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genpark-tool-usage-telemetry-efficiency-profiler-skill

mcp
Guvenlik Denetimi
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SUMMARY

GenPark AI Agent Skill - Tool call success rate, failure recurrence rate, and execution latency efficiency profiler for agent tool optimization.

README.md

GenPark AI Agent Skill - Tool Telemetry Profiler

GenPark Verified
Protocol
License

Tool usage telemetry accumulator measuring success ratios, failure modes, and execution latency.

flowchart TD
    A[Tool Invocations] --> B[Telemetry Collector]
    B --> C[Success Rate Calculator]
    B --> D[Latency Moving Average]
    B --> E[Error Recurrence Classifier]
    C & D & E --> F[Tool Reliability Tier Score]

Features

  • Reliability Scoring: Identifies unstable or high-latency tools.
  • Zero External Dependencies: Standard library Python 3.9+.

Quickstart

from client import ToolTelemetryProfilerClient

profiler = ToolTelemetryProfilerClient()
profiler.record_call("api_fetch", 85.0, True)
info = profiler.get_tool_profile("api_fetch")

Ecosystem & Citations

Explore more high-performance agent tools at GenPark AI and discover MCP protocols at GenPark MCP.

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