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FOURTEEN1416/academic-agent-toolkit
250+ academic Agent skills + orchestration engine: math modeling · paper writing · LaTeX · scientific figures · literature review · IP drafting. Host-agnostic (any Agent), quality gates + audit evidence chain. CC-BY-NC-4.0.
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.
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academic-toolkit/skills/ablation-planner/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/agent-bootstrap/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/agent-figure-gallery/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/analyze-results/SKILL.md
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academic-toolkit/skills/anti-ai-detection/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/anti-defensive-writing/SKILL.md
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academic-toolkit/skills/arxiv/SKILL.md
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academic-toolkit/skills/arxiv-metadata/SKILL.md
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academic-toolkit/skills/arxiv-submission-package/SKILL.md
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academic-toolkit/skills/assets-inventory/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/auto-paper-improvement-loop/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/auto-review-loop/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/award-paper-mining/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/candidate-reproduction/SKILL.md
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academic-toolkit/skills/check-citations/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/citation-check/SKILL.md
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academic-toolkit/skills/comp-code/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/comp-compile-en/SKILL.md
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academic-toolkit/skills/comp-compile-zh/SKILL.md
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academic-toolkit/skills/comp-consistency/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/comp-contest-research/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/comp-cumcm-disclosure/SKILL.md
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academic-toolkit/skills/comp-cumcm-package/SKILL.md
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academic-toolkit/skills/comp-editor/SKILL.md
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academic-toolkit/skills/comp-final-audit/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/comp-final-review/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/comp-latex-writing/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/comp-literature/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/comp-model-innovation/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/comp-modeling/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/comp-paper-en/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/comp-paper-en-docx/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/comp-paper-zh/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/comp-paper-zh-docx/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/comp-pipeline/SKILL.md
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academic-toolkit/skills/comp-problem-analysis/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/comp-review/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/comp-simulation/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/comp-statistics-topic/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/comp-visual-review/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/contest-retrospective/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/copyright-build/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/copyright-draft/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/copyright-source-materials/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/course-paper/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/course-plan/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/course-report/SKILL.md
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academic-toolkit/skills/course-report-plan/SKILL.md
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academic-toolkit/skills/course-syllabus-reading-list/SKILL.md
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academic-toolkit/skills/data-exploratory-analysis/SKILL.md
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academic-toolkit/skills/data-processing/SKILL.md
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academic-toolkit/skills/data-statistics-analyst/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/data-statistics-analyst/references/arc-stat-research/skills/stat-research-orchestrator/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/data-statistics-analyst/references/arc-stat-research/skills/stat-result-validator/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/data-statistics-analyst/references/arc-stat-research/skills/statistical-experimental-evaluation/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/data-statistics-analyst/references/arc-stat-research/skills/statistical-method-design/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/data-statistics-analyst/references/arc-stat-research/skills/statistical-problem-formulation/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/data-statistics-analyst/references/arc-stat-research/skills/statistical-theory-analysis/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/data-statistics-report/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/dev-adversarial-code-review/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/dev-ai-security/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/dev-code/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/dev-code-backend/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/dev-code-frontend/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/dev-code-review/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/dev-code-review-guide/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/dev-daily-coding/SKILL.md
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academic-toolkit/skills/dev-debug/SKILL.md
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academic-toolkit/skills/dev-design/SKILL.md
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academic-toolkit/skills/dev-frontend-design/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/dev-git-workflow/SKILL.md
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academic-toolkit/skills/dev-ml-registry-pattern/SKILL.md
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academic-toolkit/skills/dev-report/SKILL.md
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academic-toolkit/skills/dev-requirement/SKILL.md
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academic-toolkit/skills/dev-selfcheck/SKILL.md
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academic-toolkit/skills/dev-ui-ux/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/dev-uv-package/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/dev-verification-loop/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/dev-web-design-review/SKILL.md
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academic-toolkit/skills/dev-webapp-testing/SKILL.md
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academic-toolkit/skills/diagram-design/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/doc-coauthoring/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/doc-notebooklm-control/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/doc-post-acceptance/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/doc-poster-latex/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/docx-export/SKILL.md
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academic-toolkit/skills/docx-format-check/SKILL.md
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academic-toolkit/skills/docx-template-map/SKILL.md
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academic-toolkit/skills/doi-bibtex/SKILL.md
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academic-toolkit/skills/eco-community-plots/SKILL.md
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academic-toolkit/skills/editor-agent/SKILL.md
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academic-toolkit/skills/excalidraw-diagram/SKILL.md
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academic-toolkit/skills/experiment-agent/SKILL.md
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academic-toolkit/skills/experiment-bridge/SKILL.md
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academic-toolkit/skills/experiment-plan/SKILL.md
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academic-toolkit/skills/experimental-design/SKILL.md
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academic-toolkit/skills/feishu-notify/SKILL.md
