Full Leaderboard·Data through 15 August 2026·Updated daily

Amp Skill Leaderboard

Top repos that explicitly publish Amp compatibility.
24.8kSkills tracked
319kStars gained / last 30 days
6kCommits / last 30 days
5.2MSKILL.md lines analyzed
RankSkill nameCategory30d trendStars7d trend
03
Graphify-Labs/graphify

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

Knowledge
107k
2.2%
04
DietrichGebert/ponytail

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

Software Engineering
103k
4.5%
05
JuliusBrussee/caveman

A collection of token optimization skills that use a compressed communication pattern to reduce LLM context consumption.

Token Optimization
98.3k
1.6%
11
sickn33/agentic-awesome-skills

A large-scale collection of agentic skills and templates for building specialized AI automation capabilities.

Agent Orchestration
45k
0.8%
14
github/awesome-copilot

Provides routing for agentic workflow design and tools for scaffolding canvas extensions and plugin manifests.

Developer Tooling
37.9k
0.8%
16
K-Dense-AI/scientific-agent-skills

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

Science
33.6k
1.8%
19
OthmanAdi/planning-with-files

Provides file-based persistence for AI agents using task_plan.md, findings.md, and progress.md to track multi-step projects across session resets.

Agent Orchestration
26.2k
0.5%
20
zhaoxuya520/reverse-skill

Security research workflows for binary diffing, Android APK hooking, and AD CS certificate abuse.

Security
25.4k
21.6%
22
JimLiu/baoyu-skills

A skill library for content production and publishing: visual asset generation, cross-platform posting, Markdown formatting, diagram creation, and automated release workflows.

Media
25k
1.2%
23
Nutlope/hallmark

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

Design
25k
10.3%
24
alirezarezvani/claude-skills

A library of specialized AI skill definitions for agent workflow design, accessibility auditing, and marketing automation.

Developer Tooling
24.4k
1.4%
27
virgiliojr94/book-to-skill

Converts PDF, EPUB, and other document formats into structured AI skills by extracting frameworks and mental models.

Skill Creation
21.7k
16.7%
28
ayghri/i-have-adhd

Formats AI output for ADHD users by leading with next actions, numbering multi-step tasks, and suppressing tangents.

Prompting
20.7k
12.7%
32
wanshuiyin/Auto-claude-code-research-in-sleep

A research automation suite for searching arXiv papers, analyzing ML experiment statistics, planning ablation studies, and generating Mermaid diagrams.

Automation
14.7k
2.2%
36
tt-a1i/archify

Generates validated architecture, sequence, and data-flow diagrams from text or code as explorable HTML files.

Diagramming
12.8k
22.9%
40
AgriciDaniel/claude-obsidian

An AI-driven system for Obsidian that automates source research, citation drafting, and the organization of a connected Markdown knowledge graph.

Knowledge
10.9k
3.4%
48
tw93/Waza

A multi-phase research skill that compiles and synthesizes raw materials into structured, publishable output.

Software Engineering
6.8k
0.9%
62
MengTo/Skills

A set of skills for converting tutorials and prompt packs into reusable agent capabilities and implementing standardized web design elements.

Design
4.8k
15.1%
72
davidondrej/skills

A set of agent orchestration skills covering self-scheduling, multi-agent delegation loops, and direct browser automation via CDP.

Agent Orchestration
3.6k
4.0%
74
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.

Agent Orchestration
3.6k
5.7%
76
brycewang-stanford/Auto-Empirical-Research-Skills

A collection of skills for empirical research, covering causal inference, econometrics, and the end-to-end academic writing process.

Research
3.4k
3.0%
86
NVIDIA/skills

Technical implementation guides for GPU-accelerated data processing with cuDF and mathematical optimization via cuOpt and cuFOLIO.

Developer Tooling
3k
4.7%
97
expo/skills

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

Developer Tooling
2.4k
1.4%
98
AminBlg/SimpleEnglish

Rewrites technical text according to ASD-STE100 Simplified Technical English rules for aerospace and defense grade clarity.

