python-lib-analyzer SKILL.md skillA
python-lib-analyzer from shibing624/agentica is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add shibing624/agentica/python-lib-analyzer@v1.0Pins v1.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- shibing624/agentica
- Path
examples/data/skills/python-lib-analyzer/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0, committed Feb 6, 2026
- Size
- 2,869 bytes
- Repository stars
- 359
- License
- Apache-2.0
Analyze any Python library structure, explore modules, classes, and functions with signatures and documentation.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Python Library Analyzer A skill for exploring and analyzing any Python library's structure, including modules, classes, functions, and their documentation. ## When to Use Use this skill when you need to: - Explore an unfamiliar Python library's structure - Find available classes and functions in a module - Get function/method signatures and documentation - Understand library architecture before using it ## Quick Start ### 1. View Top-Level Modules ```bash python view_python_module.py --module <library_name> ``` Example: ```bash python view_python_module.py --module requests python view_python_module.py --module numpy python view_python_module.py --module pandas ``` ### 2. Explore Submodules ```bash python view_python_module.py --module <library>.<submodule> ``` Example: ```bash python view_python_module.py --module requests.api python view_python_module.py --module numpy.linalg python view_python_module.py --module pandas.DataFrame ``` ### 3. Get Class/Function Details ```bash python view_python_module.py --module <library>.<Class> python view_python_module.py --module <library>.<function> ``` ## Script Location …
Read the whole file at its exact version.
How to install
mdr add shibing624/agentica/python-lib-analyzer@sha256:a568e96d9b39052eThe line at the top of this page pins the label v1.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_pxcwnjvetrmudr5l)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Feb 6, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2869 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
shibing624/agentica · 359 stars · license Apache-2.0 · pushed 2026-11-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_pxcwnjvetrmudr5l GET https://markdownregistry.com/api/v1/resolve?ref=shibing624/agentica/python-lib-analyzer GET https://markdownregistry.com/api/v1/blob/a568e96d9b39052ee89fe46f2f6b43f249adee4f80a03327943d0a1110349c94
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.