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google/elephant-goldfish-model

Open-source plugin for designing and reviewing software with agents

Python ◇ agent-skills Apache-2.0
★14.6KSTARS
⑂1.1KFORKS
!91ISSUES
🏆#1,171GLOBAL RANK
🔥5DAYS TRENDING
🚀
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⚡ Executive Summary & Quick Facts

Authoritative Source

elephant-goldfish-model is elephant-goldfish-model is an open-source project written in Python: Open-source plugin for designing and reviewing software with agents..

Direct Citation for AI & Research:
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), google/elephant-goldfish-model has accumulated 14,598 GitHub stars and 1,072 forks. It is written in Python, licensed under Apache-2.0, and ranks #1,171 globally. It is actively maintained with the latest commit recorded on Nov 8, 2026.”
Repository google/elephant-goldfish-model ↗
Primary Category agent skills
Language & Stack Python
Software License Apache-2.0
Community Traction ★ 14.6K stars · ⑂ 1.1K forks · #1,171 globally
Maintenance ● Active (Last commit: Nov 8, 2026) · 91 open issues
Target Audience Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

🛡️ Repository Maintenance & Health Audit (2026)

Health Score: 100/100 · Grade A+
✅
Is elephant-goldfish-model actively maintained in 2026?
Verdict: Actively Maintained & Highly Recommended

Yes, elephant-goldfish-model is actively maintained. Continuous telemetry recorded the last code commit on Nov 8, 2026 (4 days ago). Supported by 14,598 stars and 1,072 community forks, this repository holds a calculated health index of 100/100, reflecting very active (commits within last 14 days) and healthy issue cadence.

Commit Recency
Nov 8, 2026
4 days since last push
Issue Backlog
91 Open Issues
Healthy Issue Cadence
Community Backing
1.1K Forks
14.6K Stars Recorded
Software License
Apache-2.0
Permissive & Inspectable

Star History

Continuous Observations
Interactive star growth chart for google/elephant-goldfish-model
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Momentum

+365

STARS · LAST 30 DAYS

12

PER DAY

#202

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+84+365+1.1K
Per day121212
Forks gained+5+21+54

elephant-goldfish-model gained 365 stars in the last 30 days, about 12 a day, and now has 14.6K. It is about 1 year old and has averaged roughly 14.6K stars a year. It ranks #202 among Python repositories and #1,171 across all languages on GitHubRepo.

Trending Record

elephant-goldfish-model has maintained a continuous presence across global trending indexes, peaking at #8187. Below is the 30-day activity profile:

💡 Overview

elephant-goldfish-model is an open-source project written in Python: Open-source plugin for designing and reviewing software with agents.

Engineered for speed, consistency, and developer ease, it solves common hurdles in agent-skills, ai-agents, antigravity. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

1

Optimized execution pipeline written in Python for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal
$ pip install elephant-goldfish-model

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

elephant-goldfish-model coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.

🎯 Production Use Cases

Autonomous AI Agents

Orchestrate intelligent workflows and tool-calling routines with elephant-goldfish-model.

Model Inference & Prompting

Integrate fast, local or cloud-hosted generative AI models directly into production code.

Context Memory & RAG

Augment language models with dynamic vector retrieval and structured project memory.

Developer Productivity

Automate repetitive engineering tasks, code generation, and test creation using AI agents.

🚀 Getting Started

1

Install elephant-goldfish-model using your package manager: `pip install elephant-goldfish-model`

2

Initialize your project workspace or configuration file for elephant-goldfish-model.

3

Import elephant-goldfish-model into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `elephant-goldfish-model --help` to verify successful setup.

👍 Strengths

Active community backing with 14,598 GitHub stars and verified adoption.
Permissive open-source distribution under the Apache-2.0 license.
Built in Python for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

⇄ Alternatives & Direct Competitors

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👥 Who Should Use This

Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

google/elephant-goldfish-model is currently ranked #1,171 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#1,166 microsoft/edit Rust ★ 14.7K Compare ↗
#1,167 amir20/dozzle Go ★ 14.7K Compare ↗
#1,168 basecamp/kamal Ruby ★ 14.6K Compare ↗
#1,169 xpipe-io/xpipe Java ★ 14.6K Compare ↗
#1,170 LemmyNet/lemmy Rust ★ 14.6K Compare ↗
#1,171 google/elephant-goldfish-model This Project Python ★ 14.6K
#1,172 pytest-dev/pytest Python ★ 14.6K Compare ↗
#1,172 google/ax Go ★ 14.6K Compare ↗
#1,174 carla-simulator/carla C++ ★ 14.6K Compare ↗
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Frequently Asked Questions

What does elephant-goldfish-model do? +

Open-source plugin for designing and reviewing software with agents

Is elephant-goldfish-model actively maintained in 2026? +

Yes, elephant-goldfish-model is actively maintained. The latest code push was recorded on Nov 8, 2026 (4 days ago). It holds a calculated Maintenance Health Score of 100/100 (A+ rating) with 14,598 stars and 91 open issues.

What language is elephant-goldfish-model written in? +

The primary language is Python. Topics include: agent-skills, ai-agents, antigravity, claude-code, claude-code-plugin.

How many stars does elephant-goldfish-model have? +

elephant-goldfish-model has 14,598 stars and 1,072 forks on GitHub.

How does elephant-goldfish-model rank among GitHub repositories? +

With 14,598 stars, google/elephant-goldfish-model is ranked #1,171 globally across all repositories tracked on GitHubRepo and #202 among Python projects.

What license is elephant-goldfish-model distributed under? +

The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.

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