jianruntech/geo-score
Can AI engines cite your site, and do they? Free 0–100 readiness score on an open GEO rubric, plus citation tracking via the OpenAI, Perplexity, Gemini and Claude APIs with your own keys. Zero dependencies, MCP server.
Star History
Momentum
+15
STARS · LAST 30 DAYS
1
PER DAY
#415
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +15 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
geo-score gained 15 stars in the last 30 days, about 1 a day, and now has 615. It is about 1 year old and has averaged roughly 615 stars a year. It ranks #415 among Python repositories and #3,381 across all languages on GitHubRepo.
Trending Record
1
DAYS ON TRENDING
#3334
BEST RANK
Sep 28, 2026
FIRST APPEARANCE
Active
STATUS TODAY
geo-score has maintained a continuous presence across global trending indexes, peaking at #3334. Below is the 30-day activity profile:
💡 Overview
geo-score is an open-source project written in Python: Can AI engines cite your site, and do they? Free 0–100 readiness score on an open GEO rubric, plus citation tracking via the OpenAI, Perplexity, Gemini and Claude APIs with your own keys. Zero dependencies, MCP server.
Engineered for speed, consistency, and developer ease, it solves common hurdles in aeo, ai-search, ai-visibility. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install geo-score⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
geo-score 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 geo-score.
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
Install geo-score using your package manager: `pip install geo-score`
Initialize your project workspace or configuration file for geo-score.
Import geo-score into your codebase or invoke it directly from your terminal.
Execute your test suite or run `geo-score --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 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
jianruntech/geo-score is currently ranked #3,381 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #3,375 | arv/ExplorerCanvas | JavaScript | ★ 617 | Compare ↗ |
| #3,375 | seed4j/seed4j | Java | ★ 617 | Compare ↗ |
| #3,375 | Radiokot/photoprism-android-client | Kotlin | ★ 617 | Compare ↗ |
| #3,379 | NeoGeographyToolkit/StereoPipeline | C++ | ★ 616 | Compare ↗ |
| #3,379 | zapier/kubechecks | Go | ★ 616 | Compare ↗ |
| #3,381 | jianruntech/geo-score This Project | Python | ★ 615 | |
| #3,381 | ZcashFoundation/zebra | Rust | ★ 615 | Compare ↗ |
| #3,383 | microsoft/ApplicationInsights-dotnet | C# | ★ 614 | Compare ↗ |
| #3,383 | michael-denyer/pstack-claude | TypeScript | ★ 614 | Compare ↗ |
| #3,383 | codejunkie99/fable-orchestrator | Shell | ★ 614 | Compare ↗ |
| #3,386 | dfinity/examples | Rust | ★ 613 | Compare ↗ |
Frequently Asked Questions
What does geo-score do? +
Can AI engines cite your site, and do they? Free 0–100 readiness score on an open GEO rubric, plus citation tracking via the OpenAI, Perplexity, Gemini and Claude APIs with your own keys. Zero dependencies, MCP server.
What language is geo-score written in? +
The primary language is Python. Topics include: aeo, ai-search, ai-visibility, answer-engine-optimization, chatgpt.
Is geo-score actively maintained? +
Yes, the last recorded push was on Sep 27, 2026 with 0 open issues being tracked.
How many stars does geo-score have? +
geo-score has 615 stars and 12 forks on GitHub.
How does geo-score rank among GitHub repositories? +
With 615 stars, jianruntech/geo-score is ranked #3,381 globally across all repositories tracked on GitHubRepo and #415 among Python projects.
What license is geo-score distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
