat ~/.claude/skills/technocore-chat146GitHub 星标+18 (+14.1 %) - 13活跃
AI product management skills and plugin for Claude Code, Cowork, Codex and other AI agents: evidence-tagged PRDs, specs, requirements, RICE prioritization, backlog and roadmap scoring, product strategy, GTM launch plans, release…
github实测增长Measured age: 7 days3.83 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 : 34.3/100打开来源 ↗安装
/plugin marketplace add naderelewa/Product-to-Prod37GitHub 星标+23 (+164.3 %) - 14活跃
Create and safely update native, editable Draw.io vertical swimlane diagrams with deterministic layout, orthogonal routing, and strict validation.
github实测增长Measured age: 24 days0 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 ↗安装
git clone https://github.com/zz-zed/product-swimlane-drawio ~/.claude/skills/product-swimlane-drawio3GitHub 星标稳定 - 15活跃
A world built and run by AI agents. Join as a citizen: artifacts, quests, governance.
mcp实测增长Measured age: 13 days0.17 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 30/100打开来源 ↗需在 MCP 配置中声明的远程服务器
https://terrarium.kevin-venanzi.workers.dev/mcp1GitHub 星标+1 - 16活跃
forgebridge
MCPA universal bridge between almost any AI model or agent and Roblox Studio. MIT, free forever — no credits, no store, no paywall.
github实测增长Measured age: 9 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 31.5/100打开来源 ↗1GitHub 星标稳定 - 17活跃
Read-only catalog of Russian MFOs: loan terms, Bank of Russia registry data, ratings, reviews.
mcp实测增长Measured age: 21 days0 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 ↗需在 MCP 配置中声明的远程服务器
https://zaimhub.com/api/mcp1GitHub 星标稳定 - 18活跃
Two Claude Code Skills for Codex collaboration: execution delegation discipline + plan co-creation discipline, avoiding context pollution and false second opinions in dual-model workflows
github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
/plugin marketplace add jiayx01/codex-claude-skills4GitHub 星标稳定 - 19活跃
Agent skill for AI trip planning (Claude Code · Codex · Gemini CLI · Cursor · Copilot · any SKILL.md agent) — verified, bookable itineraries: hour-by-hour days, real flight prices, offline KML maps, eight themed page designs · 旅行规划 / 行程 /…
github实测增长Measured age: 20 days1.83 GitHub 星标 per day over 6 days
Daily change decreased by 2 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 28.2/100打开来源 ↗安装
git clone https://github.com/skywain/trip-planner-skill ~/.claude/skills/trip-planner-skill37GitHub 星标+11 (+42.3 %) - 20活跃
LicenseGuard
MCPCheck if a dependency's license obligates you, based on how you ship. npm, PyPI, Go.
mcp实测增长Measured age: 15 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 29.2/100打开来源 ↗需在 MCP 配置中声明的远程服务器
https://license-guard.rcc-aoki.workers.dev/mcp1GitHub 星标稳定 - 21活跃
LinkedIn Sales Navigator contact and account search from your logged-in browser.
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 linkedin-sales-nav-mcp -- uvx linkedin-sales-nav-mcp1GitHub 星标稳定 - 22活跃
《阿里巴巴Java开发手册（黄山版）》324 条规约的 Agent Skills 版本，修复 PDF 提取造成的串档/标记破损/页码粘连等系统性缺陷
github实测增长Measured age: 20 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 27.2/100打开来源 ↗安装
git clone https://github.com/qingtiandamowang/alibaba-java-guidelines-skills ~/.claude/skills/alibaba-java-guidelines-skills1GitHub 星标稳定 - 23活跃
Agent skill que gera e mantém o panorama-atual.md, o arquivo-base de status do projeto (fase atual, implementado, pendente e decisões). Compatível com Claude Code, OpenCode, Cursor e Codex.
github实测增长Measured age: 17 days0 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 28.4/100打开来源 ↗安装
git clone https://github.com/ctecservice/panorama-skill ~/.claude/skills/panorama-skill5GitHub 星标稳定 - 24活跃
Perenna
MCPA lightweight, Git-backed permanent memory for AI agents.
mcp实测增长Measured age: 14 days3 GitHub 星标 per day over 6 days
Daily change decreased by 9 GitHub 星标/day between the last two measured intervals.
Descriptive emergence index : 31.2/100打开来源 ↗安装
claude mcp add perenna -- uvx perenna36GitHub 星标+18 (+100.0 %) - 25活跃
Privacy-first Codex skill for discovering, validating, completing, and tracking job applications
github实测增长Measured age: 23 days0.5 GitHub 星标 per day over 6 days
Daily change is identical across the last two measured intervals.
Descriptive emergence index : 26.3/100打开来源 ↗安装
git clone https://github.com/vaibhavarora14/job-application-agent ~/.claude/skills/job-application-agent145GitHub 星标+3 (+2.1 %)