Writing
2.4k
21.5%
100
badlogic/pi-skills

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

Developer Tooling
2.4k
2.0%
107
elementalsouls/Claude-OSINT

An OSINT autopilot pipeline for authorized reconnaissance, secret scanning, and attack surface mapping.

Security
2.3k
2.5%
117
wondelai/skills

Implements the 37signals and Shape Up methodology for lean product development, focusing on shaping, betting, and fixed-time cycles.

Business
1.9k
3.8%
124
awesome-skills/code-review-skill

Provides multi-language code review guidance covering architecture, security audits, and performance optimization for modern web and systems frameworks.

Code Quality
1.7k
3.8%
125
aipoch/medical-research-skills

A library of medical writing skills for manuscript submission and bioinformatics skills for genomic and clinical data analysis.

Science
1.7k
3.2%
128
Paramchoudhary/ResumeSkills

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

Writing
1.7k
12.2%
129
AgriciDaniel/claude-blog

A set of skills for generating blog briefs, managing editorial calendars, performing site health audits, and converting posts to audio.

Writing
1.6k
2.9%
161
GPTomics/bioSkills

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

Science
1.2k
4.2%
172
deusyu/translate-book

Translates PDF, DOCX, and EPUB books into multiple languages using a parallel sub-agent workflow and Markdown chunking.

Agent Orchestration
1.1k
9.3%
175
ClawBio/ClawBio

Bioinformatics tools for FASTA sequence metrics, affinity-based proteomics pipelines, and archaic introgression detection.

Science
1.1k
1.6%
177
mohi-devhub/antivibe

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

Learning
1.1k
4.8%
195
microsoft/skills-for-fabric

A set of CLI skills for authoring Fabric Dataflow Gen2, managing Activator alerts, and performing Databricks to Microsoft Fabric migrations.

Data
974
2.6%
198
aklofas/kicad-happy

Extracts pinouts, electrical characteristics, and technical specifications from component datasheets for use in PCB and schematic analyzers.

Design
964
5.5%
212
matlab/matlab-agentic-toolkit

A set of MATLAB skills for aerospace environment computation, coordinate transformation, and statistical classification of tabular data.

Science
908
3.0%
214
kostja94/marketing-skills

A marketing skill library covering search monitoring, content creation, directory submission, brand design, and page generation.

Marketing
898
3.3%
215
awslabs/agent-plugins

Provides implementation guidance for Amazon Location Service APIs, including mapping, geocoding, routing, and geofencing for AWS applications.

DevOps
862
0.8%
233
LeonChaoX/qinyan-academic-skills

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

Research
801
3.0%
244
indranilbanerjee/digital-marketing-pro

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

Marketing
740
271
OpenClaudia/openclaudia-skills

A set of marketing skills for A/B test design, statistical significance analysis, and brand monitoring.

Marketing
637
5.8%
285
Varnan-Tech/opendirectory

A suite of marketing skills for brand naming, competitive review analysis, and automated visual asset generation.

Marketing
605
308
archlizheng/frontend-slides-editable

Generates a single-file, editable HTML slide deck with drag-resize editing, slide reordering, PPT/PDF conversion, and browser-based save/export.

Presentations
461
1.5%
309
7onez/cti-expert

A CTI and OSINT toolkit for web-infrastructure pivoting, breach triage, and structured threat modeling.

Security
459
3.4%
319
leonardomso/rust-skills

A comprehensive set of 265 prioritized Rust coding rules for AI agents, covering ownership, error handling, async, unsafe code, API design, memory optimization, performance, and testing, sourced from official guidelines and real-world codebases.

Code Quality
415
6.1%
352
limingrui679-design/high-stakes-analytics-decision-lab

Builds source-backed analytical reports and reproducible studies to evaluate actions under uncertainty and tail risk for high-stakes decision making.

Data
329
375
Meet-Miyani/compose-skill

Provides AI agents with a structured rulebook for Jetpack Compose and Compose Multiplatform development, covering MVI architecture, state management, UI patterns, navigation, DI, networking, performance, and cross-platform best practices.

Software Engineering
277
0.7%
377
ckelsoe/prompt-architect

Analyzes and rewrites prompts using 31 research-backed frameworks categorized by intent, including agentic and reasoning tasks.

Prompting
274
1.5%