Full Leaderboard·Data through 30 September 2026·Updated daily

Amp Skill Leaderboard

Top repos that explicitly publish Amp compatibility.
36.2kSkills tracked
449kStars gained / last 30 days
8.9kCommits / last 30 days
8.1MSKILL.md lines analyzed
RankRepositoryStars7 days30 days
5
DietrichGebert/ponytail

Audits repositories for over-engineering and aggregates shortcut comments into a technical debt ledger.

Stars149k
7 days+3.7k stars+2.6%
30 days+30.4k stars+25.8%
7
Graphify-Labs/graphify

Converts code, docs, and media into a persistent knowledge graph with community detection for architectural analysis and GraphRAG integration.

Stars123k
7 days+1.8k stars+1.5%
30 days+9.7k stars+8.5%
8
JuliusBrussee/caveman

A token optimization toolkit that compresses LLM communication for coding agents to reduce token usage.

Stars108k
7 days+992 stars+0.9%
30 days+6.5k stars+6.3%
10
Leonxlnx/taste-skill

A design-focused skill collection for premium frontend direction, visual generation, redesigns, brand systems, and motion-led implementation.

Stars91.4k
7 days+1.9k stars+2.1%
30 days+8.5k stars+10.2%
16
ayghri/i-have-adhd

Shapes AI output for ADHD users by leading with concrete actions, suppressing tangents, and providing structured state tracking.

Stars52.3k
7 days+1.7k stars+3.4%
30 days+26.3k stars+100.9%
20
K-Dense-AI/scientific-agent-skills

Provides API and SDK integration for designing, submitting, and retrieving results from protein binding and thermostability assays using the Adaptyv Bio Foundry.

Stars47.2k
7 days+897 stars+1.9%
30 days+6.6k stars+16.2%
21
sickn33/agentic-awesome-skills

A comprehensive collection of standardized agentic skills for AI automation, ranging from solution architecture and 3D web development to security auditing.

Stars47.1k
7 days+279 stars+0.6%
30 days+1.3k stars+2.9%
22
cathrynlavery/diagram-design

Generates branded architecture, data flow, and process diagrams including UML, ER models, and user journey maps.

Stars42.8k
7 days+692 stars+1.6%
30 days+13.8k stars+47.5%
25
zhaoxuya520/reverse-skill

Security workflows for AI agent prompt injection, APK hooking, and Active Directory certificate abuse within sandbox environments.

Stars39k
7 days+2k stars+5.4%
30 days+5.9k stars+18.0%
27
virgiliojr94/book-to-skill

A converter that extracts frameworks and principles from documents to create structured skills for AI coding assistants.

Stars33.1k
7 days+998 stars+3.1%
30 days+5.6k stars+20.2%
29
Nutlope/hallmark

A design skill for extracting visual DNA from URLs or screenshots and applying intentional UI patterns to AI-generated pages.

Stars29.3k
7 days+262 stars+0.9%
30 days+1.7k stars+6.2%
31
OthmanAdi/planning-with-files

Implements persistent state management for AI agents using local markdown files to track task plans, findings, and session progress.

Stars27.2k
7 days+104 stars+0.4%
30 days+686 stars+2.6%
32
alirezarezvani/claude-skills

A library of over 800 AI skill definitions covering agent orchestration, accessibility auditing, marketing optimization, and engineering workflows.

Stars27k
7 days+667 stars+2.5%
30 days+1.7k stars+6.5%
34
JimLiu/baoyu-skills

Automates versioning, changelog generation, and GitHub Releases for multiple languages alongside translation utilities.

Stars26.2k
7 days+121 stars+0.5%
30 days+720 stars+2.8%
41
wanshuiyin/Auto-claude-code-research-in-sleep

A research automation toolkit for searching arXiv, summarizing academic papers, analyzing ML experiment results, and planning ablation studies.

Stars16.8k
7 days+282 stars+1.7%
30 days+1.3k stars+8.6%
45
AgriciDaniel/claude-obsidian

Automates source-grounded research and the filing of cited dossiers into an Obsidian Markdown knowledge graph.

