heretic

heretic is a Local & open models skill for AI agents, published by akillness in the jeo-skills repository on GitHub. Skillspace rates heretic C (71/100) and it passed the safety scan; the rating is based on static analysis only.

Run Heretic — a fully automatic directional-ablation ("abliteration") and LLM-interpretability toolkit that removes refusal/over-refusal behaviour from open-weight transformer models without post-training, and analyses the geometry of refusal directions. Use when the user wants to decensor / abliterate / un-refuse an open-weight model they have the right to modify, tune the ablation (KL-divergence target, trial budget, quantization), evaluate refusal-rate vs KL against the original, or do interpretability research (refusal-direction difference-of-means, residual geometry tables, PaCMAP residual plots). Packages p-e-w/heretic (AGPL-3.0). Triggers on: heretic, abliterate, abliteration, decensor / uncensor a model, remove refusals, refusal direction, directional ablation, residual geometry, plot residuals. Model discovery, harmful/harmless prompt datasets, and benchmark/prior-art research route web extraction through the `scrapling` skill. Simple "which uncensored model should I download"…

Grade
C
Quality
71 / 100
Safety
Passed
GitHub stars
37

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

This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.

Our review

Architecture
78 / 100
Maturity
Packaged: licensed, with a version or references
Security scan
Low-risk patterns
License
Not declared. Check the repository before reusing it.
Adoption
Adopted by 0 other repositories, in 0 collections

What the scanner flagged

  • mentions secrets in text

Not checked 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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