Agent skills that run python, that ask for Read, in other format

Skills declare what they need inconsistently: 58.8% name the languages they run, 11.2% list the tools they ask for, and 4.6% give themselves a category. Filtering narrows to the ones that said so, never to the ones that are.

1. x402browser-use/browser-use

   Set up Browser Use Cloud payments with x402 — pay per request from a crypto wallet (USDC on Base mainnet), no signup or API key. Two setups it works out up front — "just use it" (s

   otherbashpythontypescriptBashReadWrite
2. rerun-mp4rerun-io/rerun

   Ingest .mp4 video into Rerun chunk streams with rerun.experimental.Mp4Reader. Read when converting video into a VideoStream, choosing stream vs asset mode, transcoding (B-frames, o

   otherpythonReadGrepBash
3. rerun-parquetrerun-io/rerun

   Ingest tabular Parquet files into Rerun chunk streams with rerun.experimental.ParquetReader. Read when converting trajectory or sensor tables (LeRobot-style parquet, exported logs)

   otherpythonReadGrepBash
4. rerun-blueprintrerun-io/rerun

   Design a Rerun blueprint from the data, then iterate on it from headless screenshots. Read this when laying out a recording or dataset in the viewer, designing a default blueprint,

   otherpythonReadGrepBash
5. rerun-mcaprerun-io/rerun

   Ingest MCAP files into Rerun chunk streams with rerun.chunk.McapReader. Read when converting an MCAP recording, selecting topics or decoders, decoding custom protobuf messages, or

   otherpythonReadGrepBash
6. rerun-catalog-queriesrerun-io/rerun

   Performance patterns and gotchas for querying a Rerun catalog from Python. Reach for this when a CatalogClient/dataset query is unexpectedly slow, or when shaping a per-segment / p

   otherpythonReadGrepBash
7. rerun-urdfrerun-io/rerun

   Drive the Rerun URDF API (rerun.urdf.UrdfTree) to ingest a URDF as a Transform3D layer on a robot recording. Read when logging a robot model, running forward kinematics from joint

   otherpythonReadGrepBash
8. rerun-chunk-processingrerun-io/rerun

   Core mechanics of the Rerun Chunk Processing API (rerun.experimental) — LazyChunkStream pipelines, Chunk, lenses (MutateLens/DeriveLens/Selector), RrdReader, writing optimized RRDs

   otherpythonReadGrepBash
9. rerun-lerobotrerun-io/rerun

   Ingest a LeRobot (HuggingFace) dataset into Rerun. Read when converting a LeRobot dataset to RRDs, splitting it into per-episode segments, or registering it on a Rerun catalog. Cov

   otherpythonReadGrepBash
10. paper-writewanshuiyin/Auto-claude-code-research-in-sleep

    Draft LaTeX paper section by section from an outline. Use when user says "写论文", "write paper", "draft LaTeX", "开始写", or wants to generate LaTeX content from a paper plan.

    otherbashlatexpythonBash(*)ReadWrite
11. serverless-modalwanshuiyin/Auto-claude-code-research-in-sleep

    Run GPU workloads on Modal — training, fine-tuning, inference, batch processing. Zero-config serverless: no SSH, no Docker, auto scale-to-zero. Use when user says "modal run", "mod

    otherbashmarkdownpythonBash(*)ReadGrep
12. paper-figurewanshuiyin/Auto-claude-code-research-in-sleep

    Generate publication-quality figures and tables from experiment results. Use when user says "画图", "作图", "generate figures", "paper figures", or needs plots for a paper.

    otherbashlatexmarkdownpythonBash(*)ReadWrite
13. slides-polishwanshuiyin/Auto-claude-code-research-in-sleep

    Per-page Codex review + targeted python-pptx / Beamer fixes for academic talk slides. Use AFTER /paper-slides (or any externally generated PPTX/Beamer) when the deck looks 'mostly

    otherjsonlatexpythonBash(*)ReadWrite
14. training-checkwanshuiyin/Auto-claude-code-research-in-sleep

