python-toolbox SKILL.md skillA
python-toolbox from ztxtech/aion is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ztxtech/aion/python-toolbox@git:20261012.1709cbfPins git:20261012.1709cbf in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ztxtech/aion
- Path
.opencode/skills/python-toolbox/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261012.1709cbf, committed Oct 12, 2026
- First version recorded
- May 24, 2026
- Size
- 17,403 bytes
- Repository stars
- 13
- License
- MIT
Built-in Python tool priors covering time series, statistics, machine learning, and related ecosystems. It reduces repeated search cost and gives the first coverage of method families and tool families.
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
## Debug Prefix Protocol - When called, print this first: `[Skills: python-toolbox] Follow: <rules / context constraints that really apply now>; Current step: <one-line note>`. - If this skill clearly depends on one rule, add one more line like `[Rules: <rule>] ...`, then continue with the real work. - The debug prefix should stay stable, short, and easy to grep. ## Usage Principles - This is a built-in prior library used to reduce repeated token cost when searching the Python tool ecosystem again and again. - It gives a `high-frequency tool catalog + category view`, not a frozen ranking board. - When the task touches Python tool choice, method coverage, time-series library comparison, statistical analysis, data interfaces, or experiment-stack design, check this skill first, then decide which tools still need fresh online validation. - For key candidate tools, still validate freshness through official docs / PyPI / GitHub. Do not treat this skill as the only time-sensitive source. ## Dynamic Repo Cache - This skill includes `repos-cache.jsonc` in the same directory — a categorized JSON file with 200+ high-star GitHub repos. …
Read the whole file at its exact version.
How to install
mdr add ztxtech/aion/python-toolbox@sha256:8d32000196359e32The line at the top of this page pins the label git:20261012.1709cbf, 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_4fuldjhljml6nolu)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between May 24, 2026 and Oct 12, 2026, about one every 141 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261012.1709cbf latest | 2026-10-12 | 1709cbf | 17,403 B | A | view · diff |
| git:20260524.63fd984 | 2026-05-24 | 63fd984 | 11,453 B | A | view |
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 (17403 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
ztxtech/aion · 13 stars · license MIT · pushed 2026-10-13 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_4fuldjhljml6nolu GET https://markdownregistry.com/api/v1/resolve?ref=ztxtech/aion/python-toolbox GET https://markdownregistry.com/api/v1/blob/8d32000196359e32d2f945576b91ae0dff6daa0abd05ff7ea182c69efb9855ac
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.