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Claude Skills

The open format is called Agent Skills and works in Claude Code, Codex, Cursor and other agents — most people know it as Claude Skills.

Every Agent Skill we could find on GitHub, deduplicated by content. 79 600 files from 1 763 authors, of which 61 947 are unique — the rest is the same skill repackaged into someone else's repository. For each one: what it weighs in tokens, whether it ships runnable scripts, and which MCP servers it needs.

61 947
unique skills
out of 79 600 files found on GitHub
17 653
are copies
same content, someone else's repository
1 739
tokens, median
what a typical skill costs you in context
7 890
name collisions
two skills with one name cannot sit side by side

42 901–42 960 of 61 947

page 716 of 1 033
Run2 Advanced Pareto
by cxcscmu

Efficient and robust Pareto frontier calculation for multi-objective optimization.

285 tokens
Run2 Matching Metrics
by cxcscmu

Greedy point matching and calculation of F1 score and average distance (delta).

398 tokens
Run2 Optimized Dbscan
by cxcscmu

Efficient DBSCAN implementation by caching distance matrices for repeated hyperparameter evaluations.

323 tokens
Run2 Parallel Orchestration
by cxcscmu

Structured approach to grid search with nested loops and parallelization.

306 tokens
Run2 CSV Reporting
by cxcscmu

Reliable CSV generation for security audits with automated field mapping.

210 tokens
Run2 Trivy Offline
by cxcscmu

Optimized Trivy offline scanning for lock files, including all dependency types.

201 tokens
Run2 Vulnerability Extraction
by cxcscmu

Robust extraction of vulnerability metadata with CVSS v3 priority and v2 fallback.

352 tokens
Run2 Advanced Projections
by cxcscmu

Selecting optimal projections for distance calculations in the Pacific.

351 tokens
Run2 Antimeridian Handling
by cxcscmu

Techniques for handling geometries that cross the 180/-180 degree longitude line.

326 tokens
Run2 Enterprise Product Data Analysis
by cxcscmu

Advanced techniques for analyzing complex enterprise product JSON files containing messages, documents, and transcripts.

309 tokens
Run2 User Identity Feedback Extraction
by cxcscmu

Precise identification of user roles and their contributions to product discussions and competitor analysis.

326 tokens
Run2 Fund Analysis Pro
by cxcscmu

Advanced fund analysis with share change verification to distinguish between price movement and deliberate investment.

251 tokens
Run2 Fund Search Pro
by cxcscmu

Professional fund search with accession number verification and report type checking.

163 tokens
Run2 Stock Analysis Pro
by cxcscmu

Robust stock analysis and holder identification, bypassing file path issues in default scripts.

193 tokens
Run2 Druid Build Maven
by cxcscmu

Optimized Maven build command for Apache Druid to verify security patches.

242 tokens
Run2 Druid Patching Checklist
by cxcscmu

A checklist for ensuring thorough patching of Apache Druid security vulnerabilities.

276 tokens
Run2 Jackson Empty Key Vulnerability
by cxcscmu

Detailed explanation of the Jackson empty key ("") vulnerability and how it bypasses @JacksonInject security.

411 tokens
Run2 Gh API Curl Master
by cxcscmu

Mastering GitHub API interactions using curl, including search, pagination, and rate limit handling.

311 tokens
Run2 Robust Community Metrics
by cxcscmu

Robust Python logic for community pulse metrics with substring label matching and precise PR status handling.

341 tokens
Run2 Project Alignment
by cxcscmu

Procedures for aligning a project-specific environment to its `environment.yml` and project-root structure.

243 tokens
Run2 Robust Env
by cxcscmu

Procedures for resolving environment conflicts, broken packages, and restricted system-wide access in Python.

292 tokens
Run2 Simpo Loss
by cxcscmu

Precision implementation of SimPO (Simple Preference Optimization) loss with length-normalized rewards and configurable margin.

393 tokens
Run2 Data Mapping
by cxcscmu

Techniques for preparing and formatting data from JSON/API sources for inclusion in documents.

229 tokens
Run2 DOCX Expert
by cxcscmu

Advanced techniques for Word document automation, including handling split runs, headers/footers, and complex conditionals.

608 tokens
Run2 Advanced Subject Classifier
by cxcscmu

Advanced document classification using weighted keyword scores and expanded subject vocabularies.

373 tokens
Run2 File Organization And Validation
by cxcscmu

Safely moves files and validates the integrity of the organization process.

250 tokens
Run2 Robust Text Extraction
by cxcscmu

Robustly extracts text from various document formats with multiple fallback options.

318 tokens
Run2 Scala Datetime Handling
by cxcscmu

Robust temporal tokenization with Java 8 Time API and DateTimeFormatter.

250 tokens
Run2 Scala Idiomatic Fp
by cxcscmu

Refined FP patterns for Functors and Monads in Scala, including applicative.

247 tokens
Run2 Scala JSON Navigation
by cxcscmu

Improved JSON path navigation using Circe cursors in Scala.

244 tokens
Run2 Scala Numeric Precision
by cxcscmu

Enhanced numeric tokenization with BigDecimal and precision in Scala.

190 tokens
Run2 Scala Text Processing
by cxcscmu

Robust text tokenization with regex and position tracking in Scala.