    Periodically check WandB metrics during training to catch problems early (NaN, loss divergence, idle GPUs). Avoids wasting GPU hours on broken runs. Use when training is running an

    otherbashpythonBash(*)ReadGrep+2 files
15. run-experimentwanshuiyin/Auto-claude-code-research-in-sleep

    Deploy and run ML experiments on local, remote, Vast.ai, or Modal serverless GPU. Use when user says "run experiment", "deploy to server", "跑实验", or needs to launch training jobs.

    otherbashmarkdownpythonBash(*)ReadGrep
16. aris-paper-posterOpenLAIR/dr-claw

    Generate a conference poster (article + tcbposter LaTeX → A0/A1 PDF + editable PPTX + SVG) from a compiled paper. Use when user says "做海报", "制作海报", "conference poster", "make poste

    otherbashjsonlatexmarkdownBash(*)ReadWrite
17. aris-run-experimentOpenLAIR/dr-claw

    Deploy and run ML experiments on local, remote, Vast.ai, or Modal serverless GPU. Use when user says "run experiment", "deploy to server", "跑实验", or needs to launch training jobs.

    otherbashmarkdownpythonBash(*)ReadGrep
18. aris-paper-writeOpenLAIR/dr-claw

    Draft LaTeX paper section by section from an outline. Use when user says "写论文", "write paper", "draft LaTeX", "开始写", or wants to generate LaTeX content from a paper plan.

    otherbashlatexpythonBash(*)ReadWrite
19. aris-training-checkOpenLAIR/dr-claw

    Periodically check WandB metrics during training to catch problems early (NaN, loss divergence, idle GPUs). Avoids wasting GPU hours on broken runs. Use when training is running an

    otherbashpythonBash(*)ReadGrep+1 files
20. aris-paper-figureOpenLAIR/dr-claw

    Generate publication-quality figures and tables from experiment results. Use when user says "画图", "作图", "generate figures", "paper figures", or needs plots for a paper.

    otherbashlatexmarkdownpythonBash(*)ReadWrite
21. aris-serverless-modalOpenLAIR/dr-claw

    Run GPU workloads on Modal — training, fine-tuning, inference, batch processing. Zero-config serverless: no SSH, no Docker, auto scale-to-zero. Use when user says "modal run", "mod

    otherbashmarkdownpythonBash(*)ReadGrep
22. securityalinaqi/maggy

    OWASP security patterns, secrets management, security testing

    otherbashgitignorejsonmarkdownReadGlobGrep
23. nutrition-analyzerhuifer/WellAlly-health

    分析营养数据、识别营养模式、评估营养状况，并提供个性化营养建议。支持与运动、睡眠、慢性病数据的关联分析。

    otherjsonmarkdownpythonReadGrepGlob
24. wellally-techhuifer/WellAlly-health

    Integrate digital health data sources (Apple Health, Fitbit, Oura Ring) and connect to WellAlly.tech knowledge base. Import external health device data, standardize to local format

    otherbashjavascriptjsonpythonReadGrepGlob
25. sleep-analyzerhuifer/WellAlly-health

    分析睡眠数据、识别睡眠模式、评估睡眠质量，并提供个性化睡眠改善建议。支持与其他健康数据的关联分析。

    otherjsonmarkdownpythonReadGrepGlob
26. goal-analyzerhuifer/WellAlly-health

    分析健康目标数据、识别目标模式、评估目标进度,并提供个性化目标管理建议。支持与营养、运动、睡眠等健康数据的关联分析。

    otherjavascriptjsonmarkdownpythonReadGrepGlob
27. tcm-constitution-analyzerhuifer/WellAlly-health

