elephant-goldfish-model
Open-source skills for designing and reviewing software with AI agents
Install / Use
npx skills add google/elephant-goldfish-modelInstalls into whichever agent you are using.
CLAUDE.md
Claude Code project instructions
Quality Score
Category
AI & Machine LearningSupported Platforms
Our assessment of elephant-goldfish-model
elephant-goldfish-model scores 92/100 on our quality scale, 255th of 938 AI & Machine Learning skills we index (top 28%).
Its CLAUDE.md is 7.3 KB long, well organised into 10 sections with 6 code examples: a thorough specification that gives an agent plenty to work with.
With 5,750 GitHub stars, it is one of the more widely adopted skills in the catalogue.
Maintenance, license and trust
- The repository was last updated today, so elephant-goldfish-model is actively maintained.
- It is released under the Apache-2.0 license, a permissive license that allows use, modification and commercial use with attribution.
- Its trust signals score 95/100, with 1 caution from licensing, adoption, age or documentation. These come from repository metadata, not a code audit β read the skill file before letting an agent act on it.
Safety scan
No issues foundOur scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands.
Automated pattern scan on 2026-10-29. It catches known dangerous patterns, not every risk β read a skill before letting an agent act on it.
elephant-goldfish-model compared with similar skills
All 4 of these similar skills score higher than elephant-goldfish-model; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| elephant-goldfish-model (this skill)by google | 92 | 5.8k | today | CLAUDE.md |
| Agent-Reachby Panniantong | 100 | 106.2k | 4d ago | CLAUDE.md |
| taste-skillby Leonxlnx | 100 | 105.4k | today | CLAUDE.md |
| claude-memby thedotmack | 100 | 104.6k | today | CLAUDE.md |
| Understand-Anythingby Egonex-AI | 100 | 88.9k | 3d ago | CLAUDE.md |
Frequently asked questions
- How do I install elephant-goldfish-model?
- Run
npx skills add google/elephant-goldfish-model. The install tabs above show the steps for each supported agent. - Which AI agents does elephant-goldfish-model work with?
- It is written for Claude Code, Gemini CLI and OpenAI Codex, as a CLAUDE.md file. Other agents that read the same format can often use it too.
- Is elephant-goldfish-model safe to use?
- Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. It is Apache-2.0-licensed and scores 95/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is elephant-goldfish-model still maintained?
- The repository was last updated today, so elephant-goldfish-model is actively maintained.
Skill content
View source on GitHubThousands 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
agy plugin install https://github.com/google/elephant-goldfish-model
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. In Codex, select the corresponding EGM skill from the skill picker. Brainstorming and review require a session that can create fresh subagents.
<img src="skills/egm-brainstorm/assets/icon.svg" width="20" height="20" align="top" alt=""> 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.
<img src="skills/egm-draft/assets/icon.svg" width="20" height="20" align="top" alt=""> Draft the specification
/egm-draft
The agent turns the brief into design_draft.md, pausing after each section for your feedback in chat.
<img src="skills/egm-review/assets/icon.svg" width="20" height="20" align="top" alt=""> 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
<table> <thead><tr><th align="left">Role</th><th align="left">Context</th><th align="left">Responsibility</th></tr></thead> <tbody> <tr valign="top"><td><strong>Elephant</strong></td><td>Your project, requirements, and earlier decisions</td><td>Explore the problem and draft the specification.</td></tr> <tr valign="top"><td><strong>Goldfish</strong></td><td>The document and its referenced source material, without the earlier conversation</td><td>Find missing assumptions, unclear requirements, and implementation risks.</td></tr> <tr valign="top"><td><strong>You</strong></td><td>The goals and constraints that matter</td><td>Resolve trade-offs, approve the design, and decide what to build.</td></tr> </tbody> </table>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.
<table> <thead><tr><th align="left">Skill</th><th align="left">Use it toβ¦</th></tr></thead> <tbody> <tr valign="top"><td width="160" valign="top"><img src="skills/egm-brainstorm/assets/icon.svg" width="20" height="20" alt="" align="top"> <a href="skills/egm-brainstorm/SKILL.md">Brainstorm</a></td><td>Test an idea and write a concept brief.</td></tr> <tr valign="top"><td width="160" valign="top"><img src="skills/egm-draft/assets/icon.svg" width="20" height="20" alt="" align="top"> <a href="skills/egm-draft/SKILL.md">Draft</a></td><td>Turn a brief or existing notes into a design document.</td></tr> <tr valign="top"><td width="160" valign="top"><img src="skills/egm-resolve/assets/icon.svg" width="20" height="20" alt="" align="top"> <a href="skills/egm-resolve/SKILL.md">Resolve</a></td><td>Work through review findings and agree on changes.</td></tr> <tr valign="top"><td width="160" valign="top"><img src="skills/egm-bootstrap/assets/icon.svg" width="20" height="20" alt="" align="top"> <a href="skills/egm-bootstrap/SKILL.md">Bootstrap</a></td><td>Create or update documentation for an existing codebase.</td></tr> <tr valign="top"><td width="160" valign="top"><img src="skills/egm-review/assets/icon.svg" width="20" height="20" alt="" align="top"> <a href="skills/egm-review/SKILL.md">Review</a></td><td>Review a design with fresh agents across five stages.</td></tr> <tr valign="top"><td width="160" valign="top"><img src="skills/egm-review-loop/assets/icon.svg" width="20" height="20" alt="" align="top"> <a href="skills/egm-review-loop/SKILL.md">Review loop</a></td><td>Run a configured group of reviewers for a specific review task.</td></tr> <tr valign="top"><td width="160" valign="top"><img src="skills/egm-drift-report/assets/icon.svg" width="20" height="20" alt="" align="top"> <a href="skills/egm-drift-report/SKILL.md">Drift report</a></td><td>Compare checked-in documents with the current source code.</td></tr> </tbody> </table>Learn more
- Getting started: the workflow and project layout.
- Setup: installation, agent capabilities, and known limits.
- Architecture: how skills and reviewers fit together.
- Testing: checks, execution records, and verification limits.
- Dave Rensinβs original essay: the ideas behind EGM.
Contribute
Read contributing for PRs, issues for bugs, and discussions for questions.
License
Apache 2.0. This is not an officially supported Google product.
Related Skills
Agent-Reach
106.2kGive your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu β one CLI, zero API fees.
taste-skill
105.4kAgent skills that give coding agents taste: art direction, reference images and a browser check instead of generic AI pages
claude-mem
104.6kPersistent Context Across Sessions for Every Agent β Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode + More
Understand-Anything
88.9kGraphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more.
Languages
Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit β see the Safety scan above for what the skill file itself contains.