Stars15.3k
7 days+143 stars+0.9%
30 days+835 stars+5.8%
72
tw93/Waza

Audits diffs, PRs, and release readiness using project-wide code-quality scorecards.

Stars7.1k
7 days+17 stars+0.2%
30 days+165 stars+2.4%
99
UditAkhourii/adhd

Parallel divergent ideation for coding agents. Spawns isolated branches under cognitive frames, scores, clusters, prunes traps, and deepens top survivors for open-ended design and architecture problems.

Stars4.3k
7 days+41 stars+1.0%
30 days+303 stars+7.6%
104
miqdadbadjuber/anti-slop

Filters generic AI output to enforce higher standards for code comments, UI accessibility, and copywriting.

Stars4.1k
7 days+513 stars+14.3%
30 days+3.4k stars+503.5%
118
AminBlg/SimpleEnglish

Rewrites technical text into Simplified Technical English (ASD-STE100) for use in READMEs, runbooks, and procedures.

Stars3.6k
7 days+79 stars+2.2%
30 days+558 stars+18.3%
130
pasky/chrome-cdp-skill

A CLI tool for interacting with local Chrome browser sessions to take screenshots, evaluate JavaScript, and capture accessibility trees.

Stars3.3k
7 days+1 stars+0.0%
30 days+26 stars+0.8%
137
FreedomIntelligence/OpenClaw-Medical-Skills

A repository of medical and biotechnological skills for automated protein testing, drug discovery agents, and AAV vector design.

Stars3k
7 days+7 stars+0.2%
30 days+63 stars+2.1%
145
mikubaka88/CCFA-Skills

A preflight system that manages routing, prerequisites, and evidence rules for CCFA research deliverables.

Stars2.9k
7 days+105 stars+3.7%
30 days+895 stars+44.4%
156
elementalsouls/Claude-OSINT

Automates external OSINT reconnaissance pipelines, including secret scanning and multi-stage discovery for authorized security engagements.

Stars2.7k
7 days+54 stars+2.0%
30 days+318 stars+13.3%
161
expo/skills

Migrates Apple/Swift Expo native modules from the 1.0 definition DSL to the 2.0 macro API.

Stars2.6k
7 days+41 stars+1.6%
30 days+156 stars+6.3%
162
badlogic/pi-skills

Eight CLI utilities for web search, browser automation, Google services, local transcription, YouTube transcripts, and VS Code diffs.

Stars2.6k
7 days+18 stars+0.7%
30 days+108 stars+4.4%
164
Paramchoudhary/ResumeSkills

A library of 29 skills for resume writing, job analysis, interview prep, LinkedIn optimization, offer comparison, and career transition work.

Stars2.5k
7 days+63 stars+2.6%
30 days+459 stars+22.6%
181
wondelai/skills

Implements the 37signals and Shape Up methodologies for lean product development, focusing on shaping, betting, and scope reduction.

Stars2.3k
7 days+49 stars+2.2%
30 days+225 stars+10.9%
197
awesome-skills/code-review-skill

Provides multi-language code review guidance covering architecture, security audits, and performance analysis for pull requests.

Stars2k
7 days+36 stars+1.8%
30 days+169 stars+9.1%
198
deusyu/translate-book

Translates books in PDF, DOCX, and EPUB formats by splitting content into chunks for parallel agent processing and exporting to multiple document types.

Stars2k
7 days+36 stars+1.8%
30 days+793 stars+65.4%
208
Besty0728/Unity-Skills

A suite of AI skills for automating Unity Editor tasks, asset management, and Addressables configuration via a local REST API.

Stars1.8k
7 days+19 stars+1.1%
30 days+104 stars+6.1%
213
mex-memory/mex

Manages project knowledge by drafting architectural contributions and coordinating durable team handoffs.

Stars1.7k
7 days+54 stars+3.2%
30 days+217 stars+14.2%
216
NeoLabHQ/context-engineering-kit

A set of tools and guides for designing, testing, and refining AI skills and agents using context engineering and evaluation metrics.

