fastapi-python SKILL.md skillA
fastapi-python from debpalash/voicestudio is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add debpalash/voicestudio/fastapi-python@git:20260820.e77feaePins git:20260820.e77feae in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- debpalash/voicestudio
- Path
.agents/skills/fastapi-python/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260820.e77feae, committed Aug 20, 2026
- Size
- 2,495 bytes
- Repository stars
- 102,675
- License
- AGPL-3.0
Expert in FastAPI Python development with best practices for APIs and async operations.
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
# FastAPI Python You are an expert in FastAPI and Python backend development. ## Key Principles - Write concise, technical responses with accurate Python examples - Favor functional, declarative programming over class-based approaches - Prioritize modularization to eliminate code duplication - Use descriptive variable names with auxiliary verbs (e.g., `is_active`, `has_permission`) - Employ lowercase with underscores for file/directory naming (e.g., `routers/user_routes.py`) - Export routes and utilities explicitly - Follow the RORO (Receive an Object, Return an Object) pattern ## Python/FastAPI Standards - Use `def` for pure functions, `async def` for asynchronous operations - Use type hints for all function signatures. Prefer Pydantic models over raw dictionaries - Structure: exported router, sub-routes, utilities, static content, types (models, schemas) - Use ordinary Python control flow; prefer readability over compressed one-line conditionals ## Error Handling - Handle edge cases at function entry points - Employ early returns for error conditions - Place happy path logic last - Avoid unnecessary else statements; use if-return patterns …
Read the whole file at its exact version.
How to install
mdr add debpalash/voicestudio/fastapi-python@sha256:bb3edfdc2252a7e9The line at the top of this page pins the label git:20260820.e77feae, 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_wg3kt4f3lsue623s)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 20, 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 (2495 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
debpalash/voicestudio · 102,675 stars · license AGPL-3.0 · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_wg3kt4f3lsue623s GET https://markdownregistry.com/api/v1/resolve?ref=debpalash/voicestudio/fastapi-python GET https://markdownregistry.com/api/v1/blob/bb3edfdc2252a7e95448e1bb5a4e098f511c545ed6e9c26e671932869f70d0f6
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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