# AI use cases for Agy Staff (keli-wen/agy-staff) Repo: [keli-wen/agy-staff](https://github.com/keli-wen/agy-staff) | Use cases: 4 | Page: https://dedupedai.com/use-cases/keli-wen-agy-staff/ agy-staff is a plugin that lets Claude Code, OpenAI Codex, Pi, and OpenCode delegate review, research, and implementation work to Google's Antigravity CLI (agy). This file holds every use case of this repo. Each one starts with a "## " heading and ends with its URL. - Get a second-model review of a pull request: https://dedupedai.com/use-cases/keli-wen-agy-staff/second-opinion-pr-review/ - Stress-test a plan or design doc before building: https://dedupedai.com/use-cases/keli-wen-agy-staff/challenge-plan-before-building/ - Map how a feature works across an unfamiliar repo: https://dedupedai.com/use-cases/keli-wen-agy-staff/survey-codebase-with-researcher/ - Generate a project image with agy's staffer persona: https://dedupedai.com/use-cases/keli-wen-agy-staff/generate-image-with-staffer/ ## How to get a second-model review of a pull request with Agy Staff Repo: [keli-wen/agy-staff](https://github.com/keli-wen/agy-staff) | Difficulty: Intermediate | Time: 30 minutes | Basis: From the README Run agy's reviewer persona on a PR to get severity-ranked findings before merging. **Who it is for:** A developer using Claude Code or Codex who wants coverage from a second model family before merging a pull request. **The problem:** A single model reviewing its own or a teammate's change can miss issues that a different model family would catch. **The outcome:** A severity-ranked list of review findings for the PR, delivered when the agy job finishes. ### Steps 1. Install the Antigravity CLI with `curl -fsSL https://antigravity.google/cli/install.sh | bash`, then confirm with `agy --version`. 2. In Claude Code, run `claude plugin marketplace add keli-wen/agy-staff` and then `claude plugin install agy@agy-staff`. In Codex, run `codex plugin marketplace add https://github.com/keli-wen/agy-staff` and then `codex plugin add agy@agy-staff`. 3. Restart Claude Code or Codex. 4. Run `/agy:reviewer Review PR #730` in Claude Code, or `$agy:reviewer Review PR #730` in Codex, replacing 730 with your PR number. (inferred, check the README) 5. Wait for the job with the wait command the plugin prints, then read the report. ### Prompt to paste into your agent ```text Using the keli-wen/agy-staff plugin, run the reviewer persona on PR in . Expect a severity-ranked list of findings. Verify that each finding names a file or line from the PR diff. ``` ### Caveat The reviewer is prompt-based, so agy gathers the evidence itself with tools such as gh pr view and git diff, which must work in your environment. Risk, remote script: The install step pipes a script from antigravity.google straight into bash, so read the script first if your policy requires it. Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/ URL: https://dedupedai.com/use-cases/keli-wen-agy-staff/second-opinion-pr-review/ ## How to stress-test a plan or design doc before building with Agy Staff Repo: [keli-wen/agy-staff](https://github.com/keli-wen/agy-staff) | Difficulty: Intermediate | Time: 30 minutes | Basis: From the README Have agy challenge a plan from several angles before you commit to it. **Who it is for:** A developer or tech lead with a migration plan or design decision who wants it challenged before work starts. **The problem:** Plans are often accepted after one read by the author, so weak assumptions survive into implementation. **The outcome:** A multi-angle critique of the plan or decision, returned as a job report. ### Steps 1. Install the Antigravity CLI with `curl -fsSL https://antigravity.google/cli/install.sh | bash`, then confirm with `agy --version`. 2. Install the plugin in Claude Code with `claude plugin marketplace add keli-wen/agy-staff` and `claude plugin install agy@agy-staff`, or in Codex with `codex plugin marketplace add https://github.com/keli-wen/agy-staff` and `codex plugin add agy@agy-staff`. 3. Restart the harness. 