{
 "schema_version": 1,
 "generated": "2026-10-26",
 "repo": "rsi-gear/gear",
 "name": "gear",
 "owner": "rsi-gear",
 "slug": "rsi-gear-gear",
 "github": "https://github.com/rsi-gear/gear",
 "what": "Gear is an open-source framework that iteratively improves an AI agent's harness (instructions, tools, skills, and workflows) using evaluation results from a benchmark of tasks.",
 "why": "180 stars, launched 69 days ago",
 "language": "TypeScript",
 "requirements": [
  "npm installed, to run the global install of rsi-gear, agent-hitch, and DSH",
  "An agent environment such as Codex, Claude Code, or DSH that can use the bundled Refine Skill",
  "A benchmark of representative tasks with clear success criteria, either an existing one or your own in Harbor format",
  "Access to the models you choose for the Meta agent and the task agent"
 ],
 "audience_note": "Engineers and agent builders who have a set of tasks with clear success criteria and want to tune an agent's harness against them.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Software and DevOps",
 "url": "https://dedupedai.com/use-cases/rsi-gear-gear/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "rsi-gear-gear--tune-marketing-agent-automationbench",
   "title": "Tune a marketing agent on AutomationBench tasks",
   "best": true,
   "url": "https://dedupedai.com/use-cases/rsi-gear-gear/tune-marketing-agent-automationbench/",
   "json": "https://dedupedai.com/use-cases/u/rsi-gear-gear/tune-marketing-agent-automationbench.json"
  },
  {
   "id": "rsi-gear-gear--optimize-agent-on-own-task-set",
   "title": "Optimize an agent against your own task set",
   "best": false,
   "url": "https://dedupedai.com/use-cases/rsi-gear-gear/optimize-agent-on-own-task-set/",
   "json": "https://dedupedai.com/use-cases/u/rsi-gear-gear/optimize-agent-on-own-task-set.json"
  },
  {
   "id": "rsi-gear-gear--balance-pass-rate-against-cost",
   "title": "Set a weighted objective that balances pass rate and cost",
   "best": false,
   "url": "https://dedupedai.com/use-cases/rsi-gear-gear/balance-pass-rate-against-cost/",
   "json": "https://dedupedai.com/use-cases/u/rsi-gear-gear/balance-pass-rate-against-cost.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."
}