fastapi-python skillA
fastapi-python is agent-read markdown (skill) from debpalash/voicestudio: Expert in FastAPI Python development with best practices for APIs and async operations.
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns 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@git:20260820.e77feaemdr add debpalash/voicestudio/fastapi-python@sha256:bb3edfdc2252a7e9Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_wg3kt4f3lsue623s)
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Versions
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 · 34,853 stars · license AGPL-3.0 · pushed 2026-09-23 · 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
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