{
 "schema_version": 1,
 "generated": "2026-10-26",
 "repo": "Sherlockwz/AMA",
 "name": "AMA",
 "owner": "Sherlockwz",
 "slug": "sherlockwz-ama",
 "github": "https://github.com/Sherlockwz/AMA",
 "what": "AMA is a Python and TypeScript research codebase and agent memory skill that gives agents long-term memory through raw text, fact, and episode stores.",
 "why": "113 stars, launched 65 days ago",
 "language": "Python",
 "requirements": [
  "Python 3.10 or newer",
  "Node.js 22.22.3 or newer (24.15 or newer also supported)",
  "pnpm 11 or newer",
  "An OpenAI-compatible chat-completions endpoint and embedding endpoint, with an API key",
  "Git, to clone the repository"
 ],
 "audience_note": "Developers and agent builders who want to add long-term memory to an agent harness, run the OpenClaw reference adapter, or reproduce the paper's experiments.",
 "risk": "sensitive",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Software and DevOps",
 "url": "https://dedupedai.com/use-cases/sherlockwz-ama/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "sherlockwz-ama--harness-agent-memory-skill",
   "title": "Add AMA long-term memory policy to an agent harness",
   "best": true,
   "url": "https://dedupedai.com/use-cases/sherlockwz-ama/harness-agent-memory-skill/",
   "json": "https://dedupedai.com/use-cases/u/sherlockwz-ama/harness-agent-memory-skill.json"
  },
  {
   "id": "sherlockwz-ama--openclaw-memory-plugin",
   "title": "Give an OpenClaw agent automatic recall and capture",
   "best": false,
   "url": "https://dedupedai.com/use-cases/sherlockwz-ama/openclaw-memory-plugin/",
   "json": "https://dedupedai.com/use-cases/u/sherlockwz-ama/openclaw-memory-plugin.json"
  },
  {
   "id": "sherlockwz-ama--local-memory-sidecar-smoke-test",
   "title": "Start the AMA memory sidecar and confirm it responds",
   "best": false,
   "url": "https://dedupedai.com/use-cases/sherlockwz-ama/local-memory-sidecar-smoke-test/",
   "json": "https://dedupedai.com/use-cases/u/sherlockwz-ama/local-memory-sidecar-smoke-test.json"
  },
  {
   "id": "sherlockwz-ama--reproduce-am-paper-benchmarks",
   "title": "Reproduce AMA's LoCoMo and LongMemEval results",
   "best": false,
   "url": "https://dedupedai.com/use-cases/sherlockwz-ama/reproduce-am-paper-benchmarks/",
   "json": "https://dedupedai.com/use-cases/u/sherlockwz-ama/reproduce-am-paper-benchmarks.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."
}