Agentic RL: Credit Assignment and CLI Agents MCP server

• Agentic_RL_dataset_overviewFree

  Inspect ShellOps and ShellOps-Pro task counts, train/test splits, task types, published schemas, source files, license and citation.

• Agentic_RL_fetch_evidenceFree

  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_filter_methodsFree

  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 order without a relevance or quality ranking.

• Agentic_RL_get_taskFree

  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 is available at the source links. No shell execution or solution verification is performed.

• Agentic_RL_list_method_facetsFree

  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_list_sourcesFree

  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_evidenceFree

  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_search_tasksFree

  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 ordered by partition then task ID, with explicit pagination and no relevance scoring. The train subset is not double-counted.

• –Code scanremote-only server, no package to scann/a
• Live reliabilityremote reachable in 1073ms20/20
• Tool poisoning8 tool descriptions checked15/15
• Auth qualityopen endpoint, read-only tools10/15
• Maintenanceno repository listed3/15
• Maintainer identityverified namespace with website, no repo4/10

Agentic RL: Credit Assignment and CLI Agents: common questions

Is Agentic RL: Credit Assignment and CLI Agents MCP server safe?

With care: it is graded C, so read the findings first (69/100). Read the Agentic RL: Credit Assignment and CLI Agents safety report

How do I install Agentic RL: Credit Assignment and CLI Agents?

It runs remotely at hoyant-su-agentic-rl.hf.space. Add it to Claude Code, Claude Desktop or Cursor with the snippets above, or call it through the mcp.market gateway without installing anything.

Does Agentic RL: Credit Assignment and CLI Agents need an API key?

Not as far as the registry entry and our scan can tell: no credentials are declared or required.

Is Agentic RL: Credit Assignment and CLI Agents maintained?

The latest release is v1.1.0.

Is Agentic RL: Credit Assignment and CLI Agents up?

100% of our last 8 checks got an answer. We check remote servers about four times a day.

What can I use instead of Agentic RL: Credit Assignment and CLI Agents?

Servers from other publishers that do the same job: gflow-cli MCP server, Tailscale MCP server and Obsidian CLI MCP server. Compare all Agentic RL: Credit Assignment and CLI Agents alternatives.