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Python agent skills for Claude Code, Codex and other agents.
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Python skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation. | anthropics/ | 180k | 62 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 2 | Handles everyday PDF jobs in Python and on the command line: extract text and tables, merge, split, rotate, watermark, fill forms, encrypt and OCR. | anthropics/ | 180k | 48 repos | ~2k | Automated safety check: Pass | Proprietary | 2 days ago |
| 3 | Tests local web applications with Python Playwright scripts, checking frontend behavior, capturing screenshots and reading browser console logs. | anthropics/ | 180k | 51 repos | ~966 | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 4 | Provides Slack size and frame limits, Python animation helpers and validators for building animated GIFs sized for emoji and messages. | anthropics/ | 180k | 28 repos | ~2k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 5 | Creates, edits and analyzes spreadsheets (.xlsx, .xlsm, .csv, .tsv) with openpyxl and pandas, writing live formulas and recalculating to confirm zero formula errors. | anthropics/ | 180k | 4 repos | ~2.1k | Automated safety check: Pass | Proprietary | 2 days ago |
| 6 | Finds or validates a usable SageMaker execution role before deploying or training, so scripts do not try to create IAM roles they lack permission to create. | huggingface/ | 11k | 1 repo | ~1.8k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
| 7 | Checks that every Python code block in a Markdown file actually compiles and runs, by extracting each block to a temporary file, executing it in an isolated subprocess, and writing a pass/fail… | google/ | 22k | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | today |
| 8 | Audit or fix sensitive-data exposure in Python SDK diagnostics, exceptions, logging, and telemetry. | openai/ | 30k | — | ~1k | Automated safety check: Pass | MIT | today |
| 9 | Adds optional capabilities to Pydantic AI agents from pydantic-ai-harness, led by Code Mode, which runs many tool calls as one sandboxed Python script. | pydantic/ | 20k | — | ~4.9k | Automated safety check: Pass | MIT | today |
| 10 | Creates a new sample agent in the ADK Python repository — the sample directory, its agent.py, and its README.md — following the conventions the existing samples already use. | google/ | 22k | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | today |
| 11 | Refreshes stored golden values from a GitHub Actions run, reports signed percentage changes per model, and writes a summary ready for a pull request description. | NVIDIA/ | 18k | — | ~2.8k | Automated safety check: Pass | Unknown | today |
| 12 | Runs a nightly or on-demand sleep cycle for a local Codex agent: review past sessions, replay recurring tasks and stage validated skill and memory edits for adoption. | microsoft/ | 18k | — | ~2.3k | Automated safety check: Pass | MIT | today |
| 13 | Reference for building on Microsoft Foundry with the azure-ai-projects Python SDK: project clients, versioned agents, evaluations, connections, datasets and indexes. | microsoft/ | 3.1k | 6 repos | ~2.8k | Automated safety check: Pass | MIT | today |
| 14 | Sets up an isolated Python environment with a supported interpreter and current boto3 before any SageMaker deployment, training or AWS automation code runs. | huggingface/ | 11k | 2 repos | ~1.7k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
| 15 | A skill your agent uses when writing code that calls the Gemini API for text generation, multi-turn chat, multimodal understanding, image generation, video generation, speech generation (TTS), voice… | google-gemini/ | 4.3k | — | ~5.1k | Automated safety check: Pass | Apache-2.0 | today |
| 16 | Create a CUDA Python pull request from an approved personal or organization-owned fork, including the GitHub CLI GraphQL fallback for renamed organization-owned forks. | NVIDIA/ | 3.4k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | today |
| 17 | Scans a codebase for vulnerabilities with CodeQL's data flow and taint tracking in run-all or important-only modes, including data extensions for project-specific sources and sinks. | trailofbits/ | 7.4k | — | ~4.6k | Automated safety check: Notes | CC-BY-SA-4.0 | 5 days ago |
| 18 | Assess a Python SDK release candidate or release plan against the previous release and recommend ship or block. | openai/ | 30k | — | ~5.4k | Automated safety check: Pass | MIT | today |
| 19 | Python guidance for the Azure AI Search SDK covering vector, hybrid and semantic search, index management and indexers, with Entra ID authentication preferred over keys. | microsoft/ | 3.1k | 6 repos | ~4.4k | Automated safety check: Pass | MIT | today |
| 20 | Convert laboratory instrument output files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON format or flattened 2D CSV. | aws-samples/ | 274 | 2 repos | ~2.7k | Automated safety check: Pass | Apache-2.0 | 5 days ago |
| 21 | A skill your agent uses when building real-time, bidirectional streaming applications with the Gemini Live API, or migrating legacy Live models (2.0/2.5/3.1) to Gemini 3.8 Live. | google-gemini/ | 4.3k | — | ~4.6k | Automated safety check: Pass | Apache-2.0 | today |
| 22 | LLM Agent 多语言注入规范。在修改 Agent 提示词、添加新的 Agent 端点、处理用户可见的后端消息(messagecode)时使用。 | microsoft/ | 18k | — | ~1.2k | Automated safety check: Pass | MIT | yesterday |
| 23 | Generates Mermaid diagrams from Trailmark code graphs, including call graphs, class hierarchies, module dependency maps, complexity heatmaps and attack surface data flows. | trailofbits/ | 7.4k | — | ~1.7k | Automated safety check: Pass | CC-BY-SA-4.0 | 5 days ago |
| 24 | Guide for using uv, the Python package and project manager. An agent skill from astral-sh/claude-code-plugins. | astral-sh/ | 314 | 2 repos | ~980 | Automated safety check: Pass | Apache-2.0 | 7 mo ago |
| 25 | Run Pyrefly benchmarks locally via Buck or Cargo, including PyTorch real-world LSP benchmarks. | facebook/ | 7.1k | — | ~1.8k | Automated safety check: Pass | MIT | today |
