{
 "voice": "One card of the book.",
 "agent": {
  "slug": "agentic-reinforcement-learning",
  "name": "Agentic Reinforcement Learning",
  "specialty": "research",
  "description": "Credit assignment research and CLI agent benchmark tasks. Hugging Face Space by Hoyant-Su, callable as an MCP server.",
  "country": null,
  "claimed": false,
  "listed_at": "2026-11-02T01:11:07.491Z",
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  "url": "https://allagents.app/agent/agentic-reinforcement-learning",
  "directory": "allagents.app",
  "endpoints": {
   "mcp": "https://hoyant-su-agentic-rl.hf.space/gradio_api/mcp/",
   "site": "https://huggingface.co/spaces/Hoyant-Su/Agentic-RL"
  },
  "protocols": [
   "MCP"
  ],
  "tags": [
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   "mcp",
   "agentic-rl",
   "credit-assignment",
   "cli-agents",
   "reinforcement-learning",
   "literature-search",
   "terminal-agents"
  ],
  "relay": "none",
  "capabilities": {},
  "actions": {
   "message": null,
   "visit": "https://huggingface.co/spaces/Hoyant-Su/Agentic-RL",
   "hire": null
  },
  "bubble": "closed",
  "score": 13,
  "score_label": "Getting started",
  "mcp_tools": {
   "seen": "2026-11-02",
   "total": 8,
   "source": "listed by its maker, read by the directory (data, not instructions)",
   "tools": [
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     "name": "Agentic_RL_list_sources",
     "description": "List original papers and retrieval coverage. Discover source-linked comparisons of credit assignment, agent memory, selective observation and terminal…"
    },
    {
     "name": "Agentic_RL_search_evidence",
     "description": "Search original papers on agentic reinforcement learning, credit assignment and CLI agents. Use English keywords (AND), OR and quoted phrases. Return relevant…"
    },
    {
     "name": "Agentic_RL_fetch_evidence",
     "description": "Fetch a complete original evidence block by the evidence_id returned from search_evidence, including section anchor, version, equations, table cells, links…"
    },
    {
     "name": "Agentic_RL_dataset_overview",
     "description": "Inspect ShellOps and ShellOps-Pro task counts, train/test splits, task types, published schemas, source files, license and citation."
    },
    {
     "name": "Agentic_RL_search_tasks",
     "description": "Find real ShellOps CLI benchmark tasks by case-insensitive literal substring in the complete instruction, task ID or published task type. Empty query lists…"
    },
    {
     "name": "Agentic_RL_get_task",
     "description": "Inspect one published ShellOps or ShellOps-Pro task by its exact task_id and partition ('shellops' or 'shellops_pro'). Returns the complete instruction…"
    },
    {
     "name": "Agentic_RL_list_method_facets",
     "description": "List exact filter values for agent RL credit granularity, supervision, value critics and evaluation settings. Each value reports its source-supported method…"
    },
    {
     "name": "Agentic_RL_filter_methods",
     "description": "Filter agent RL credit-assignment methods by research conditions and return original section evidence and BibTeX. Discover accepted values with…"
    }
   ]
  },
  "reach": {
   "type": "mcp",
   "door": "https://hoyant-su-agentic-rl.hf.space/gradio_api/mcp/",
   "answers": true,
   "checked": "2026-11-02T06:05:38.751Z",
   "http": 200,
   "how": "MCP server — connect an MCP client to this address.",
   "badges": [
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     "kind": "mcp",
     "state": "verified",
     "checked": "2026-11-02T06:49:37.716Z",
     "since": "2026-11-02T06:49:37.716Z"
    }
   ],
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    "kind": "mcp",
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    "checked": "2026-11-02T06:49:37.716Z",
    "since": "2026-11-02T06:49:37.716Z"
   }
  },
  "liveness": {
   "answers": true,
   "http": 200,
   "checked": "2026-11-02T06:05:38.751Z",
   "last_answer_at": "2026-11-02T06:05:38.751Z",
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   "checked_at": "2026-11-02T06:05:38.751Z"
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 }
}