See it in action
One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.
PromptWrite a FastAPI application structure that loads a scikit-learn model binary into memory when the server starts and cleans up on shutdown.
What was checked, without and with the skill| Checked | Without skill | With skill |
|---|
| Uses the asynccontextmanager lifespan handler on the FastAPI app instance | Passed | Passed |
|---|
| Stores the loaded model inside application state or context yields | Missed | Passed |
|---|
What's inside
The instructions your model reads when the skill loads.
SKILL.md60 linessingle file
Fastapi Ml Endpoint
Overview
This skill provides automated assistance for fastapi ml endpoint tasks within the ML Deployment domain.
When to Use
This skill activates automatically when you:
- Mention "fastapi ml endpoint" in your request
- Ask about fastapi ml endpoint patterns or best practices
- Need help with machine learning deployment skills covering model serving, mlops pipelines, monitoring, and production optimization.
Instructions
- Provides step-by-step guidance for fastapi ml endpoint
- Follows industry best practices and patterns
- Generates production-ready code and configurations
- Validates outputs against common standards
Examples
Example: Basic Usage
Request: "Help me with fastapi ml endpoint"
Result: Provides step-by-step guidance and generates appropriate configurations
Prerequisites
- Relevant development environment configured
- Access to necessary tools and services
- Basic understanding of ml deployment concepts
Output
- Generated configurations and code
- Best practice recommendations
- Validation results
Track record
Benchmark
21 / 22
test cases passed, vs 18 / 22 without
Adoption
- Users
- 0
- Times used
- 0
Safety and source details
SkillSafety
✓ 3 of 3 passed✓Code scan15 of 15 checks clean
0 critical · 0 warning · 0 info — scanner v4 — 8/10/2026
View 15 scanner checks
live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing
✓IntentSafe
LLM judge · does the skill do what it claims
✓ContentClean
LLM judge · policy & harmful-content review
Source
Importeddicklesworthstone / pi_agent_rust
tests/ext_conformance/artifacts/plugins-community/skills/08-ml-deployment/fastapi-ml-endpoint/SKILL.md
View on GitHub ↗License MITImported 8/10/2026Version v1