Connect-MCP

Agentic RL: Credit Assignment and CLI Agents

space.hf.hoyant-su-agentic-rl/agentic-rl · v1.1.0

Filter agent RL methods by supervision, critic and task setting; retrieve source links and BibTeX.

MCPremoteno credentialsTasks & projectsResearch & educationFiles & storage

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Last check

Reachable, 8 tools, protocol 2025-06-18 · checked 2026-10-17

Test & rating

B 77/100

What it does: 8 tools · 0 read, 0 write · Research & education, Tasks & projects, Files & storage

No tool could be tested safely. Only read-only tools that need no input are called.

How the rating is made
  • Answers without login: +30
  • Speed of first answer: +10
  • Lists tools: +10
  • Tool descriptions: +15
  • Parameter descriptions: +4
  • Read/write annotations: 0
  • Safe test call: +8
  • More than 80 tools: 0

Tested 2026-10-17. Fixed rules, no AI model. Grade A needs a successful real call.

Install

Remote URL
https://hoyant-su-agentic-rl.hf.space/gradio_api/mcp/

Tools

8 tools listed at last check
  • Agentic_RL_list_sources List original papers and retrieval coverage. Discover source-linked comparisons of credit assignment, agent memory, selective observation and terminal benchmarks, with JSON, CSV and BibTeX links.
  • Agentic_RL_search_evidence Search original papers on agentic reinforcement learning, credit assignment and CLI agents. Use English keywords (AND), OR and quoted phrases. Return relevant passages, source citations, equations and table cells.
  • Agentic_RL_fetch_evidence Fetch a complete original evidence block by the evidence_id returned from search_evidence, including section anchor, version, equations, table cells, links, and attribution.
  • Agentic_RL_dataset_overview Inspect ShellOps and ShellOps-Pro task counts, train/test splits, task types, published schemas, source files, license and citation.
  • Agentic_RL_search_tasks Find real ShellOps CLI benchmark tasks by case-insensitive literal substring in the complete instruction, task ID or published task type. Empty query lists all tasks. Select partition 'all', 'shellops' or 'shellops_pro'; select published split 'all', 'train_src', 'train' or 'test'. Results are order
  • Agentic_RL_get_task Inspect one published ShellOps or ShellOps-Pro task by its exact task_id and partition ('shellops' or 'shellops_pro'). Returns the complete instruction, actual reward specification, published reference answer/command, file-entry metadata, pinned parquet rows and workspace asset links. File content i
  • Agentic_RL_list_method_facets List exact filter values for agent RL credit granularity, supervision, value critics and evaluation settings. Each value reports its source-supported method count.
  • Agentic_RL_filter_methods Filter agent RL credit-assignment methods by research conditions and return original section evidence and BibTeX. Discover accepted values with list_method_facets. Filters combine with AND; empty strings leave a facet unrestricted. Unknown critic status never matches no. Results use publication orde

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