python-services SKILL.md skillA
python-services from iliaal/ai-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add iliaal/ai-skills/python-services@git:20261011.09c16dfPins git:20261011.09c16df in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- iliaal/ai-skills
- Path
skills/python-services/SKILL.md- Versions recorded
- 8
- Latest version
- git:20261011.09c16df, committed Oct 11, 2026
- First version recorded
- Jun 20, 2026
- Size
- 2,613 bytes
- Repository stars
- 45
- License
- MIT
Python patterns for CLI tools, async concurrency, and backend services. Use when working with Python code, building CLI apps, FastAPI services, async with asyncio, background jobs, or configuring uv, ruff, ty, pytest, or pyproject.toml.
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 Services & CLI
## Working rules
- Validate external inputs and responses at boundaries; preserve exception causes.
- **Keep missing results distinct from empty results.** When an empty collection means success, require the response field instead of defaulting it to empty; an all-default model can validate `{}` as success. Test missing, misspelled, explicitly empty, and populated payloads through the real validation boundary.
- Keep simple sequential work synchronous. Bound concurrent work, preserve cancellation, and keep task references.
- Give network calls timeouts; retry only failures and operations whose semantics permit it.
- Enforce job idempotency with atomic writes and database constraints.
- Preserve published API behavior and shared migration history.
- Match telemetry to an operational question and verify its output.
## Discipline
- Simplicity first: every change as simple as possible, impact minimal code
- Only touch what's necessary; avoid introducing unrelated changes
- No hacky workarounds: if a fix feels wrong, step back and implement the clean solution
- Before adding a new abstraction, verify it appears in 3+ places. If not, inline it.
…Read the whole file at its exact version.
How to install
mdr add iliaal/ai-skills/python-services@sha256:ce4ac409aa37e3c7The line at the top of this page pins the label git:20261011.09c16df, 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_pfgy5wodijyi7ia2)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 8 versions of this file, between Jun 20, 2026 and Oct 11, 2026, about one every 16 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261011.09c16df latest | 2026-10-11 | 09c16df | 2,613 B | A | view · diff |
| git:20260926.7b0520a | 2026-09-26 | 7b0520a | 2,277 B | A | view · diff |
| git:20260918.0754cc3 | 2026-09-18 | 0754cc3 | 2,285 B | A | view · diff |
| git:20260908.6c9fed1 | 2026-09-08 | 6c9fed1 | 2,303 B | A | view · diff |
| git:20260829.3d61391 | 2026-08-29 | 3d61391 | 19,049 B | A | view · diff |
| git:20260819.2f9d263 | 2026-08-19 | 2f9d263 | 15,258 B | A | view · diff |
| git:20260810.eee1e9c | 2026-08-10 | eee1e9c | 14,331 B | A | view · diff |
| git:20260620.b0325d6 | 2026-06-20 | b0325d6 | 13,848 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 (2613 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
iliaal/ai-skills · 45 stars · license MIT · pushed 2026-10-31 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_pfgy5wodijyi7ia2 GET https://markdownregistry.com/api/v1/resolve?ref=iliaal/ai-skills/python-services GET https://markdownregistry.com/api/v1/blob/ce4ac409aa37e3c72e7b832c835389e558636d09848c017dbda221611a4b665b
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.
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