    分析中医体质数据、识别体质类型、评估体质特征,并提供个性化养生建议。支持与营养、运动、睡眠等健康数据的关联分析。

    othermarkdownpythonReadGrepGlob
28. family-health-analyzerhuifer/WellAlly-health

    分析家族病史、评估遗传风险、识别家庭健康模式、提供个性化预防建议

    otherjsonpythonReadWriteGrep
29. numerical-checkflonat/flonat-research

    Numerically stress-test a self-authored mathematical claim over its parameter space to seek counterexamples or characterize violations. Use when checking monotonicity, thresholds,

    otherpythonReadWriteEdit
30. brief-compliance-checkflonat/flonat-research

    Check a LaTeX coursework submission against the requirements in a supplied PDF assessment brief. Use when verifying format, required sections, word limits, or deliverables before s

    otherbashpythonReadGlobBash(uv:*)
31. pdfflonat/flonat-research

    Read, create, combine, split, rotate, OCR, watermark, secure, or extract content from PDF files. Use when a PDF is a primary input or requested output. Not for LaTeX source editing

    otherpythonBash(uv*pdftotext*qpdf*+1 files
32. webapp-testingflonat/flonat-research

    Exercise and verify a local web application through Playwright, including user flows and rendered behaviour. Use when testing a running local app rather than issuing an isolated br

    otherbashpythonBash(uv*mkdir*ls*
33. pre-submission-reportflonat/flonat-research

    Run the final, comprehensive submission-readiness gate and consolidate all checks into one dated report; citation-integrity-only mode is also supported. Use when a paper and submis

    otherbashmarkdownpythonBash(latexmk*mkdir*ls*+2 files
34. xlsxflonat/flonat-research

    Create, read, edit, clean, format, chart, or convert spreadsheet files while preserving spreadsheet-native deliverables. Use when .xlsx, .xlsm, .csv, or .tsv data is the primary in

    otherbashjsonpythonBash(uv*mkdir*ls*)
35. symbolic-checkflonat/flonat-research

    Use SymPy to prove or refute a self-authored algebraic identity, derivative, limit, comparative-static sign, or closed form. Use when exact symbolic manipulation can settle the cla

    otherpythonReadWriteEdit
36. pipeline-manifestflonat/flonat-research

    Build a traceability manifest linking analysis scripts to inputs, outputs, and manuscript figures or tables. Use when documenting a computational pipeline or locating the source of

    otherjuliamarkdownpythonrReadWriteEdit
37. split-pdfflonat/flonat-research

    Download, split, and deeply read an academic PDF that is not available through Paperpile. Use when a long external PDF needs page-wise ingestion. For Paperpile items, use the Paper

    otherpythonBash(uv:*)Bash(uv*)Bash(curl*)
38. add-strategywhchien/ai-trader

    Create a new trading strategy for the ai-trader backtesting framework. Handles file creation, registration, docstrings, and backtest scaffolding.

    otherbashpythonReadWriteEdit
39. literature-reviewbeita6969/ScienceClaw

    Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting s

    otherbashmarkdownpythonReadWriteEdit
40. loom-data-visualizationcosmix/loom

    Build effective charts, dashboards, and reports across analytics, infrastructure monitoring, and ML domains.

    otherpythonReadGrepGlob
41. loom-testingcosmix/loom

    Test implementation across unit, integration, e2e, security, infrastructure, data pipeline, and ML domains.

    otherjavascriptpythonrustReadGrepGlob
42. loom-refactoringcosmix/loom

    Restructures existing code to improve readability, maintainability, and performance without changing behavior.

    otherpythonReadGrepGlob
43. loom-prometheuscosmix/loom

    Prometheus monitoring and alerting for cloud-native observability.

    otherbashgopromqlpythonReadGrepGlob
44. loom-code-reviewcosmix/loom

    Comprehensive code review covering correctness, maintainability, performance, security, and best practices.

    othermarkdownpythonReadGrepGlob
45. loom-model-evaluationcosmix/loom

    Evaluates ML models for performance, fairness, and reliability.