199 tokens
Run2 PDF Parsing Pro
by cxcscmu

Advanced PDF parsing for calendar extraction, including sidebar filtering and color-based classification.

142 tokens
Run2 Scheduling Pro
by cxcscmu

Advanced scheduling with priority-based sorting (EDF) and flexible slot overwriting.

188 tokens
Run2 D3 Force Clustering
by cxcscmu

Advanced clustering techniques in D3.js force simulations for compact and aesthetically pleasing layouts.

319 tokens
Run2 D3 Interactive UI
by cxcscmu

Enhancing user experience with polished tooltips, table interactions, and smooth transitions.

330 tokens
Run2 Stock Data Wrangling
by cxcscmu

Robust data cleaning and formatting for financial datasets in D3.js.

297 tokens
Run2 Glm Config
by cxcscmu

Advanced GLM configuration and calibration strategies for vertical temperature profiles.

372 tokens
Run2 Glm Evaluation
by cxcscmu

Robust GLM evaluation methods for deep and summer water temperatures.

483 tokens
Run2 Advanced Filtering
by cxcscmu

Advanced filtering for pet-friendly and cuisine-specific travel data.

199 tokens
Run2 Budget Validation
by cxcscmu

Validate travel budgets using accommodation and restaurant data.

207 tokens
Run2 Itinerary Logic
by cxcscmu

Plan 7-day itineraries with logical city transitions and transport.

205 tokens
Run2 Ffmpeg Extraction
by cxcscmu

Advanced FFmpeg techniques for keyframe extraction with quality control.

224 tokens
Run2 Image Processing
by cxcscmu

Efficient inplace image processing using ImageMagick's mogrify.

157 tokens
Run2 Object Counting Optimized
by cxcscmu

Robust object counting using template matching with parameter tuning.

283 tokens
Run2 Excel Formula Lookup
by cxcscmu

Advanced two-condition lookups in Excel using INDEX and MATCH with sheet-specific references in openpyxl.

353 tokens
Run2 Excel Stats
by cxcscmu

Using Excel's statistical functions with rounding and percentage scaling in openpyxl.

260 tokens
Run2 Excel Verification
by cxcscmu

Verifying Excel formula results and handling errors using recalc.py and openpyxl.

291 tokens
Run2 Excel Weighted Mean
by cxcscmu

Weighted mean calculations in Excel using SUMPRODUCT and SUM in openpyxl.

248 tokens
Run2 Design Standards
by cxcscmu

Refined skill for enforcing Anthropic corporate brand identity with precise HEX token usage.

175 tokens
Run2 Image Generation
by cxcscmu

Enhanced skill for programmatic design, incorporating system-level dependency management for image generation libraries.

151 tokens
Run2 Modern Chinese Poetry
by cxcscmu

Provides guidelines on modern Mandarin pronunciation and rhyming for classical forms.

161 tokens
Run2 Poetic Mastery
by cxcscmu

Advanced guidance for writing regulated verse, covering parallelism, rhythm, and emotional depth.

197 tokens
Run2 PDF Form Filler
by cxcscmu

Improved skill for filling XFA/non-standard PDFs using FreeText annotations when field mapping is unavailable.

228 tokens
Run2 Dbscan Custom Metric
by cxcscmu

Implementation of DBSCAN with custom weighted Euclidean metric, optimized for parallel execution.

111 tokens
Run2 Matching Evaluation
by cxcscmu

Efficient greedy matching of cluster centroids to expert points with distance constraint.

100 tokens
Run2 Pareto Optimization
by cxcscmu

Identifying the Pareto frontier for a set of results, efficient implementation.

88 tokens
Run2 CSV Generation
by cxcscmu

Robust JSON-to-CSV parser for Trivy vulnerability reports.

180 tokens
Run2 Trivy Audit
by cxcscmu

Run Trivy in offline mode to identify high and critical vulnerabilities in package-lock.json with specific flag usage.

181 tokens
Run2 Geospatial Analysis
by cxcscmu

Geospatial data analysis with geopandas for distance calculations, filtering, and modern API usage.

245 tokens

Claude Skills — questions

Answers built from the skills we actually parsed.

What is a Claude Skill?
A folder with a SKILL.md file: instructions that teach an agent to do one thing well, optionally with scripts and reference files alongside. The format is open and called Agent Skills — Claude Code, Codex and other agents read the same files. It is not a program you run; it is knowledge the agent loads when the task calls for it.
How is a skill different from an MCP server?
A server gives the agent new abilities — it connects to something and exposes tools. A skill gives the agent knowledge: how to use what it already has. They combine, and often literally: 11 352 of the skills here declare which MCP servers they need to work.
Why are there fewer skills here than in other catalogues?
Because we deduplicate by content. Of 79 600 files found on GitHub, 61 947 are unique — the rest is the same skill copied into someone else's repository, word for word. Catalogues that count files rather than skills show every copy as a separate entry.
What does the token count mean?
A skill is loaded into the model's context when it is used, so its size is a running cost on every request that touches it. We measure the whole folder, not just SKILL.md: one official skill is 377 tokens, another drags 83 files of fonts behind it.
How do I install a skill?
Copy the skill folder into ~/.claude/skills for personal use, or into .claude/skills inside a project. The agent picks it up by the name in the SKILL.md header — which is worth checking: 7 890 skills here share a name with another skill, and two of them cannot sit side by side.