smithery/willoscar

1

agent-survey-corpus Download a small corpus of open-access arXiv survey/review PDFs about agentic systems and extract text for style lear…

smithery/willoscar

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2

anchor-sheet Extract per-subsection “anchor facts” (NO PROSE) from evidence packs so the writer is forced to include concrete numb…

smithery/willoscar

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appendix-table-writer Curate reader-facing survey tables for the Appendix (clean layout + high information density), using only in-scope ev…

smithery/willoscar

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4

argument-selfloop Build a final, machine-readable argument snapshot from current H3 sections and refresh section fingerprints before me…

smithery/willoscar

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5

artifact-contract-auditor Audit one research Workspace for declared Unit outputs and Pipeline target Artifacts, writing `output/CONTRACT_REPORT…

smithery/willoscar

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bias-assessor Use when `evidence-review` has an extraction table and needs lightweight risk-of-bias fields.

smithery/willoscar

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chapter-briefs Build per-chapter (H2) writing briefs (NO PROSE) so the final survey reads like a paper (chapter leads + cross-H3 coh…

smithery/willoscar

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chapter-lead-writer Write H2 chapter lead blocks (`sections/S<sec_id>_lead.md`) that preview the chapter's comparison lens and connect it…

smithery/willoscar

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citation-anchoring Regression-check citation anchoring (citations stay in the same subsection) to prevent “polish drift” that breaks cla…

smithery/willoscar

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citation-diversifier PRODUCES a citation-budget plan/report (`output/CITATION_BUDGET_REPORT.md`); does NOT edit the draft. Allocates an in…

smithery/willoscar

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citation-injector APPLIES/consumes a `citation-diversifier` budget report (`output/CITATION_BUDGET_REPORT.md`) to inject *in-scope* cit…

smithery/willoscar

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12

claim-evidence-matrix Seed `outline/claim_evidence_matrix.md` from outline+notes; claim-matrix-rewriter rewrites it later from evidence pac…

smithery/willoscar

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claim-matrix-rewriter Rewrite `outline/claim_evidence_matrix.md` as a projection/index of evidence packs (NO PROSE), so claims/axes are dri…

smithery/willoscar

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14

claims-extractor Use when a review workspace has manuscript text and needs a traceable claim ledger.

smithery/willoscar

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15

concept-graph Use when an approved tutorial spec exists and the run needs a deterministic prerequisite graph before module planning.

smithery/willoscar

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16

dedupe-rank Use when a broad paper candidate pool needs deterministic deduplication and a stable core set.

smithery/willoscar

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17

draft-polisher Audit-style editing pass for `output/DRAFT.md`: remove template boilerplate, improve coherence, and enforce citation …

smithery/willoscar

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18

evaluation-anchor-checker Audit and rewrite evaluation/numeric claims to ensure they carry minimal protocol context (task + metric + constraint…

smithery/willoscar

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19

evidence-auditor Use when `paper-review` needs a claim-by-claim evidence gap report grounded in an extracted claim ledger.

smithery/willoscar

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evidence-binder Bind addressable evidence IDs from `papers/evidence_bank.jsonl` to each subsection (H3), producing `outline/evidence_…

smithery/willoscar

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21

evidence-draft Create per-subsection evidence packs (NO PROSE): claim candidates, concrete comparisons, evaluation protocol, limitat…

smithery/willoscar

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22

evidence-selfloop Evidence self-loop for surveys: read evidence bindings + evidence packs, then write an actionable upstream TODO plan …

smithery/willoscar

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23

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

smithery/willoscar

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24

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

smithery/willoscar

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25

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

smithery/willoscar

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26

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

smithery/willoscar

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27

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

smithery/willoscar

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28

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

smithery/willoscar

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29

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

smithery/willoscar

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30

limitation-weaver Rewrite limitation passages so the paper keeps limitations without falling into count-based slot phrases (e.g., \\\"T…

smithery/willoscar

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31

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

smithery/willoscar

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32

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

smithery/willoscar

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33

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

smithery/willoscar

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34

opener-variator Rewrite subsection openers so they stop reading like a generated table-of-contents: remove \\\"overview/narration\\\"…

smithery/willoscar

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35

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

smithery/willoscar

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36

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

smithery/willoscar

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37

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

smithery/willoscar

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38

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

smithery/willoscar

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39

pdf-text-extractor Download PDFs (when available) and extract plain text to support full-text evidence, writing `papers/fulltext_index.j…

smithery/willoscar

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40

pipeline-auditor Audit/regression checks for the evidence-first survey pipeline: citation health, per-section coverage, placeholder le…

smithery/willoscar

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41

pipeline-router Route an unbound research Goal to one Workflow or materialize its initial C0 kickoff block; use during initial bindin…

smithery/willoscar

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42

post-merge-voice-gate Post-merge paper-voice gate: inspect the reader-facing draft for planner-talk and axis-label artifacts, then route fi…

smithery/willoscar

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43

prose-writer Write `output/DRAFT.md` (or `output/SNAPSHOT.md`) from an approved outline and evidence packs, using only verified ci…

smithery/willoscar

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44

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

smithery/willoscar

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45

redundancy-pruner Remove repeated boilerplate across sections (methodology disclaimers, generic transitions, repeated summaries) while …

smithery/willoscar

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46

research-pipeline-runner Run a research Workflow end to end when the user requests a survey, brief, review, tutorial, or idea exploration; rou…

smithery/willoscar

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47

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

smithery/willoscar

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48

schema-normalizer Normalize cross-skill JSONL interfaces (ids + titles + citation key formats) so downstream skills do not rely on best…

smithery/willoscar

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49

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

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50

section-logic-polisher Logic coherence pass for per-H3 section files: enforce a clear paragraph-1 thesis and surface paragraph-island risks …

smithery/willoscar

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