AgentIndex icon
AgentIndex
ToolsMCP ServersHOTCategoriesTrendingNewBest ListsCompareGuides
Submit Tool
ToolsMCP ServersHOTCategoriesTrendingNewBest ListsCompare
Home/
Observability/
geo-score
geo-score logo

geo-score

Active·★ 32·MIT·Updated 2026-10-19

geo-score is a free, command-line tool that assesses a website's readiness for AI engine citation, providing a score from 0-100 based on a published rubric. It also offers advanced features to monitor actual AI engine citation performance using your API keys, helping optimize for Generative Engine Optimization (GEO).

#AI Engine Optimization (GEO)#Website Scoring#Content Citability#Rubric-based Evaluation#API Visibility#Python CLI
© 2026 AgentIndex.app|Built by a 10-year iOS Developer.
Best by use caseAboutContactAdvertisePrivacy PolicyTerms of UseQYSGitHubBuy me a coffee ☕

Browse by Category

MCP ServersCode AssistantWorkflow AutomationRAG / Knowledge BaseMulti-AgentBrowser AutomationLLM InfraDev ToolingObservability

Not affiliated with Anthropic, OpenAI or Microsoft.

Guides
#LLM Readiness
#Generative AI
$ Install
$ pipx install geo-score==1.8.0
↗ Visit site★ GitHub
01

Features

01Provides a 0-100 score for AI engine visibility based on a public, versioned rubric.
02Monitors actual AI engine citation performance by querying various LLM APIs with user's keys.
03Tracks weekly citation performance and share of voice against competitors over time.
04Generates detailed reports based on a transparent, tiered rubric, highlighting areas for improvement.
05Integrates as a CLI tool, GitHub Action, and MCP server for diverse AI agent environments.
02

Compatibility

Python
Runtime
Verified via docs
MCP Server
Agent Integration
Verified via docs
GitHub Actions
CI/CD
Verified via docs
03

Quick start

1
$ pipx install geo-score==1.8.0
04

Use cases

↳Optimize website content and structure for better discoverability and citation by AI answer engines.
↳Benchmark AI citation performance against competitors to understand generative AI market share.
↳Integrate into CI/CD pipelines for continuous monitoring of AI readiness and preventing content citability regressions.
↳Inform content strategy by analyzing citation patterns and frequently asked questions answered by AI engines.
05

Alternatives

⚡Top VS:
VScodex-usage-tracker★196→VSAwesome-LLM-in-Social-Science★652→VSagentsilex★458→

Comments

Log in to leave a comment

No comments yet. Be the first!

On this page
01Features02Compatibility03Quick start04Use cases05Alternatives
VS
palico-ai
★343
→
codex-usage-tracker logo
codex-usage-tracker★ 196
Local-first MCP tools and dashboard for investigating Codex token usage, credits, costs, caching, and thread patterns.
VSCompare→
Awesome-LLM-in-Social-Science logo
Awesome-LLM-in-Social-Science★ 652
Awesome papers involving LLMs in Social Science.
VSCompare→
agentsilex logo
agentsilex★ 458
A transparent, minimal, and hackable agent framework. ~300 lines of readable code. Full control, no magic.
VSCompare→
palico-ai logo
palico-ai★ 343
Build, Improve Performance, and Productionize your LLM Application with an Integrated Framework
VSCompare→
kuvasz logo
kuvasz★ 664
Kuvasz (pronounce as [ˈkuvɒs]) is an open-source uptime and SSL monitoring service, with multiple notification channels, status pages, IAC support via YAML, Prometheus integration, a complete REST API and many more!
VSCompare→
axar logo
axar★ 166
Minimal typescript agent framework that keeps it simple and gives you control - no BS
VSCompare→
mcpsnoop logo
mcpsnoop★ 362
Wireshark for MCP. A transparent proxy that shows every real tool call between your AI client and your MCP servers, live in your terminal.
VSCompare→
homelab-monitor logo
homelab-monitor★ 224
Plug-and-play homelab dashboard in one container — GPU, local-AI VRAM, Docker, systemd, host health. Built-in read-only MCP server so AI agents can explore it too.
VSCompare→
See all alternatives →
jianruntech /
geo-score
↗

Can AI engines cite your site, and do they? Free 0–100 readiness score on an open GEO rubric, plus ask and weekly citation tracking via OpenAI, Perplexity, Gemini, Anthropic and OpenRouter with your own keys. Zero dependencies; CLI, GitHub Action and MCP server.

32MIT
Last commit4d ago
StatusActive
CategoryObservability
Links
Documentation↗Discussion↗Issues↗Releases↗
Cloud Infrastructure
Ad

Deploy on DigitalOcean

Host your MCP servers, Docker containers, and AI agents with $200 free credit over 60 days.

Claim $200 Free Credit