Run agent evals and private benchmarks in sandboxed cloud environments — compare Claude Code, Codex, Cursor and Copilot on the same real tasks.
Evaluation
Measuring whether models, agents and prompts actually work — scores, traces and test harnesses.
9 apps, 2 skills and 2 MCP servers tagged Evaluation.
Apps
Microsoft's open-source optimizer that trains an agent's SKILL.md like a model parameter — epochs, learning-rate budgets and a held-out validation gate, with frozen weights.
Continuous automated QA for voice and chat AI agents, from pre-launch simulation to live call monitoring.
An open-source platform for building production LLM applications — visual workflows, RAG, and agents in one place.
The framework and observability platform most teams use to build, debug, and ship LLM agents.
Open-source LLM observability — trace, evaluate, and improve AI applications with production data.
Evaluation-first AI development — measure whether a prompt or model change actually improved anything.
The standard experiment tracker for machine learning, now with tracing and evaluation for LLM applications.
Agent observability and evaluation that scores every production run for quality, drift and risk — and can pause or block a risky action before it executes.
Skills
Tencent's skill-evolution harness: it rewrites a whole skill folder — SKILL.md, scripts and references together — and lands every decision as a real Git issue, PR and wiki entry you can review.
Skill: MCP Builder
by Anthropic
Anthropic's guide for building high-quality MCP servers end to end — research, tool design, implementation in TypeScript or Python, testing, and a 10-question evaluation suite.
MCP servers
Query Braintrust evals and production logs in SQL from your editor — compare experiments against a baseline, debug a bad trace, and hand a teammate a permalink.
Langfuse's own MCP server for LLM observability — read traces and observations, manage prompt versions, run datasets and evaluators, and query cost and latency metrics from inside your agent.
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