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evidence-draft

Create per-subsection evidence packs (NO PROSE): claim candidates, concrete comparisons, evaluation protocol, limitations, plus citation-backed evidence snippets with provenance.

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evidence-selfloop

Evidence self-loop for surveys: read evidence bindings + evidence packs, then write an actionable upstream TODO plan (which stage/skill to fix) before writing more prose.

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exercise-builder

Use when a tutorial module plan exists but each module still needs a verifiable teaching loop.

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extraction-form

Use when `evidence-review` has screened includes and needs a schema-aligned extraction table.

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front-matter-writer

Write the survey's front matter files (Abstract, Introduction, Related Work, Discussion, Conclusion) in paper voice, with high citation density and a single evidence-policy paragraph.

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global-reviewer

Global consistency review for survey drafts: terminology, cross-section coherence, and scope/citation hygiene.

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grad-paragraph

Write one survey-quality paragraph from evidence packs (tension → contrast → evaluation anchor → limitation).

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human-checkpoint

Review and record one pending human checkpoint in a research Workspace; use when a HUMAN Unit is blocked on an `Approve C*` decision, and never treat silence or artifact existence as approval.

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idea-brief

Lock an ideation run into a single-source-of-truth brainstorm brief (`output/trace/IDEA_BRIEF.md`) and a replayable multi-query plan (`queries.md`).

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idea-direction-generator

Generate a compact pool of discussion-worthy research directions from the signal table, writing `output/trace/IDEA_DIRECTION_POOL.md`.

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idea-memo-writer

Synthesize the shortlist into a discussion-ready research idea brainstorm memo, writing `output/REPORT.md`, `output/APPENDIX.md`, and `output/REPORT.json`.

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idea-screener

Screen the direction pool with a discussion-first scoring pass, writing `output/trace/IDEA_SCREENING_TABLE.md`.

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idea-shortlist-curator

Converge the screened direction pool into a small, discussion-ready shortlist, writing `output/trace/IDEA_SHORTLIST.md`.

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idea-signal-mapper

Map paper notes + taxonomy into a signal table of tensions, missing pieces, and promising academic axes for brainstorm discussion. Writes `output/trace/IDEA_SIGNAL_TABLE.md`.

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keyword-expansion

Expand and refine search keywords (synonyms, acronyms, exclusions) and update `queries.md`.

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latex-compile-qa

Compile a LaTeX project and run basic QA (missing refs, bib errors, broken citations), producing `latex/main.pdf` and a build report.

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latex-scaffold

Scaffold a LaTeX project (`latex/main.tex`, optional bibliography wiring, structure) from an existing Markdown draft.

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limitation-weaver

Rewrite limitation passages so the paper keeps limitations without falling into count-based slot phrases (e.g., \\\"Two limitations…\\\") across many H3s.

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literature-engineer

Multi-route literature expansion + metadata normalization for evidence-first surveys.

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manuscript-ingest

Use when `paper-review` needs a canonical manuscript text artifact before claim extraction.

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module-planner

Use when a tutorial concept DAG exists and the run needs an ordered teaching plan with objectives and outputs.

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module-source-coverage

Use when a tutorial module plan exists and the run needs an auditable module-to-source grounding file before prose.

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novelty-matrix

Use when `paper-review` needs overlap/delta positioning against provided related work.

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opener-variator

Rewrite subsection openers so they stop reading like a generated table-of-contents: remove \\\"overview/narration\\\" stems and reduce repeated opener cadences across H3s.

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outline-budgeter

Merge/simplify an over-fragmented outline to hit a paper-like section budget (NO PROSE): target final ToC ~6–8 H2, fewer thicker H3.

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outline-builder

Convert a taxonomy (`outline/taxonomy.yml`) into a bullet-only outline (`outline/outline.yml`) with sections/subsections.

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outline-refiner

Planner-pass coverage + redundancy report for an outline+mapping, producing `outline/coverage_report.md` and `outline/outline_state.jsonl`.

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paper-notes

Write structured notes for each paper in the core set into `papers/paper_notes.jsonl` (summary/method/results/limitations).

