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EvaluationExperimental
checkup
by agentvitals
Agent health checkup with stability + welfare scoring and leaderboard
Shell
Updated Aug 17, 2026
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Summary
Scores an agent's "health" by running a Checkup skill that returns dual-axis Stability and Welfare metrics, a personality-style title, and leaderboard-ready results. It also aligns with A2A evaluation workflows and is designed for Evaluation-Driven Development (EDDOps). Ships as a one-line install for Claude Code / OpenClaw / Codex / Coze and supports bilingual EN/ZH output.
The Value Proposition
As agents act autonomously, simple pass/fail benchmarks miss ongoing reliability and wellbeing signals. Checkup surfaces continuous, interpretable health indicators (stability and welfare) that help teams track agent track records and spot degrading behaviours. It fills a niche between one-off benchmarks and full observability by producing compact reputation-style scores suitable for A2A evaluation and leaderboards, in line with Consensus Evaluation.
Ideal For
Teams evaluating agent reliability and reputation who want fast, interpretable health scores and cross-platform leaderboards, enabled by the Model Context Protocol (MCP).
How It's Used
- Assess agent reliability before deployment using dual-axis stability and welfare scores
- Create a public or internal leaderboard to compare agent variants across releases
- Run lightweight, repeatable probes to surface agent failure modes and reputation signals
Works With
anthropicopenai
Topics
agent-benchmarkagent-healthagent-skillagentvitalsai-agentai-evaluationai-wellbeingcheckupclaude-codeclaude-skill+3 more
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Keywords
A2A evaluationagent track recordagent-evaluationagent-health