Autonomous research and experimentation toolkit with 10 commands. Core loop inspired by Karpathy's autoresearch — generalizes to any domain with mechanical evaluation, overnight persistence, and zero dependencies. TRIGGER when: user wants autonomous…
wjgoarxiv/autoresearch-skill
SkillsMP has collected 13 skills from wjgoarxiv/autoresearch-skill. Open a skill to review its source and details.
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Skills in this repository
Showing 13 of 13 collected skills.
Core autonomous research loop. Reads research.md, proposes hypotheses, runs experiments, evaluates results mechanically, keeps improvements, discards failures, and iterates until the target metric is achieved or the iteration budget is exhausted. TRIGGER…
Feedback-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.…
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When the LLM (Claude, ChatGPT, Gemini, or others) needs to fill in a PDF form or programmatically process, generate, or…
Scientific bug hunting using falsifiable hypotheses. Forms hypotheses, designs falsifying tests, eliminates candidates systematically, and logs the full investigation trail in a structured debug/ folder. TRIGGER when: user has a bug to investigate…
Iterative 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…
7-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…
Multi-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…
Adversarial 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…
12-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;…
Iterative 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,…
Universal 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:…
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When the LLM (Claude, ChatGPT, Gemini, or others) needs to fill in a PDF form or programmatically process, generate, or…