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Search / space.hf.hoyant-su-agentic-rl/agentic-rl

Agentic RL: Credit Assignment and CLI Agents

R0· no sign-in

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

v1.1.0 · active · website · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality79good
Trust80of 100
Uptime, 30 days100%
Latency p50195 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "agentic-rl": {
      "type": "http",
      "url": "https://hoyant-su-agentic-rl.hf.space/gradio_api/mcp/"
    }
  }
}
claude mcp add --transport http agentic-rl https://hoyant-su-agentic-rl.hf.space/gradio_api/mcp/
[mcp_servers.agentic-rl]
url = "https://hoyant-su-agentic-rl.hf.space/gradio_api/mcp/"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "agentic-rl": {
      "type": "remote",
      "url": "https://hoyant-su-agentic-rl.hf.space/gradio_api/mcp/",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "agentic-rl": {
      "type": "http",
      "url": "https://hoyant-su-agentic-rl.hf.space/gradio_api/mcp/"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=agentic-rl&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vaG95YW50LXN1LWFnZW50aWMtcmwuaGYuc3BhY2UvZ3JhZGlvX2FwaS9tY3AvIn0%3D"
}
{
  "servers": {
    "agentic-rl": {
      "type": "http",
      "url": "https://hoyant-su-agentic-rl.hf.space/gradio_api/mcp/"
    }
  }
}
{
  "mcpServers": {
    "agentic-rl": {
      "httpUrl": "https://hoyant-su-agentic-rl.hf.space/gradio_api/mcp/"
    }
  }
}
extensions:
  "agentic-rl":
    enabled: true
    name: "agentic-rl"
    type: streamable_http
    uri: "https://hoyant-su-agentic-rl.hf.space/gradio_api/mcp/"
    timeout: 300

Quality 79 / 100good

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene71 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • fail
    tools.annotationsno tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: Agentic_RL_search_evidence (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); Agentic_RL_fetch_evidence (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); Agentic_RL_list_method_facets (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
  • pass
    tools.token_costabout 839 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability100 · weight 15
  • pass
    stability.changesno tool changes in 30 days
  • pass
    stability.rug_pullno tool changed its meaning under the same name
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

8 tools, about 839 tokens to load them all · tool set 37736d6d2f86 · checked 2026-10-19 10:52 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 80 / 100

no-repository
provenance55
liveness100
freshness85
hygiene80

+dns-namespace +website +reachable +uptime-100% ~updated-41d-ago -no-repository

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://hoyant-su-agentic-rl.hf.space/gradio_api/mcp/ streamable-httpnoneyes100%195 ms2025-11-252026-10-19

Tools (8)

Agentic_RL_dataset_overviewInspect ShellOps and ShellOps-Pro task counts, train/test splits, task types, published schemas, source files, license and citation.
Agentic_RL_fetch_evidenceFetch 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_methodsFilter 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_taskInspect 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_facetsList 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_sourcesList 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_evidenceSearch 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_tasksFind 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.

Schemas: list_tools.

Similar MCP servers

Official server.json
{
  "name": "space.hf.hoyant-su-agentic-rl/agentic-rl",
  "title": "Agentic RL: Credit Assignment and CLI Agents",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://hoyant-su-agentic-rl.hf.space/gradio_api/mcp/",
      "type": "streamable-http"
    }
  ],
  "version": "1.1.0",
  "websiteUrl": "https://huggingface.co/spaces/Hoyant-Su/Agentic-RL",
  "description": "Filter agent RL methods by supervision, critic and task setting; retrieve source links and BibTeX."
}