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TIGER-AI-Lab/RewardHarness

Self-evolving agentic reward framework for image-editing evaluation — 47.4% on EditReward-Bench from only 100 preference demos, no reward-model training. arXiv 2605.08703.

Claude CodeWritingResearchEducation

History

Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.

View weekly changes

examples/seed_library/skills/instruction-following-completeness/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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examples/seed_library/skills/realism-and-artifact-penalties/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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examples/seed_library/tools/text-and-ocr-analyzer/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v1/skills/evaluating-background-changes/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v1/skills/evaluating-multi-step-edits/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v1/skills/evaluating-object-replacements/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v1/skills/evaluating-style-transfers/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v1/skills/evaluating-text-rendering/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v1/tools/compare_images/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/artifact-and-structure-preservation/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/artistic-and-cultural-references/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/embrace-intended-drastic-changes/SKILL.md

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libraries/archive/gemini-v2/skills/enforce-logical-consistency/SKILL.md

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libraries/archive/gemini-v2/skills/entity-definition-activation/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/environmental-blending-and-lighting-adaptation/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/evaluate-insertions-and-anatomical-integrity/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/evaluate-physical-plausibility/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/evaluate-text-additions/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/holistic-evaluation-vs-tunnel-vision/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/instruction-over-naturalness/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/mitigate-positional-bias/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/object-replacement-proportions-and-exaggeration/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/overcoming-default-to-a-bias/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/penalize-gibberish-text/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

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libraries/archive/gemini-v2/skills/penalize-unintended-style-changes/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/preserve-subject-interaction-and-pose/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/prevent-image-feature-swapping/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/reasoning-preference-alignment/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/strict-semantic-and-conceptual-alignment/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/subject-vs-setting-modifications/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/verify-extreme-claims-and-hallucinations/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/skills/verify-instruction-target-and-spatial-relations/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/tools/object-locator-and-counter/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

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libraries/archive/gemini-v2/tools/side-by-side-image-comparator/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/tools/text-and-spelling-checker/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

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libraries/archive/gemini-v2/tools/visual-detail-and-setting-analyzer/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v2/tools/visual-question-answering/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

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libraries/archive/gemini-v3/skills/evaluating-multiple-constraints/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v3/skills/evaluating-style-transfers/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

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libraries/archive/gemini-v3/skills/evaluating-text-additions/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v3/tools/image-difference-checker/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

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libraries/archive/gemini-v3/tools/visual-question-answering/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v4/skills/artist-and-style-knowledge/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v4/skills/artistic-style-transfer-evaluation/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

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libraries/archive/gemini-v4/skills/background-and-scene-transformation/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

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libraries/archive/gemini-v4/skills/counting-and-spatial-reasoning/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

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libraries/archive/gemini-v4/skills/direct-vision-reliance/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v4/skills/exclusivity-and-preservation/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v4/skills/multi-attribute-verification/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v4/skills/multi-part-instruction-evaluation/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v4/skills/object-extraction-evaluation/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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libraries/archive/gemini-v4/skills/scene-and-atmosphere-transformation/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

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libraries/archive/gemini-v4/skills/spatial-and-relational-edits/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

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libraries/archive/gemini-v4/skills/text-rendering-evaluation/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

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libraries/archive/gemini-v5-broken-router/skills/mandatory-ocr-for-text/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

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libraries/archive/gemini-v5-broken-router/skills/reasoning-preference-alignment/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

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libraries/archive/gemini-v5-broken-router/skills/world-knowledge-and-style-awareness/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

