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google/elephant-goldfish-model

Developer tools
6.7K stars Quality 66 Trend 85Apache-2.0

Open-source skills for designing and reviewing software with AI agents

Overview

Design with an elephant. Review with a goldfish. Install  ·  Quickstart  ·  Documentation  ·  Website Thousands of Google engineers use EGM, an open-source plugin, to draft specs with deep-context agents and stress-test them with zero-context subagents before writing code. holds your project context and drafts the specification. reviewers examine the draft and referenced source material without the earlier conversation, helping expose unstated assumptions and blind spots. make the architectural trade-offs and approve the specification before implementing. Use it when a feature needs design decisions before implementation. For a small, clear bug fix, use your normal coding workflow. Choose your coding agent. Install the complete plugin so its skills can read the reviewer prompts and document standards. Start a new session after installation. For and , see the setup guide.

README

Design with an elephant. Review with a goldfish.

Install  ·  Quickstart  ·  Documentation  ·  Website

Thousands of Google engineers use EGM, an open-source plugin, to draft specs with deep-context agents and stress-test them with zero-context subagents before writing code.

Elephant holds your project context and drafts the specification. Goldfish reviewers examine the draft and referenced source material without the earlier conversation, helping expose unstated assumptions and blind spots. You make the architectural trade-offs and approve the specification before implementing.

Use it when a feature needs design decisions before implementation. For a small, clear bug fix, use your normal coding workflow.

Install

Choose your coding agent. Install the complete plugin so its skills can read the reviewer prompts and document standards.

Antigravity CLI

agy plugin install https://github.com/google/elephant-goldfish-model

For the Antigravity App and Antigravity for IDEs (Visual Studio Code extension), run /plugin or see the installation instructions.

Claude Code

claude plugin marketplace add google/elephant-goldfish-model
claude plugin install egm@egm

Codex

codex plugin marketplace add google/elephant-goldfish-model
codex plugin add egm@egm

Start a new session after installation. For Claude Cowork and ChatGPT Work, see the setup guide.

Try your first design

Open your project in your coding agent and choose a feature that needs design decisions. This example adds webhook delivery: what should happen when a delivery fails, or the same event arrives twice?

The commands below are shown without a prefix. In Antigravity (agy CLI) and Claude Code, add the /egm: prefix, for example /egm:egm-brainstorm. On agy CLI 1.4.10 an unprefixed name is completed to the prefixed command (#220), but 1.4.8 does not (#196), so keep the prefix. In Codex, select the corresponding EGM skill from the skill picker. Brainstorming and review require a session that can create fresh subagents.

Explore the idea

/egm-brainstorm Add webhook delivery to this project.

Discuss requirements and trade-offs with the agent. Fresh reviewers challenge the proposal, and the agent saves the agreed direction in concepts_brief.md.

Draft the specification

/egm-draft

The agent turns the brief into design_draft.md, pausing after each section for your feedback in chat.

Review the draft

/egm-review design_draft.md

Use the draft path returned by the agent.

Fresh reviewers check the design, its clarity, its fit with the code, and its implementation plan. Choose which findings to address. When you approve the design, ask your coding agent to implement it.

See the workflow guide for the full process, including saving approved specifications under docs/designs/.

How it works

Goldfish reviews require fresh subagent contexts. If your agent cannot create them, EGM stops the review. A review does not replace tests or human judgment. See supported environments and verification limits.

Choose a skill

You can use each skill when you need it. You do not have to follow the full sequence.

Learn more

Contribute

Read contributing for PRs, issues for bugs, and discussions for questions.

License

Apache 2.0. This is not an officially supported Google product.

View the full README on GitHub

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Install

npx skillfish add google/elephant-goldfish-model
New to MCP? Start with the mcpskill.org guide →