{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "ashutoshsinghpr7/wikiskill",
 "name": "wikiskill",
 "owner": "ashutoshsinghpr7",
 "slug": "ashutoshsinghpr7-wikiskill",
 "github": "https://github.com/ashutoshsinghpr7/wikiskill",
 "what": "WikiSkill is a Python framework that lets an AI agent turn its past runs into a persistent wiki and evolve its own skills, keeping only changes that score better on held-out tasks.",
 "why": "",
 "language": "Python",
 "requirements": [
  "Python 3.10 or newer",
  "Hermes Agent installed as the reference backend, or another supported agent CLI (Claude Code, Codex or GitHub Copilot CLI)",
  "A configured default model for the agent, for example through OpenRouter using --model and --provider",
  "Enough API budget for several iterations (the README cites about $0.09 per iteration on one free-tier run)"
 ],
 "audience_note": "Developers and ML engineers who run coding agents on repeatable tasks and want the agent to improve its skills with measured gating instead of manual edits.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Software and DevOps",
 "url": "https://dedupedai.com/use-cases/ashutoshsinghpr7-wikiskill/",
 "use_case_count": 5,
 "use_cases": [
  {
   "id": "ashutoshsinghpr7-wikiskill--evolve-agent-skills-overnight",
   "title": "Evolve an agent's skills from its own task traces",
   "best": true,
   "url": "https://dedupedai.com/use-cases/ashutoshsinghpr7-wikiskill/evolve-agent-skills-overnight/",
   "json": "https://dedupedai.com/use-cases/u/ashutoshsinghpr7-wikiskill/evolve-agent-skills-overnight.json"
  },
  {
   "id": "ashutoshsinghpr7-wikiskill--check-if-a-skill-really-helped",
   "title": "Test whether an evolved skill actually improved results",
   "best": false,
   "url": "https://dedupedai.com/use-cases/ashutoshsinghpr7-wikiskill/check-if-a-skill-really-helped/",
   "json": "https://dedupedai.com/use-cases/u/ashutoshsinghpr7-wikiskill/check-if-a-skill-really-helped.json"
  },
  {
   "id": "ashutoshsinghpr7-wikiskill--run-wikiskill-loop-on-claude-code",
   "title": "Run the WikiSkill loop with Claude Code as the agent",
   "best": false,
   "url": "https://dedupedai.com/use-cases/ashutoshsinghpr7-wikiskill/run-wikiskill-loop-on-claude-code/",
   "json": "https://dedupedai.com/use-cases/u/ashutoshsinghpr7-wikiskill/run-wikiskill-loop-on-claude-code.json"
  },
  {
   "id": "ashutoshsinghpr7-wikiskill--evolve-skills-on-your-own-tasks",
   "title": "Evolve skills on a custom task set you write",
   "best": false,
   "url": "https://dedupedai.com/use-cases/ashutoshsinghpr7-wikiskill/evolve-skills-on-your-own-tasks/",
   "json": "https://dedupedai.com/use-cases/u/ashutoshsinghpr7-wikiskill/evolve-skills-on-your-own-tasks.json"
  },
  {
   "id": "ashutoshsinghpr7-wikiskill--install-distilled-patterns-into-hermes",
   "title": "Install the distilled Hermes skills from the WikiSkill tap",
   "best": false,
   "url": "https://dedupedai.com/use-cases/ashutoshsinghpr7-wikiskill/install-distilled-patterns-into-hermes/",
   "json": "https://dedupedai.com/use-cases/u/ashutoshsinghpr7-wikiskill/install-distilled-patterns-into-hermes.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}