Rubric Python Packages

geo-score

Can AI engines cite your site, and do they? Free 0–100 readiness score on an open GEO rubric, plus ask and weekly citation tracking via OpenAI, Perplexity, Gemini, Anthropic and OpenRouter with your own keys. Zero dependencies; CLI, GitHub Action and MCP server.

pytest-llm-rubric

Pytest plugin for semantic PASS/FAIL checks using LLM-as-a-Judge

assessment-lens

Maps analyzer signals to assessment rubrics as observations with cited evidence, keeping humans in the loop for final grading decisions.

auraone-evalkit

Local-first AI evaluation and robotics review tools: EvalKit, Robotics ReviewKit, release evidence, and technical buying resources.

rubric-spec

Validate, lint, diff, and convert portable AuraOne Rubric Schema v1 files.

rubric-studio

Author, validate, preview, calibrate, diff, and export criterion-level AI evaluation rubrics.

reflection-analyser

Analyzes reflective writing depth in learning journals by detecting metacognition, criticality, evidence linkage, and forward-looking action markers based on established rubric frameworks.

eval-adapter

Translate one rubric-spec rubric and run configuration into supported evaluation-framework inputs and exports.

eval-conformance-suite

Run executable rubric-spec v1 compatibility checks and emit reproducible conformance evidence.

canvasautorubric

A tool automatically updating grades with rubric on canvas lms

prompt-rubric-drift

Compare before and after prompt and rubric directories and generate deterministic drift review notes.

shipready

Rubric based ship-readiness evals for AI agents