Comprehensive evaluation methodology guide for ADK agents covering metrics, schemas, and iteration workflows.
Run in your terminal
Provides eight evaluation criteria (tool trajectory, response matching, rubric-based scoring, hallucination detection, safety) with configurable thresholds and judge model options
Includes evalset schema documentation with multi-turn conversation support, tool use trajectory specification, and session state initialization patterns
Outlines the eval-fix loop: start small, run
AI-first code editor with Composer
Before installing skills in Cursor, ensure your development environment meets these requirements:
node --versionadk-eval-guideExecute the skills CLI command in your project's root directory to begin installation:
Package manager
npx skills add https://github.com/google/adk-docs --skill adk-eval-guideFetches adk-eval-guide from google/adk-docs and configures it for Cursor.
The CLI shows a list of agents. Use arrow keys and space to select Cursor:
Confirm successful installation by checking the skill directory location:
Restart Cursor to activate adk-eval-guide. Access via /adk-eval-guidein your agent's command palette.
We perform automated surface-level scans (Gen AI Scanner, Socket, Snyk) during installation. These checks detect common vulnerabilities but do not guarantee complete security. Always review skill source code and verify the publisher's reputation before production use.
Skills execute code in your environment. Always review source, verify the publisher, and test in isolation before production.
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Automate repetitive workflows and reduce manual effort
Example
Generate reports, summarize documents, draft communications
Save 3-5 hours per week on routine tasks
Learn new skills, understand complex topics, get expert guidance
Example
Explain concepts, provide examples, suggest learning resources
Accelerate learning and skill development by 2x
Enhance output quality through reviews, suggestions, and refinements
Example
Review drafts, suggest improvements, catch errors
Improve work quality by 30-40% with less effort
Package manager
npx skills add https://github.com/google/adk-docs --skill adk-eval-guideWorks with
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Prerequisites
Time Estimate
15-45 minutes depending on use case complexity
Steps
Common Pitfalls
✓ Do
✗ Don't
💡 Pro Tips
✓ Use when
Use when skill capabilities match your task, clear ROI on time saved, and you can validate outputs. Best for repetitive tasks, learning, and quality improvement.
✗ Avoid when
Avoid when task requires deep expertise you can't validate, involves sensitive decisions, or when learning process is more valuable than speed of completion.
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I recommend adk-eval-guide for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.
adk-eval-guide is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.
Useful defaults in adk-eval-guide — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.
Solid pick for teams standardizing on skills: adk-eval-guide is focused, and the summary matches what you get after install.
We added adk-eval-guide from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.
adk-eval-guide reduced setup friction for our internal harness; good balance of opinion and flexibility.
Registry listing for adk-eval-guide matched our evaluation — installs cleanly and behaves as described in the markdown.
adk-eval-guide fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.
I recommend adk-eval-guide for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.
Solid pick for teams standardizing on skills: adk-eval-guide is focused, and the summary matches what you get after install.
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