# woodfishhhh

> Open-source publisher. Listings imported from github.com/woodfishhhh — credited to the original author with their license.

- **Listings:** 28
- **Total installs:** 0
- **Profile:** https://agentstack.voostack.com/s/woodfishhhh
- **Website:** https://github.com/woodfishhhh

## Published listings

- [Paper Search](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-paper-search) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-paper-search`
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- [Section Writing Agent](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-section-writing-agent) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-section-writing-agent`
  Step 4 of the PaperOrchestra pipeline (arXiv:2604.05018). ONE single multimodal LLM call that drafts the remaining paper sections (Abstract, Methodology, Experiments, Conclusion), extracts numeric values from experimental_log.md into LaTeX booktabs tables, splices the generated figures from Step 2, and merges everything into the template that already contains Intro + Related Work from Step 3. TRI…
- [Subagent Driven Development](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-subagent-driven-development) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-subagent-driven-development`
  Use when developing or extending EZ_math_model itself from a written implementation plan, especially adding algorithms, tool skills, templates, or multi-step repo changes.
- [Paper Autoraters](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-paper-autoraters) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-paper-autoraters`
  Run the four paper-quality autoraters from PaperOrchestra (arXiv:2604.05018, App. F.3) — Citation F1 (P0/P1 partition + Precision/Recall/F1), Literature Review Quality (6-axis 0-100 with anti-inflation rules), SxS Overall Paper Quality (side-by-side), and SxS Literature Review Quality (side-by-side). TRIGGER when the user asks to "score this paper draft", "evaluate against the benchmark", "compar…
- [Dispatching Parallel Agents](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-dispatching-parallel-agents) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-dispatching-parallel-agents`
  Use when EZ_math_model runs in multi or hybrid mode and has two or more independent subtasks that can be assigned to subagents without shared files, shared state, or dataflow dependencies.
- [Content Refinement Agent](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-content-refinement-agent) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-content-refinement-agent`
  Step 5 of the PaperOrchestra pipeline (arXiv:2604.05018). Iteratively refine drafts/paper.tex by simulating peer review and applying targeted revisions, with strict accept/revert halt rules. Maintains a worklog and snapshots each iteration so revert is real, not symbolic. TRIGGER when the orchestrator delegates Step 5 or when the user asks to "refine the draft", "iterate on the paper", or "run pe…
- [Agent Research Aggregator](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-agent-research-aggregator) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-agent-research-aggregator`
  Pre-pipeline aggregator that scans AI agent cache directories (.claude, .cursor, .antigravity, .openclaw) or any user-specified directory for experimentation logs, extracts insights and numeric results, and formats them as PaperOrchestra-ready inputs (idea.md + experimental_log.md). TRIGGER when the user says "aggregate my agent logs for paper writing", "extract experiments from my coding agent h…
- [Humanizer](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-humanizer) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-humanizer`
  Use after EZ_math_model writer creates paper.md and before quality audit when a long modeling paper needs less AI-like prose while preserving formulas, data, citations, tables, and figures.
- [Outline Agent](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-outline-agent) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-outline-agent`
  Step 1 of the PaperOrchestra pipeline (arXiv:2604.05018). Convert (idea.md, experimental_log.md, template.tex, conference_guidelines.md) into a strict JSON outline containing a plotting plan, literature search plan (Intro + Related Work), and section-level writing plan with citation hints. TRIGGER when the orchestrator delegates Step 1 or when the user asks to "outline a paper from raw materials"…
- [Dataset](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-dataset) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-dataset`
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- [Brainstorming](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-brainstorming) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-brainstorming`
  Use when EZ_math_model model selection is unclear after the modeling decision tree, the problem spans multiple domains, or modeler needs several candidate approaches before writing modeling_plan.md.
- [User Corpus Explorer](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-user-corpus-explorer) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-user-corpus-explorer`
  Use near the end of EZ_math_model intake when external/user-corpus contains user-provided papers, notes, PDFs, datasets, or examples that should become a local AGENTS.md reference index.
- [Mineru](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-mineru) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-mineru`
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- [Plotting Agent](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-plotting-agent) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-plotting-agent`
