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LLM Agent Benchmarking and Evaluation

agent-evaluation

sickn33/antigravity-awesome-skills

A comprehensive framework for rigorously testing and benchmarking LLM agents. It moves beyond simple pass/fail checks to assess complex behaviors, reliability metrics, and capability consistency across multiple runs. Ideal for production monitoring and identifying subtle failure modes in advanced AI agents.

Artillery Config Generator

artillery-config-generator

jeremylongshore/claude-code-plugins-plus-skills

Auto-activating skill that guides teams through creating validated Artillery load-testing configurations, offering best-practice patterns, sample scripts, and configuration validation for performance, load, and benchmarking use cases.

Artillery Config Generator

artillery-config-generator

jeremylongshore/claude-code-plugins-plus-skills

Auto-activating skill that guides teams through creating validated Artillery load-testing configurations, offering best-practice patterns, sample scripts, and configuration validation for performance, load, and benchmarking use cases.

Automated Bottleneck Identifier

bottleneck-identifier

jeremylongshore/claude-code-plugins-plus-skills

Guides automated bottleneck identification within performance testing, offering step-by-step advice, auto-generated configurations, validation against standards, and coverage of load, stress, benchmarking, and monitoring workflows.

Connection Pool Analyzer

connection-pool-analyzer

jeremylongshore/claude-code-plugins-plus-skills

Automates connection pool analyzer tasks for performance testing, offering best-practice guidance, code/config generation, and validation during load, stress, and benchmarking activities.

Cpu Profiler Config

cpu-profiler-config

jeremylongshore/claude-code-plugins-plus-skills

Automates cpu profiler configuration guidance for performance testing, covering load, stress, benchmarking, and monitoring scenarios to ensure best practices.

Customer.io Load Testing and Scaling Guide

customerio-load-scale

jeremylongshore/claude-code-plugins-plus-skills

This guide provides comprehensive strategies for scaling Customer.io integrations to handle high volumes of daily events. It covers implementing k6 load tests for performance benchmarking and outlines architectural patterns—from simple Direct APIs to complex Redis/Kafka queue-backed systems—ensuring reliability and managing API rate limits for massive data throughput.

Database Query Profiler

database-query-profiler

jeremylongshore/claude-code-plugins-plus-skills

Offers automated guidance for database query profiler tasks in performance testing, including best practices, code/config generation, and validation when working with load/stress benchmarking.

Code Model Evaluation and Benchmarking

evaluating-code-models

Orchestra-Research/AI-Research-SKILLs

A comprehensive toolkit for evaluating the performance of code generation models. It supports benchmarking against industry standards like HumanEval, MBPP, and MultiPL-E across multiple languages. Use this tool to quantitatively compare different LLM coding abilities and measure code synthesis quality using pass@k metrics.

Flame Graph Assistant

flame-graph-generator

jeremylongshore/claude-code-plugins-plus-skills

Automates flame graph generation during performance testing, guiding users through best practices, sample code, and validation for load, stress, and benchmarking workflows.

Gatling Scenario Creation

gatling-scenario-creator

jeremylongshore/claude-code-plugins-plus-skills

Automates Gatling scenario creation for performance testing, offering guidance, production-ready code, validations and best-practice patterns for load, stress, and benchmarking workflows.

GC Log Analyzer

gc-log-analyzer

jeremylongshore/claude-code-plugins-plus-skills

Automates GC log analyzer workflows for performance testing by guiding load, stress, benchmarking, and monitoring efforts with best-practice advice and ready-to-use configurations.

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