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libraries/archive/gemini-v5-broken-router/tools/text-and-ocr-analyzer/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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libraries/archive/gemini-v5-old/skills/object-attribute-verification/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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libraries/archive/gemini-v5-old/skills/spatial-and-relational-reasoning/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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libraries/archive/gemini-v5-old/skills/text-rendering-evaluation/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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libraries/archive/gemini-v5-old/skills/thematic-and-style-transformation/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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libraries/archive/gemini-v5-old/skills/vqa-query-best-practices/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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libraries/archive/gemini-v5-old/tools/visual-question-answering/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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libraries/archive/gemini-v5/skills/penalize-over-editing/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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libraries/archive/gemini-v5/skills/structure-and-subject-preservation/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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libraries/archive/gemini-v5/skills/verify-image-content-and-ocr/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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libraries/archive/gemini-v5/skills/world-knowledge-and-entities/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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libraries/archive/gemini-v5/tools/text-and-ocr-verifier/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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libraries/archive/gemini-v5/tools/visual-content-verifier/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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rewardharness/resources/library/skills/evaluating-thematic-and-setting-accuracy/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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rewardharness/resources/library/skills/score-calibration/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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rewardharness/resources/library/skills/verifying-multi-attribute-objects/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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rewardharness/resources/library/tools/fine-grained-object-verifier/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

Before Not checked yet → After Network or broad shell

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No earlier version was observed for comparison.

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rewardharness/resources/library/tools/image-quality-and-artifact-analyzer/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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rewardharness/resources/library/tools/visual-text-and-layout-analyzer/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 0c1e7051ab4f

No earlier version was observed for comparison.

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View on GitHubAdd to my skills

Verified commit 0c1e7051ab4fbc39614c7bae3bd928de0e695297

git clone --filter=blob:none --no-checkout https://github.com/TIGER-AI-Lab/RewardHarness.git .hotskills/tiger-ai-lab-rewardharness && git -C .hotskills/tiger-ai-lab-rewardharness checkout --detach 0c1e7051ab4fbc39614c7bae3bd928de0e695297 # Copy each selected skill directory from .hotskills/tiger-ai-lab-rewardharness into .claude/skills/<skill-name>/
103GitHub stars
Not availablestars in 7 days
76skills in this repository
0commits in 30 days

Heat

Insufficient history

Not enough history yet to measure heat. It appears after a few days of data.

Heat never changes the order by stars, and sponsorship never touches it. How heat works

Stars over time

Nov 2, 2026Nov 5, 2026103

30-day change not yet available: not enough history.

Individual skills in this repository

How it works

instruction-following-completeness

When your agent uses it

Score completeness of instruction execution. Partial edits get partial credit; missed sub-steps cost points.

What it loads into context

Frontmatter

42 tokens

Always available to the agent

SKILL.md

354 tokens

When the skill is activated

Reference documents

0 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

  1. Decomposition
  2. Scoring (per candidate, 1–4)
  3. When in doubt

Files

  • SKILL.mdcore1,549 bytes

No excerpt is shown for this license. Read the source on GitHub.

View the complete source on GitHub

Skills included

  • instruction-following-completeness
  • realism-and-artifact-penalties
  • text-and-ocr-analyzer
  • evaluating-background-changes
  • evaluating-multi-step-edits
  • evaluating-object-replacements
  • evaluating-style-transfers
  • evaluating-text-rendering
  • compare_images
  • artifact-and-structure-preservation
  • artistic-and-cultural-references
  • embrace-intended-drastic-changes
  • enforce-logical-consistency
  • entity-definition-activation
  • environmental-blending-and-lighting-adaptation
  • evaluate-insertions-and-anatomical-integrity
  • evaluate-physical-plausibility
  • evaluate-text-additions
  • holistic-evaluation-vs-tunnel-vision
  • instruction-over-naturalness
  • mitigate-positional-bias
  • object-replacement-proportions-and-exaggeration
  • overcoming-default-to-a-bias
  • penalize-gibberish-text
  • penalize-unintended-style-changes
  • preserve-subject-interaction-and-pose
  • prevent-image-feature-swapping
  • reasoning-preference-alignment
  • strict-semantic-and-conceptual-alignment
  • subject-vs-setting-modifications
  • verify-extreme-claims-and-hallucinations
  • verify-instruction-target-and-spatial-relations
  • object-locator-and-counter
  • side-by-side-image-comparator
  • text-and-spelling-checker
  • visual-detail-and-setting-analyzer
  • visual-question-answering
  • evaluating-multiple-constraints
  • evaluating-style-transfers
  • evaluating-text-additions
  • image-difference-checker
  • visual-question-answering
  • artist-and-style-knowledge
  • artistic-style-transfer-evaluation
  • background-and-scene-transformation
  • counting-and-spatial-reasoning
  • direct-vision-reliance
  • exclusivity-and-preservation
  • multi-attribute-verification
  • multi-part-instruction-evaluation
  • object-extraction-evaluation
  • scene-and-atmosphere-transformation
  • spatial-and-relational-edits
  • text-rendering-evaluation
  • mandatory-ocr-for-text
  • reasoning-preference-alignment
  • world-knowledge-and-style-awareness
  • text-and-ocr-analyzer
  • object-attribute-verification
  • spatial-and-relational-reasoning
  • text-rendering-evaluation
  • thematic-and-style-transformation
  • vqa-query-best-practices
  • visual-question-answering
  • penalize-over-editing
  • structure-and-subject-preservation
  • verify-image-content-and-ocr
  • world-knowledge-and-entities
  • text-and-ocr-verifier
  • visual-content-verifier
  • evaluating-thematic-and-setting-accuracy
  • score-calibration
  • verifying-multi-attribute-objects
  • fine-grained-object-verifier
  • image-quality-and-artifact-analyzer
  • visual-text-and-layout-analyzer