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academic-toolkit/skills/fig-academic/SKILL.md
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academic-toolkit/skills/fig-aesthetics-craft/SKILL.md
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academic-toolkit/skills/fig-critique/SKILL.md
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academic-toolkit/skills/fig-plot-edit/SKILL.md
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academic-toolkit/skills/fig-plot-edit-lite/SKILL.md
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academic-toolkit/skills/fig-publication-chart/SKILL.md
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academic-toolkit/skills/fig-spec/SKILL.md
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academic-toolkit/skills/fig-visualization-advisor/SKILL.md
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academic-toolkit/skills/figure-craft/SKILL.md
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academic-toolkit/skills/format-profile/SKILL.md
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academic-toolkit/skills/grant-nih/SKILL.md
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academic-toolkit/skills/grant-proposal/SKILL.md
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academic-toolkit/skills/graphviz/SKILL.md
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academic-toolkit/skills/humanities-plan/SKILL.md
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academic-toolkit/skills/humanities-write/SKILL.md
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academic-toolkit/skills/humanities-write-latex/SKILL.md
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academic-toolkit/skills/idea-brainstorm/SKILL.md
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academic-toolkit/skills/idea-creator/SKILL.md
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academic-toolkit/skills/idea-discovery/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/idea-discovery-robotics/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/infographics/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/ip-patent-search/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/ip-source-extractor/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/kaggle-learner/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/latex-bib-doi-toggle/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/latex-cleanup/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/latex-document/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/latex-paper-collab-breadth/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/latex-paper-collab-check/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/latex-paper-collab-depth/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/latex-paper-empirical-writer/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/latex-paper-from-zero/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/latex-paper-prose-rhythm/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/latex-paper-results-backfill/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/latex-paper-survey-writer/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/latex-pdf-accessible/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/lit-citation-manage/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/lit-citation-verify/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/lit-citation-verify-latex/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/lit-daily-digest/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/lit-multi-db-search/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/lit-obsidian-artifacts/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/lit-obsidian-ingest/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/lit-obsidian-kb-core/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/lit-orientation/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/lit-review-communications/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/lit-review-obsidian/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/lit-review-systematic/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/lit-zotero-obsidian/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/literature-review/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/math-modeling-contest-route-selection/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/matplotlib/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/mermaid-diagram/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-agent-harness/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-deep-research/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-design-space-exploration/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-doc-governance/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-entity-dossier/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-experiment-design/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-mcp-integration/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-planning-files/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-premortem/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-research-router/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-research-summarizer/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-skill-creator/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-skill-development/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-skill-improve/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-skill-review/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-task-reporting/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-topic-pulse/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/meta-web-extract/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/monitor-experiment/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/monitor-experiment/references/nature-experiment-log/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/networkx/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/novelty-check/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/openalex-search/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/palette-health-check/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-analysis/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-citation-verify/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-compile/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-compile-zh/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-data-availability/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-figure/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-figure-drawio/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-figure-html/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-figure-nature/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-figure-palette/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-figure-planner/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-framework-figure-studio-pro/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-humanize/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-illustration/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-journal-selection/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-manuscript-optimize/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-oral-exemplar/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-peer-review-simulation/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-peer-review-simulation/references/nature-statistics/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-plan/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-plan-zh/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-polish-nature/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-poster/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-presubmit-checks/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-project-bootstrap/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-rebuttal-nature/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-results-report/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-results-revision/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-search/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-sections-nature/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-self-review/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-slides/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-submission-audit/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-template-organizer/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-workflow-router/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-write/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-write-docx/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-write-nature/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-write-nature-docx/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-write-zh/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-write-zh-docx/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-clinical/