Stars1.7k
7 days+17 stars+1.0%
30 days+239 stars+15.9%
251
pinchbench/skill

Tools for building Axiom dashboards via API and executing metrics queries against MetricsDB.

Stars1.4k
7 days+5 stars+0.4%
30 days+20 stars+1.5%
257
aklofas/kicad-happy

Extracts and caches structured specifications, pin functions, and electrical characteristics from electronic component datasheets for use in hardware analysis.

Stars1.3k
7 days+31 stars+2.4%
30 days+264 stars+25.1%
276
yuezhiai/jonex

A multimodal parsing and ontology-powered knowledge engine designed for Graph-RAG and AI agent integration.

Stars1.2k
7 days+60 stars+5.2%
30 days+313 stars+34.4%
280
GPTomics/bioSkills

A comprehensive set of bioinformatics skills for processing alignment files, trimming PCR primers, and managing genomic data using samtools and pysam.

Stars1.2k
7 days+2 stars+0.2%
30 days+12 stars+1.0%
284
microsoft/skills-for-fabric

Provides skills for Databricks-to-Fabric migration, Azure Monitor telemetry integration, and CLI-based management of Fabric Activator alerts.

Stars1.2k
7 days+22 stars+1.9%
30 days+130 stars+12.1%
291
matlab/simulink-agentic-toolkit

A collection of skills for generating MISRA-compliant embedded C code from Simulink models, optimizing memory and execution time, and analyzing frequency response.

Stars1.2k
7 days+30 stars+2.6%
30 days+159 stars+15.7%
300
MoizIbnYousaf/ai-agent-skills

A library of agent skills covering backend API design, requirement clarification, and system health auditing.

Stars1.1k
7 days+2 stars+0.2%
30 days+11 stars+1.0%
306
matlab/matlab-agentic-toolkit

A MATLAB-based toolkit for aerospace environment computation, coordinate conversion, and reliability analysis.

Stars1.1k
7 days+26 stars+2.4%
30 days+134 stars+13.6%
308
mohi-devhub/antivibe

Generates structured learning documents from any codebase, focusing on design decisions, concepts, and alternatives, with configurable depth.

Stars1.1k
7 days0 stars-0.1%
30 days+16 stars+1.5%
309
openclaw/agent-skills

Orchestration skills for agent-to-agent handoffs, transcript management, and contract-based behavior validation.

Stars1.1k
7 days+9 stars+0.8%
30 days+33 stars+3.1%
336
kostja94/marketing-skills

A marketing skill set for Google Search Console analysis, SEO monitoring, and tracking AI-driven search traffic.

Stars1k
7 days+12 stars+1.2%
30 days+63 stars+6.7%
342
limingrui679-design/high-stakes-analytics-decision-lab

Builds source-backed analytical reports and reproducible studies to evaluate actions under uncertainty and tail risk.

Stars989
7 days+111 stars+12.6%
30 days+628 stars+174.0%
343
ZeroPointRepo/youtube-skills

Fetches timestamped captions and subtitles from YouTube videos via transcriptapi.com for content review and translation.

Stars986
7 days+53 stars+5.7%
30 days+400 stars+68.3%
348
bitjaru/styleseed

Captures UI design corrections and generalizes them into privacy-minimized local rules for reusable design patterns.

Stars968
7 days+7 stars+0.7%
30 days+36 stars+3.9%
361
LeonChaoX/qinyan-academic-skills

Academic research tools for scientific paper searching, structured data extraction from full-text studies, and citation management.

Stars930
7 days+6 stars+0.7%
30 days+76 stars+8.9%
384
borghei/Claude-Skills

A library of AI skills covering conversion rate optimization, RevOps management, and business growth strategies.

Stars853
7 days+39 stars+4.8%
30 days+191 stars+28.9%
390
indranilbanerjee/digital-marketing-pro

Tools for generating platform-compliant ad copy and designing statistically rigorous A/B test plans with sample size calculations.

Stars842
7 days+11 stars+1.3%
30 days+63 stars+8.1%