Repository facts

License
No license detected
Created
May 14, 2026
Last pushed
Oct 27, 2026
Forks
10
Open issues
4
Project activity
Active

Before you install

Network or broad shell

Automated signals, not a guarantee

Checked Nov 7, 2026

Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.

Show 13 notes
  • libraries/archive/gemini-v1/tools/compare_images/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • libraries/archive/gemini-v1/tools/compare_images/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • libraries/archive/gemini-v1/tools/compare_images/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • libraries/archive/gemini-v3/skills/evaluating-style-transfers/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • libraries/archive/gemini-v3/tools/image-difference-checker/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • libraries/archive/gemini-v3/tools/image-difference-checker/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • libraries/archive/gemini-v3/tools/image-difference-checker/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • libraries/archive/gemini-v3/tools/image-difference-checker/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • libraries/archive/gemini-v3/tools/visual-question-answering/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • libraries/archive/gemini-v4/skills/counting-and-spatial-reasoning/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • libraries/archive/gemini-v4/skills/object-extraction-evaluation/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • libraries/archive/gemini-v5-old/tools/visual-question-answering/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • libraries/archive/gemini-v5-old/tools/visual-question-answering/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • 1 broad permissionin 1 file: fine-grained-object-verifier/SKILL.md:1
  • No dangerous shell commands
  • No network access
  • No hidden or obfuscated text
  • No instruction overrides
  • No executable scripts
  • No access to secrets
  • No requests to vote in Hot
Show the signal with its line

rewardharness/resources/library/tools/fine-grained-object-verifier/SKILL.md

  • Broad permissionsline 1
    Unsupported or unresolved allowed-tools declaration

How the signals fit together

Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

Some files could not be read; the facts below still hold.

Signal confidence: 1 fact

Works with

Agent compatibility, from the files in this repository
AgentStatusEvidenceInstall to
Claude CodeNativePath CLAUDE.md.claude/skills/<skill-name>/
CodexCompatibleStandard SKILL.md examples/seed_library/skills/instruction-following-completeness/SKILL.md.agents/skills/<skill-name>/
CursorCompatibleStandard SKILL.md examples/seed_library/skills/instruction-following-completeness/SKILL.md.cursor/skills/<skill-name>/
Gemini CLICompatibleStandard SKILL.md examples/seed_library/skills/instruction-following-completeness/SKILL.md.gemini/skills/<skill-name>/
GitHub CopilotCompatibleStandard SKILL.md examples/seed_library/skills/instruction-following-completeness/SKILL.md.github/skills/<skill-name>/
OpenCodeCompatibleStandard SKILL.md examples/seed_library/skills/instruction-following-completeness/SKILL.md.opencode/skills/<skill-name>/
  • Native The repository ships a manifest, folder or frontmatter field for this agent.
  • Compatible A standard SKILL.md that this agent can read.
  • Unknown No evidence either way.

Derived automatically from paths, manifests and frontmatter. Not tested on each agent.

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