4. Run `/agy:reviewer Challenge the migration plan in docs/plan.md` in Claude Code, or the same text with `$agy:reviewer` in Codex, replacing the path with your file. 5. Wait for the job, then read the critique and decide which points to address. ### Prompt to paste into your agent ```text Using the keli-wen/agy-staff plugin, ask the reviewer persona to challenge in . Expect a multi-angle critique of the plan. Verify that each objection points to a specific section of the plan. ``` ### Caveat The README describes this as a multi-angle challenge, so treat the output as input to your judgment rather than a verdict on the plan. Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/ URL: https://dedupedai.com/use-cases/keli-wen-agy-staff/challenge-plan-before-building/ ## How to map how a feature works across an unfamiliar repo with Agy Staff Repo: [keli-wen/agy-staff](https://github.com/keli-wen/agy-staff) | Difficulty: Intermediate | Time: 30 minutes | Basis: From the README Use agy's researcher persona to survey a topic in a codebase you do not know yet. **Who it is for:** A developer onboarding to a repo who needs a quick map of how one subsystem works. **The problem:** Reading an unfamiliar codebase to answer one question costs a lot of time and context. **The outcome:** A research report on the topic, returned when the job finishes. ### Steps 1. Install the Antigravity CLI with `curl -fsSL https://antigravity.google/cli/install.sh | bash`, then confirm with `agy --version`. 2. Install the plugin in Claude Code with `claude plugin marketplace add keli-wen/agy-staff` and `claude plugin install agy@agy-staff`, or in Codex with `codex plugin marketplace add https://github.com/keli-wen/agy-staff` and `codex plugin add agy@agy-staff`. 3. Restart the harness. 4. Run `/agy:researcher how does auth work in this repo` in Claude Code, or `$agy:researcher how does auth work in this repo` in Codex. (inferred, check the README) 5. Wait for the report and follow up with a narrower question if needed. ### Prompt to paste into your agent ```text Using the keli-wen/agy-staff plugin, ask the researcher persona how works in . Expect a written report on that topic. Verify that the report cites specific files or functions it read. ``` ### Caveat Researcher output is only as good as the files agy can read in your workspace, and the default run is unrestricted, so review what it reads and runs. Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/ URL: https://dedupedai.com/use-cases/keli-wen-agy-staff/survey-codebase-with-researcher/ ## How to generate a project image with agy's staffer persona with Agy Staff Repo: [keli-wen/agy-staff](https://github.com/keli-wen/agy-staff) | Difficulty: Intermediate | Time: 30 minutes | Basis: From the README Ask the general staffer persona to create an image and save it into the repo. **Who it is for:** A developer who needs a placeholder mascot or illustration for a project and wants it generated from the terminal. **The problem:** Creating a simple illustration breaks the coding flow and needs a separate tool. **The outcome:** A PNG file saved at the path you name, such as assets/mascot.png. ### Steps 1. Install the Antigravity CLI with `curl -fsSL https://antigravity.google/cli/install.sh | bash`, then confirm with `agy --version`. 2. Install the plugin in Claude Code with `claude plugin marketplace add keli-wen/agy-staff` and `claude plugin install agy@agy-staff`, or in Codex with `codex plugin marketplace add https://github.com/keli-wen/agy-staff` and `codex plugin add agy@agy-staff`. 3. Restart the harness. 4. Run `/agy:staffer generate a pixel-art robot mascot, save it as assets/mascot.png` in Claude Code, or the same text with `$agy:staffer` in Codex. 5. Open the saved file and check it before committing it. ### Prompt to paste into your agent ```text Using the keli-wen/agy-staff plugin, ask the staffer persona to generate and save it to in . Expect a PNG at that path. Verify that the file exists and opens as an image. ``` ### Caveat The README reports one trial that produced a 1024x1024 PNG in about 30 seconds on agy v1.1.15, and actual time depends on the task and environment. Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/ URL: https://dedupedai.com/use-cases/keli-wen-agy-staff/generate-image-with-staffer/