    otherpythonReadGrepGlob
46. loom-security-auditcosmix/loom

    Comprehensive security audits across applications, APIs, infrastructure, and data pipelines.

    otherbashnginxpythonReadGrepGlob
47. loom-documentationcosmix/loom

    Creates and maintains technical documentation including API docs, READMEs, architecture docs, changelogs, ADRs, and inline code comments.

    othermarkdownpythonrustReadGrepGlob
48. loom-debuggingcosmix/loom

    Systematic diagnosis and resolution of software bugs, test failures, data quality issues, and performance problems.

    otherbashpythonReadGrepGlob
49. synapmaximem-ai/maximem_synap_sdk

    Add persistent, structured long-term memory to AI agents using Maximem Synap. Use this skill whenever the user is building, debugging, or evaluating an AI agent and mentions any of

    otherpythontypescriptReadWriteEdit
50. automating-wordiBz-04/gloamy

    Automates Microsoft Word via JXA with AppleScript dictionary discovery. Use when asked to "automate Word documents", "find and replace in Word", "JXA Word scripting", or "create Wo

    otherjavascriptpythonBashReadWrite
51. automating-notesiBz-04/gloamy

    Automates Apple Notes via JXA (osascript). Use when asked to "create notes programmatically", "automate Notes app", "JXA notes scripting", or "organize notes with automation". Cove

    otherjavascriptpythonBashReadWrite
52. automating-chromeiBz-04/gloamy

    Automates Google Chrome and Chromium-based browsers via JXA with AppleScript dictionary discovery. Use when asked to "automate Chrome tabs", "control browser with JXA", "Chrome App

    otherbashjavascriptpythonBashReadWrite
53. automating-numbersiBz-04/gloamy

    Automates Apple Numbers via JXA with AppleScript dictionary discovery. Use when asked to "automate Numbers spreadsheets", "create spreadsheets programmatically", "JXA Numbers scrip

    otherjavascriptpythonBashReadWrite
54. automating-remindersiBz-04/gloamy

    Automates Apple Reminders using JavaScript for Automation (JXA). Use when asked to "create reminders programmatically", "automate reminder lists", "JXA Reminders scripting", or "ma

    otherjavascriptpythonBashReadWrite
55. automating-mailiBz-04/gloamy

    Automates Apple Mail via JXA with AppleScript dictionary discovery. Use when asked to "automate email", "send mail via script", "JXA Mail automation", or "filter email messages". C

    otherjavascriptpythonBashReadWrite
56. automating-calendariBz-04/gloamy

    Automates macOS Calendar via JXA with AppleScript dictionary discovery. Use when asked to "create calendar events", "automate calendar", "JXA calendar scripting", "EventKit automat

    otherjavascriptpythonBashReadWrite
57. web-browser-automationiBz-04/gloamy

    Comprehensive macOS browser automation using PyXA, Playwright, Selenium, and Puppeteer for desktop web testing, scraping, and workflow automation. Use when asked to "automate web b

    otherjavascriptpythonBashReadWrite
58. automating-mac-appsiBz-04/gloamy

    Automates macOS apps via Apple Events using AppleScript (discovery), JXA (legacy), and PyXA (modern Python). Use when asked to "automate Mac apps", "write AppleScript", "JXA script

    otherbashpythonBashReadWrite
59. write-testswhitecircle/halo

    Write CPU or GPU correctness/benchmark tests for Halo using the shared harness + manifest. Use when adding a test for a trainer, parallelism mode, kernel, optimizer, model family,

    otherbashpythonReadEditWrite
60. odoo-advisorpantalytics/odoo-mcp-pro

    Use when choosing which Odoo app/module fits a business process, mapping data to Odoo models, or deciding where to import data. Also use when the user asks "which Odoo app should I

    otherpythonReadGrepGlob

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