analyze-rl-behavior

analyze-rl-behavior is an LLM evaluation & observability skill for AI agents, published by open-thoughts in the OpenThoughts-Agent repository on GitHub. Skillspace rates analyze-rl-behavior F (45/100) and the safety scan rated it risky; the rating is based on static analysis only.

Run the full RL behavioral-analysis pipeline (scripts/analysis/analyze_rl_behavior.py) on a trained RL model to understand WHAT changed vs its pre-RL baseline, WHY, whether it PERSISTS, and its EVAL impact. Use when asked to "analyze RL behavior", "compare pre/post RL", "what did RL change", or to produce the Q1–Q4 behavioral report + GPT-5 judge for an `laion/...` (or any) RL checkpoint. Runs LOCALLY on the Mac (no GPU).

Grade
F
Quality
45 / 100
Safety
Risky
GitHub stars
259

Unproven: rated by static analysis only, not yet compared head-to-head.

Our two independent classifiers differ on this skill's category, so treat the placement as provisional.

This rating describes the version of the repository we crawled; it may have changed since.

Our review

Architecture
84 / 100
Maturity
Basic: a single SKILL.md
Security scan
High-risk patterns
License
Apache-2.0
Adoption
Adopted by 0 other repositories, in 0 collections

What the scanner flagged

  • references sensitive credential env

Not checked yet

  • Category is a classifier prediction; no model has read this skill yet
  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

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