  Step 2 of the PaperOrchestra pipeline (arXiv:2604.05018). Execute the visualization plan from outline.json — render plots and conceptual diagrams from experimental_log.md and idea.md, optionally refine via VLM critique loop, and produce context-aware captions. Runs in parallel with the literature-review-agent. TRIGGER when the orchestrator delegates Step 2 or when the user asks to "generate the f…
- [Paper Writing Bench](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-paper-writing-bench) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-paper-writing-bench`
  Reverse-engineer raw materials (Sparse idea, Dense idea, experimental log) from an existing AI research paper to build a benchmark case for evaluating paper-writing pipelines. Replicates the PaperWritingBench dataset construction procedure from arXiv:2604.05018 §3 / App. C. TRIGGER when the user asks to "build a benchmark case from this paper", "reverse-engineer raw materials", or "evaluate my pi…
- [External Context](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-external-context) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-external-context`
  Use when EZ_math_model multi or hybrid mode needs several domain-specialist subagents to gather outside knowledge, industry context, model theory, or sensitivity-analysis references in parallel.
- [Ez Math Model](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-ez-math-model) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-ez-math-model`
  Use when solving CUMCM, MCM, ICM, or other mathematical modeling tasks that need contest problem intake, model selection, Python solving, figures, paper writing, quality audit, and packaged deliverables.
- [Systematic Debugging](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-systematic-debugging) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-systematic-debugging`
  Use when EZ_math_model coder or packaging fails repeatedly with the same error and needs root-cause analysis instead of another blind retry.
- [Docx](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-docx) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-docx`
  Use when EZ_math_model needs to convert paper.md to paper.docx, read a DOCX problem statement, preserve equations and tables, or package a modeling report as a Word document.
- [Xlsx](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-xlsx) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-xlsx`
  Use when EZ_math_model needs to read, preview, clean, write, or summarize CSV, XLS, or XLSX attachments and result tables for modeling tasks.
- [Scholar](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-scholar) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-scholar`
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- [Verification Before Completion](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-verification-before-completion) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-verification-before-completion`
  Use before EZ_math_model declares quality_audit, packaging, or final delivery complete, especially when pass/fail claims must be backed by files, commands, counts, or concrete evidence.
- [Webcrawl](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-webcrawl) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-webcrawl`
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- [Literature Review Agent](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-literature-review-agent) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-literature-review-agent`
  Step 3 of the PaperOrchestra pipeline (arXiv:2604.05018). Execute the literature search strategy from outline.json — discover candidate papers via web search, verify them through Semantic Scholar (Levenshtein > 70 fuzzy title match, temporal cutoff, dedup by paperId), build a BibTeX file, and draft Introduction + Related Work using ≥90% of the verified pool. Runs in parallel with the plotting-age…
- [Scientific Slides](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-scientific-slides) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-scientific-slides`
  Use when the user explicitly asks EZ_math_model to create defense slides, academic presentation slides, Beamer slides, or PPT after the modeling paper has been packaged.
- [Paper Orchestra](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-paper-orchestra) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-paper-orchestra`
  EZMM writer-stage adapter for the vendored PaperOrchestra skill pack. Use by default during pipeline/04-paper-writing for outline-first paper drafting, literature-review planning, section writing, and refinement discipline. The adapter maps EZMM runtime artifacts to PaperOrchestra-style inputs, runs PaperOrchestra-first writing automatically, and returns EZMM-compatible paper.md.
- [Simplify](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-simplify) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-simplify`
  Use after EZ_math_model coding has produced src/*.py and before packaging when code quality, reuse, vectorization, naming, or unnecessary complexity should be reviewed without changing behavior.
- [Pdf](https://agentstack.voostack.com/l/skill-woodfishhhh-ez-math-model-pdf) — Skill · Free · security-reviewed — `agentstack add skill-woodfishhhh-ez-math-model-pdf`
  Use when EZ_math_model needs to read or convert PDF problem statements, extract text or tables from PDF attachments, summarize reference papers, or fall back when MinerU is unavailable.

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