// MCP TOOL REFERENCE

start_rl_training

Start an online RL training session with custom reward configuration

Part of the Srv D7aoqmh5pdvs7391dcqg MCP server. Enforce policies on this tool with Intercept, the open-source MCP proxy.

ciprianpater/srv-d7aoqmh5pdvs7391dcqg Execute Risk 3/5

// WHEN AI AGENTS USE THIS TOOL

AI agents invoke start_rl_training to trigger processes or run actions in Srv D7aoqmh5pdvs7391dcqg. Execute operations can have side effects beyond the immediate call -- triggering builds, sending notifications, or starting workflows. Rate limits and argument validation are essential to prevent runaway execution.

// WHY ENFORCE A POLICY ON START_RL_TRAINING

start_rl_training can trigger processes with real-world consequences. An uncontrolled agent might start dozens of builds, send mass notifications, or kick off expensive compute jobs. Intercept enforces rate limits and validates arguments to keep execution within safe bounds.

// RECOMMENDED POLICY

Execute tools trigger processes. Rate-limit and validate arguments to prevent unintended side effects.

ciprianpater-srv-d7aoqmh5pdvs7391dcqg.yaml

tools:
  start_rl_training:
    rules:
      - action: allow
        rate_limit:
          max: 10
          window: 60
        validate:
          required_args: true

See the full Srv D7aoqmh5pdvs7391dcqg policy for all 70 tools.

// DETAILS

Tool Name start_rl_training

Category Execute

MCP Server Srv D7aoqmh5pdvs7391dcqg MCP Server

Risk Level High

// MORE SRV D7AOQMH5PDVS7391DCQG TOOLS

Financial pay_upgrade Execute dry_run Execute execute_actions Execute execute_subtask Execute ros2_emergency_stop Execute ros2_emergency_stop_all Execute run_calibration Execute sensor_fusion

View all 70 tools →

// WHAT CAN GO WRONG

Agents calling execute-class tools like start_rl_training have been implicated in these attack patterns. Read the full case and prevention policy for each:

Browse the full MCP Attack Database →

// OTHER EXECUTE TOOLS ACROSS MCP SERVERS

Other tools in the Execute risk category across the catalogue. The same policy patterns (rate-limit, validate) apply to each.

Agent Passport System — Cryptographic Identity for AI Agents commerce_preflight Agent Passport System — Cryptographic Identity for AI Agents execute_with_context Agent Passport System — Cryptographic Identity for AI Agents gateway_execute_approval Agent Passport System — Cryptographic Identity for AI Agents governance_360 Agent Passport System — Cryptographic Identity for AI Agents parse_governance_block_html AgentClear — API Marketplace for AI Agents call_service

// IN CONTEXT OF HIGH RISK

start_rl_training is one of the high-risk operations in Srv D7aoqmh5pdvs7391dcqg. For the full severity-focused view — only the high-risk tools with their recommended policies — see the breakdown for this server, or browse all high-risk tools across every MCP server.

// RELATED READING

// FAQ

What does the start_rl_training tool do? +

Start an online RL training session with custom reward configuration. It is categorised as a Execute tool in the Srv D7aoqmh5pdvs7391dcqg MCP Server, which means it can trigger actions or run processes. Use rate limits and argument validation.

How do I enforce a policy on start_rl_training? +

Add a rule in your Intercept YAML policy under the tools section for start_rl_training. You can allow, deny, rate-limit, or validate arguments. Then run Intercept as a proxy in front of the Srv D7aoqmh5pdvs7391dcqg MCP server.

What risk level is start_rl_training? +

start_rl_training is a Execute tool with high risk. Execute tools should be rate-limited and have argument validation enabled.

Can I rate-limit start_rl_training? +

Yes. Add a rate_limit block to the start_rl_training rule in your Intercept 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 start_rl_training completely? +

Set action: deny in the Intercept policy for start_rl_training. 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 start_rl_training? +

start_rl_training is provided by the Srv D7aoqmh5pdvs7391dcqg MCP server (ciprianpater/srv-d7aoqmh5pdvs7391dcqg). Intercept sits as a proxy in front of this server to enforce policies before tool calls reach the server.

start_rl_training

Enforce policies on Srv D7aoqmh5pdvs7391dcqg