| 26 | Maps an unfamiliar codebase into seven evidence-backed documents in docs/codebase/, using a scan script and templates, for onboarding or architecture write-ups. | github/ | 40k | 1 repo | ~2.3k | Automated safety check: Pass | MIT | today |
| 27 | Statically pairs source files with test files to list code that no test references, using Roslyn for C# or tree-sitter for many languages, with no build. | dotnet/ | 5.6k | 1 repo | ~3.3k | Automated safety check: Pass | MIT | today |
| 28 | Prepare a local Python SDK release candidate in a dedicated worktree. | openai/ | 30k | — | ~4.9k | Automated safety check: Pass | MIT | today |
| 29 | Indexes research papers on the Hugging Face Hub from arXiv, links them to models and datasets, claims authorship and generates markdown research articles from templates. | huggingface/ | 11k | 5 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
| 30 | Writes commit messages and pull request descriptions for the adk-python repository: Conventional Commits types and scopes, subject lines that say why a change was made, and the linked-issue and… | google/ | 22k | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | today |
| 31 | Run and test Python code in a dedicated playground directory. | pydantic/ | 8.6k | — | ~424 | Automated safety check: Pass | MIT | yesterday |
| 32 | A skill your agent uses when Pyrefly computes a wrong tensor shape (or is missing one that can't be expressed in a stub signature) and you need to add or fix a shape-DSL rule. | facebook/ | 7.1k | — | ~1.2k | Automated safety check: Pass | MIT | today |
| 33 | Designs Azure infrastructure from a natural-language description, or diagrams an existing resource group, then refines the design through conversation and deploys it with Bicep. | github/ | 40k | 1 repo | ~1.9k | Automated safety check: Pass | MIT | today |
| 34 | Guides feature work in the Mistral Vibe Python CLI so each change lands in the right module and matches the project's architecture decision records. | mistralai/ | 5.1k | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 35 | Builds reusable command line scripts that fetch, enrich or process data from the Hugging Face API, aimed at chained, repeated or automated tasks. | huggingface/ | 11k | 5 repos | ~1.5k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
| 36 | Sets up a local ADK Python development environment in a git clone of the open-source adk-python repository: a uv virtual environment, all dependency extras, pre-commit hooks, and a first unit-test… | google/ | 22k | — | ~993 | Automated safety check: Notes | Apache-2.0 | today |
| 37 | Review the current branch against its merge base for bugs, CPython divergence, sandbox escapes, resource-limit escapes, performance regressions, verbose comments and missing ./limitations/ or docs/… | pydantic/ | 8.6k | — | ~501 | Automated safety check: Pass | MIT | yesterday |
| 38 | Reopens a fitted Meridian MMM from a saved file and runs budget allocation scenarios, producing an HTML report and a Python script that repeats the run. | google/ | 1.6k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | today |
| 39 | Analyze recent GraalPy benchmark regressions on master as part of the weekly rota. | oracle/ | 1.7k | — | ~1.6k | Automated safety check: Pass | Unknown | today |
| 40 | Generates, edits and validates draw.io files with correct mxGraph XML, covering flowcharts, architecture, sequence, ER and UML class diagrams. | github/ | 40k | 1 repo | ~4.9k | Automated safety check: Pass | MIT | today |
| 41 | Builds a retail product search agent on Google Cloud, from catalog ingestion into BigQuery and Vector Search to ADK scaffolding, evaluation and Cloud Run deployment. | google/ | 10k | — | ~3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 42 | Generates a Datadog Terraform provider data source from an OpenAPI operation with tfgen and opens a review-ready GitHub PR with a risk scan and testing guide. | DataDog/ | 468 | — | ~2.7k | Automated safety check: Pass | MPL-2.0 | today |
| 43 | A skill your agent uses when diagnosing NVIDIA GPUDirect Storage with this repository: choose and run the right gds-diag.py subcommand, interpret its output, and explain operator next steps without… | NVIDIA/ | 125 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | 8 days ago |
| 44 | Run a large-scale language migration with the six-step process: create the map and the rules, stress-test the rules, translate everything, compile, run it, match behavior. | anthropics/ | 742 | — | ~983 | Automated safety check: Pass | Unknown | 3 mo ago |
| 45 | Migrate Python Agno applications to Pydantic AI and, only when needed, Pydantic AI Harness. | pydantic/ | 20k | — | ~1.8k | Automated safety check: Pass | MIT | today |
| 46 | Runs and debugs ONNX Runtime tests: Google Test executables for C++ and unittest or pytest for Python, with filters and build-directory guidance. | microsoft/ | 22k | — | ~1.8k | Automated safety check: Pass | MIT | today |
| 47 | Security review of the current branch against its merge base — sandbox escapes, memory errors, panics and resource-limit bypasses. | pydantic/ | 8.6k | — | ~852 | Automated safety check: Pass | MIT | yesterday |
| 48 | Trains and fine-tunes object detection, image classification and SAM or SAM2 segmentation models on Hugging Face Jobs cloud GPUs and saves the results to the Hub. | huggingface/ | 11k | 1 repo | ~7.5k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
Questions, answered from the data.
What is the best Python skill?
MCP Server Builder (official) from anthropics/skills ranks first of the 4,382 Python skills listed here, with the highest score: its repository has 180k GitHub stars, 62 other GitHub owners carry a copy, its SKILL.md loads about 2.3k tokens and it passes the automated safety check with no findings. Next come PDF Processing and Web Application Testing.
Is there an official Python skill?
378 of the 4,382 Python skills are official, published by the vendor's own GitHub organization: MCP Server Builder, PDF Processing, Web Application Testing, Slack GIF Creator, Excel Spreadsheet Creation and Editing and 373 more.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.