Kelpejol/llm-output-stability-gate
Pre-execution reliability gate using UQLM for LLM output stability
When you're generating code with AI models, this tool helps you check if the AI is truly confident in its suggestions. You provide a request, and it generates multiple code solutions, then compares them for consistency in logic, security, and edge case handling. Software developers and engineers can use this to get a 'confidence score' and detailed flags about where AI-generated code might be unreliable before they use it.
Use this if you need to quickly assess the reliability of AI-generated code for critical applications like security or production systems, catching inconsistencies that traditional linters or tests might miss.
Not ideal if you're only generating simple, non-critical code snippets where minor variations are acceptable, or if you prefer to manually review every line of AI-generated code without an automated pre-check.
Stars
9
Forks
1
Language
Python
License
MIT
Category
Last pushed
Jan 21, 2026
Commits (30d)
0
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curl "https://pt-edge.onrender.com/api/v1/quality/llm-tools/Kelpejol/llm-output-stability-gate"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
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