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paragraph-curator

Deterministically compact final H3 bodies to the active delivery profile's paragraph budget without deleting prose or changing citation-block order.

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pdf-text-extractor

Download PDFs (when available) and extract plain text to support full-text evidence, writing `papers/fulltext_index.jsonl` and `papers/fulltext/*.txt`.

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pipeline-auditor

Audit/regression checks for the evidence-first survey pipeline: citation health, per-section coverage, placeholder leakage, and template repetition.

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pipeline-router

Route an unbound research Goal to one Workflow or materialize its initial C0 kickoff block; use during initial binding, not for later checkpoint summaries or approval.

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post-merge-voice-gate

Post-merge paper-voice gate: inspect the reader-facing draft for planner-talk and axis-label artifacts, then route fixes to the actual source.

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prose-writer

Write `output/DRAFT.md` (or `output/SNAPSHOT.md`) from an approved outline and evidence packs, using only verified citation keys from `citations/ref.bib`.

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protocol-writer

Use when `evidence-review` needs an operational protocol before screening and extraction.

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redundancy-pruner

Remove repeated boilerplate across sections (methodology disclaimers, generic transitions, repeated summaries) while preserving citations and meaning.

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research-pipeline-runner

Run a research Workflow end to end when the user requests a survey, brief, review, tutorial, or idea exploration; route an unbound goal, execute one eligible Unit at a time, and stop at checkpoints or diagnosed failures.

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rubric-writer

Use when `paper-review` has claims plus evidence gaps and needs the final referee-style report.

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schema-normalizer

Normalize cross-skill JSONL interfaces (ids + titles + citation key formats) so downstream skills do not rely on best-effort joins.

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screening-manager

Use when an approved `evidence-review` protocol needs to be applied to a candidate pool.

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section-bindings

Bind papers to chapter-level sections first, writing `outline/section_bindings.jsonl` and `outline/section_binding_report.md`.

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section-briefs

Build chapter-level briefs (`outline/section_briefs.jsonl`) from chapter skeleton plus section bindings before stable H3 decomposition.

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section-logic-polisher

Logic coherence pass for per-H3 section files: enforce a clear paragraph-1 thesis and surface paragraph-island risks (connector stats are diagnostic, not a quota) before merging.

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section-mapper

Map papers from the core set to each outline subsection and write `outline/mapping.tsv` with coverage tracking.

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section-merger

Deterministically merge the final fingerprinted section snapshot into `output/DRAFT.md`, preserving outline order and inserting transitions only when explicitly enabled.

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snapshot-writer

Use when a `research-brief` workspace has a small paper set plus outline and needs a compact reader-facing briefing instead of a full survey.

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source-ingest

Fetch and normalize supported source-tutorial inputs into local, traceable text artifacts.

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source-manifest

Build or validate the source manifest for the source-tutorial pipeline from user-provided URLs/files.

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source-tutorial-spec

Use when a `source-tutorial` workspace has ingested sources and needs a grounded tutorial contract before structure planning.

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source-tutorial-writer

Use when approved tutorial context packs exist and the run needs the final article-first tutorial deliverable.

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Adoption

Agent Skills are supported by leading AI development tools.

FAQ

Frequently asked questions about Agent Skills.

01

What are Agent Skills?

Agent Skills are reusable, production-ready capability packs for AI agents. Each skill lives in its own folder and is described by a SKILL.md file with metadata and instructions.

02

What does this agent-skills.md site do?

Agent Skills is a curated directory that indexes skill repositories and lets you browse, preview, and download skills in a consistent format.

03

Where are skills stored in a repo?

By default, the site scans the skills/ folder. You can also submit a URL that points directly to a specific skills folder.

04

What is required inside SKILL.md?

SKILL.md must include YAML frontmatter with at least name and description. The body contains the actual guidance and steps for the agent.

05

How can I submit a repo?

Click Submit in the header and paste a GitHub URL that points to a skills folder. We’ll parse it and add any valid skills to the directory.