grade_agent_run

Grade a single agent run on both outcome quality (task success, regressions, time) and process quality (recon, risk, tests, gates, learnings). Combines deterministic grading from the task bank

SERVERNodebench SOURCEnodebench-mcp
Low RISK CLASS
Category Read
Parameters 00 required
Recommended Allowedsee the rule below
Registry record Grade F, identity unverified Pull the record →

This record as markdown: /tools/io-github-homenshum-nodebench/grade-agent-run.md

What grade_agent_run does on Nodebench

AI agents call grade_agent_run to retrieve information from Nodebench without modifying anything. It is typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.

Why grade_agent_run is rated Low

Grading/scoring an agent run is primarily an analytical/evaluation operation that reads run data and produces a score. It does not appear to create, modify, delete, execute code, or move money. However, it could write a grade record to storage; without clear evidence of side effects, Read is the most appropriate category.

From the tool's definition 'Grade a single agent run on both outcome quality (task success, regressions, time) and process quality (recon, risk, tests, gates, learnings). Combines deterministic grading from the task bank'

Questions about grade_agent_run

What does the grade_agent_run tool do? +

Grade a single agent run on both outcome quality (task success, regressions, time) and process quality (recon, risk, tests, gates, learnings). Combines deterministic grading from the task bank. It is categorised as a Read tool in the Nodebench MCP Server, which means it retrieves data without modifying state.

How do I enforce a policy on grade_agent_run? +

Register the Nodebench MCP server in PolicyLayer and add a rule for grade_agent_run: allow, deny, rate-limit, or require approval. Point your MCP client at the PolicyLayer proxy URL and the rule is enforced on every call, before it reaches Nodebench. Nothing to install.

What risk level is grade_agent_run? +

grade_agent_run is a Read tool with low risk. Read-only tools are generally safe to allow by default.

Can I rate-limit grade_agent_run? +

Yes. Add a rate_limit block to the grade_agent_run rule in your PolicyLayer policy. For example, setting max: 10 and window: 60 limits the tool to 10 calls per minute. Rate limits are tracked per agent session and reset automatically.

How do I block grade_agent_run completely? +

Set action: deny in the PolicyLayer policy for grade_agent_run. The AI agent will receive a policy violation error and cannot call the tool. You can also include a reason field to explain why the tool is blocked.

What MCP server provides grade_agent_run? +

grade_agent_run is provided by the Nodebench MCP server (nodebench-mcp). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.

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