agent-orchestration-improve-agent
Systematic improvement of existing agents through performance analysis, prompt engineering, and continuous iteration.
npx skills add majiayu000/claude-skill-registry --skill agent-orchestration-improve-agent-claude-code-communit-claude-co --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Agent Performance Optimization Workflow Systematic improvement of existing agents through performance analysis, prompt engineering, and continuous iteration. [Extended thinking: Agent optimization requires a data-driven approach combining performance metrics, user feedback analysis, and advanced prompt engineering techniques. Success depends on systematic evaluation, targeted improvements, and rigorous testing with rollback capabilities for production safety.] ## Use this skill when - Improving an existing agent's performance or reliability - Analyzing failure modes, prompt quality, or tool usage - Running structured A/B tests or evaluation suites - Designing iterative optimization workflows for agents ## Do not use this skill when - You are building a brand-new agent from scratch - There are no metrics, feedback, or test cases available - The task is unrelated to agent performance or prompt quality ## Instructions 1. Establish baseline metrics and collect representative examples. 2. Identify failure modes and prioritize high-impact fixes. 3. Apply prompt and workflow improvements with measurable goals. 4. Validate with tests and roll out changes in controlled stages. ## Safety -
- Use this skill when
- Do not use this skill when
- Instructions
- Safety
- Phase 1: Performance Analysis and Baseline Metrics
- 1.1 Gather Performance Data
- 1.2 User Feedback Pattern Analysis
- 1.3 Failure Mode Classification
- 1.4 Baseline Performance Report
- Phase 2: Prompt Engineering Improvements
- 2.1 Chain-of-Thought Enhancement
- 2.2 Few-Shot Example Optimization
- 2.3 Role Definition Refinement
- 2.4 Constitutional AI Integration
What does the agent-orchestration-improve-agent skill do?
Systematic improvement of existing agents through performance analysis, prompt engineering, and continuous iteration.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill agent-orchestration-improve-agent-claude-code-communit-claude-co --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.