Agent skill · data analytics · sickn33
agent-orchestration-improve-agent
Systematic improvement of existing agents through performance analysis, prompt engineering, and continuous iteration.
Why this skill is useful
Provides structured methodologies and specific commands for performance analysis and prompt optimization that the AI wouldn't reliably generate on its own.
What it needs
About 6k tokens when loaded. Last updated 2026-08-07. 44,571 stars on the source repository.
What this skill does
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. Execution boundaries Do not run hosted evaluations, delegate, message teams, configure recurring reports or deploy merely because a phase names them. Follow the user's existing authorization and actual host workflow. Keep traces private/redacted, cap cost and steps, isolate candidate changes, and require supported exact-version checks. parallel-test-runner and named agent roles are not bundled; use a real harness or report the gap. Safety Avoid deploying prompt changes without regression testing. Roll back quickly if quality or safety metrics regress. Phase 1: Performance Analysis and Baseline Metrics Analyze supplied traces and available metrics. Named roles below are optional roles, not installed executables or permission to delegate. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills sickn33/agent-orchestration-improve-agent--d9b441