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Claude Skills by wjgoarxiv
github.com/wjgoarxiv61 skills2 installs60 views
- FixIterative error-crusher loop that auto-stops at 0 errors. Cascade-aware: fixes dependency errors before their dependents. Refuses anti-patterns that hide errors instead of fixing them. TRIGGER when: user has errors or failures to fix iteratively; user asks to "fix all errors"; user has a failing test suite; user has compilation errors; user has linter errors; user wants systematic error elimination; user invokes /autoresearch:fix. DO NOT TRIGGER when: user wants a one-shot fix for a single ob...Votes: 0GitHub stars: 2
- LearnFeedback-driven self-improvement protocol for autoresearch-skill. Converts failed runs, confusing transcripts, bad outputs, or user feedback into a bounded improvement plan, an eval scenario, and a patch checklist without executing the patch automatically. TRIGGER when: user says the skill failed, wants to improve autoresearch-skill, provides feedback on confusing behavior, asks to turn a failure into an eval, or invokes /autoresearch:learn. DO NOT TRIGGER when: the user wants to run an optim...Votes: 0GitHub stars: 2
- Plan7-step setup wizard that produces a complete, ready-to-run research.md without executing the research loop. Walks the user through goal, metric, search space, constraints, evaluator design, and baseline measurement, then writes the file. TRIGGER when: user wants to set up a research project; user wants to plan before running the loop; user says "plan my research"; user has a goal but no research.md; user invokes /autoresearch:plan. DO NOT TRIGGER when: research.md already exists and the user ...Votes: 0GitHub stars: 2
- PredictMulti-perspective deliberation engine. Gathers independent positions from diverse personas, runs cross-examination and rebuttal rounds, detects herd behavior, and synthesizes a neutral judge verdict with confidence levels. TRIGGER when: user wants multi-perspective prediction, forecasting, scenario analysis, decision analysis, "what will happen if", "should we", "predict the outcome of", structured devil's advocacy, or any question benefiting from adversarial deliberation.Votes: 0GitHub stars: 2
- ReasonAdversarial multi-round reasoning with blind-judge panel to reach rigorous conclusions. TRIGGER when: user wants rigorous reasoning or argument evaluation; user wants a decision analyzed from multiple angles; user wants devil's advocate critique; user asks "what are the strongest arguments for/against"; user wants a structured debate; user wants to avoid groupthink or anchoring; user invokes /autoresearch:reason. DO NOT TRIGGER when: user wants a simple recommendation; user wants a quick summ...Votes: 0GitHub stars: 2
- Scenario12-dimension scenario exploration across user-specified domain modes. TRIGGER when: user wants to explore scenarios, edge cases, or what-if analysis; user asks "what could go wrong"; user wants failure mode analysis; user asks about best/worst case outcomes; user wants to stress-test a plan, design, or system; user mentions "scenario analysis" or "scenario planning"; user invokes /autoresearch:scenario. DO NOT TRIGGER when: user wants a one-shot answer; user wants a simple pros/cons list; use...Votes: 0GitHub stars: 2
- SecurityIterative security audit engine. Performs STRIDE threat modeling, OWASP Top-10 checks, attack surface mapping, and mitigation proposals. Loops until coverage target is reached or budget is exhausted. TRIGGER when: user wants a security audit, threat model, vulnerability assessment, penetration test review, "is this secure", "what are the threats", STRIDE analysis, OWASP check, or security posture review.Votes: 0GitHub stars: 2
- ShipUniversal shipping workflow: 8-phase linear pipeline from verification to deploy. Reads type-checklists.md to select the right checklist for the artifact type. The ONLY pause is Phase 7 (user confirmation before irreversible deploy/publish). TRIGGER when: user wants to ship, release, publish, or deploy something; user asks "is this ready to ship?"; user wants a pre-release checklist; user wants to publish a package, CLI, API, web app, ML model, skill, docs site, infrastructure, or research pa...Votes: 0GitHub stars: 2
- HandoffCreates or updates a resolved HANDOFF.md continuation document that captures progress, findings, and remaining work so a fresh agent can continue without context loss.\nTRIGGER when: the current agent cannot complete a task and needs to pass it to a new agent, context window is nearly full, user explicitly requests a handoff, or the skill is invoked as bare `handoff`.\nDO NOT TRIGGER when: the task is normal ongoing work with no agent transition needed.Votes: 0GitHub stars: 2
- Llm WikifyConvert the current working directory into a task-local LLM-maintained wiki. Use when the user wants to organize project knowledge, ingest files or URLs into a local markdown wiki, bootstrap a wiki structure in-place, maintain an existing mini wiki, or build a repo-scoped knowledge base instead of a giant global vault. Also use when scientific papers, PDFs, TeX bundles, bibliographies, or research corpora should be ingested into a maintained local wiki with provenance and citations, subject t...Votes: 0GitHub stars: 2
- Scientific VisualizationCreate publication-quality figures for journal manuscripts with matplotlib/seaborn/plotly.\nTRIGGER when: user needs journal-ready figures, multi-panel layouts, error bars, significance markers, colorblind-safe palettes, PDF/EPS/TIFF export for Nature/Science/Cell submissions.\nDO NOT TRIGGER when: user wants statistical plots only (use seaborn), basic matplotlib plotting (use matplotlib), interactive web charts (use plotly), or non-publication visualizations.Votes: 0GitHub stars: 2