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-clinical/modules/citation-management/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-clinical/modules/clinical-decision-support/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-clinical/modules/clinical-reports/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-clinical/modules/hypothesis-generation/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-clinical/modules/latex-posters/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-clinical/modules/literature-review/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-clinical/modules/market-research-reports/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-clinical/modules/peer-review/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-clinical/modules/research-grants/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-clinical/modules/scholar-evaluation/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-clinical/modules/scientific-critical-thinking/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-clinical/modules/scientific-slides/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-clinical/modules/scientific-writing/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-clinical/modules/treatment-plans/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-clinical/modules/venue-templates/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-paragraph-standards/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
academic-toolkit/skills/paper-writing-paragraphs/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/paper-writing-pipeline/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/paper-writing-scientific/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/patent-build/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/patent-draft/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/pdf-toolkit/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/pixel-art/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/plot-from-data/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/plot-from-image/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/plotly/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/problem-selection/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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academic-toolkit/skills/proof-writer/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/pymc/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/pymoo/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/quality-check/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/rebuttal/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/research-lit/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/research-pipeline/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/research-refine/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/research-refine-pipeline/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/research-review/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/result-to-claim/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/results-analysis/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/run-experiment/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/scientific-schematics/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/scientific-visualization/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/seaborn/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/simpy/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/spine/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/spine-audit/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/spine-build/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/spine-citation/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/spine-config-ui/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/spine-humanize/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/spine-intake/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/spine-latex/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/spine-research/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/spine-rewrite/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/spine-translate-zh/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/spine-update/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/stable-baselines3/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/sympy/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/sympy-verify-math/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/team-coordination/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/thesis-proposal/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/tool-forge/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/training-check/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/skills/visio-image-rebuilder/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
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academic-toolkit/skills/visualization/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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academic-toolkit/third_party/humanize-chinese/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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vendor/forks/AgentFigureGallery/skills/agent-figure-gallery/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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vendor/forks/Auto-claude-code-research-in-sleep/skills/ablation-planner/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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vendor/forks/Auto-claude-code-research-in-sleep/skills/alphaxiv/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
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vendor/forks/Auto-claude-code-research-in-sleep/skills/analyze-results/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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vendor/forks/Auto-claude-code-research-in-sleep/skills/arxiv/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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vendor/forks/Auto-claude-code-research-in-sleep/skills/auto-paper-improvement-loop/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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vendor/forks/Auto-claude-code-research-in-sleep/skills/auto-review-loop/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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vendor/forks/Auto-claude-code-research-in-sleep/skills/auto-review-loop-llm/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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vendor/forks/Auto-claude-code-research-in-sleep/skills/auto-review-loop-minimax/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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vendor/forks/Auto-claude-code-research-in-sleep/skills/citation-audit/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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vendor/forks/Auto-claude-code-research-in-sleep/skills/claims-drafting/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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vendor/forks/Auto-claude-code-research-in-sleep/skills/comm-lit-review/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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vendor/forks/Auto-claude-code-research-in-sleep/skills/deepxiv/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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vendor/forks/Auto-claude-code-research-in-sleep/skills/dse-loop/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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vendor/forks/Auto-claude-code-research-in-sleep/skills/embodiment-description/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
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vendor/forks/Auto-claude-code-research-in-sleep/skills/exa-search/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
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First observation → 20be6e06c893
No earlier version was observed for comparison.
vendor/forks/Auto-claude-code-research-in-sleep/skills/experiment-audit/SKILL.md
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 20be6e06c893
No earlier version was observed for comparison.
Heat
3.8- Star growth, last 7 daysNot available
- Star growth, last 24 hoursNot available
- Rank movement, last 7 daysNot available
- Commits, last 30 daysNot available
- Accounts asking about it through MCP, last 7 daysNot available
- Hot votes this weekNot available
Heat never changes the order by stars, and sponsorship never touches it. How heat works
Stars over time
30-day change not yet available: not enough history.
How it works
Skills included
Repository facts
- License
- No license detected
- Created
- Aug 18, 2026
- Last pushed
- Oct 27, 2026
- Forks
- 3
- Open issues
- 1
- Project activity
- Not available
Before you install
Not checked yetAutomated signals, not a guarantee
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