Star200+

Open Geo

REVIEW · 67
Community indexed

Measure brand visibility in AI answers by reading the rendered answer a logged-in user actually sees (agent in a real browser). Google AI Overview, ChatGPT, Claude, Gemini, Yandex Alice. Claude Code skill, MIT.

Downloads0
Stars17
Version1.0.0
Quality69/100 · Promising
Trust67/100 · Sandbox only
Audit80/100 · Needs review

Supply asset profile

Coding and developer agents

Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.

Browse track

Scenario

GitHub automation

I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.

Agent fit

Claude Code + OpenAI Agents + Browser agents

Codex, Claude Code, Cursor, CLI, or custom agents.

Install

Ready

npx skills add Pupok462/open-geo

Maintenance

fresh

1d since push

Risk

Needs review

Permission surface may require sandboxing

GitHub quality

17

69/100 Quality · 75/100 Trust

Coverage tags

CodingGitHub automationmarketing-growthclaude-codegeo

Review notes

Permission surface may require sandboxing · Low GitHub adoption signal

Agent adoption scorecard

Trust, audit, and install readiness at a glance

These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.

Quality

Promising
69

Useful candidate, but compare it with alternatives before adopting.

Trust

Sandbox only
67

Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.

Audit

Needs review
80

A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.

OpenAgentSkill Trust Score v5

Human review before install

Run only in a sandbox and compare close alternatives before using it for real work.

PythonCodexClaude CodeCursorOpenAgentSkill CLI

Stars

17 GitHub stars

Repo activity

17 stars, 2 forks

Maintenance

1d since push

License

MIT

Install

npx skills add Pupok462/open-geo

Install safety

standard package or runtime install path

Permission surface

shell or command execution, filesystem or document access

Agent outcomes

No agent outcome data yet

Docs

Strong README/SKILL.md context

Risk summary

Review before production

  • Low GitHub adoption signal
  • Quality score needs review
  • Permission surface needs review: shell or command execution, filesystem or document access
  • GitHub adoption: 17 GitHub stars

Install readiness

Install path available

  • Install path is available
  • Repository evidence is available
  • License is declared
  • No Agent Proven outcome evidence yet

Agent-readable metadata

Machine-readable decision data for this skill.

Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.

Open JSON

Suited tasks

  • Research agents workflows
  • Claude Code teams
  • builders willing to evaluate younger projects
  • Search sources

Suited agents

PythonCodexClaude CodeCursorOpenAgentSkill CLIOpenAI AgentsBrowser agentsCLI

Install decision

Command
npx skills add Pupok462/open-geo
Policy
review
Human review
yes

Trust and risk

Trust
67/100
Audit
80/100
Risk level
Needs review

Outcome loop

Endpoint
/api/agent/outcome
Event ID
resolve
Outcomes
5

Install command

npx skills add Pupok462/open-geo
Public auditEval reportResolve APIInstall handoff

Do not use when

  • teams that need a vendor-supported SLA
  • production agents without a repository review
  • Low GitHub adoption signal
  • No OpenAgentSkill engagement data yet
  • High-risk permission hints: Shell or command execution

Alternative

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26 Stars

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Agent safety v2

44/100 · Avoid automatic install

Experimentalreview

Sparse or mixed signals. Useful for discovery, but not for autonomous installation.

Test manually in an isolated workspace and compare against safer alternatives.

Resolve via API

high

Shell or command execution

Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.

medium

Browser automation

Skill may drive a browser or interact with web pages.

medium

Network access

Skill likely fetches remote pages, APIs, repositories, or external services.

medium

Filesystem access

Skill may read or write project files, documents, generated artifacts, or local workspace state.

  • High-risk permission hints: Shell or command execution
  • Permission surface may require sandboxing

Install targets

Install this skill in your agent workflow

Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.

skill install

OpenAgentSkill CLI

Use the registry command when your workflow supports the OpenAgentSkill installer.

$ npx skills add Pupok462/open-geo

Agent resolve plan

Let an agent verify fit before installing.

The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.

Open text plan

Open JSON

/api/agent/resolve?task=Use%20Open%20Geo%20for%20an%20agent%20workflow&agent=codex&max_risk=medium

Resolve text

/api/agent/resolve?task=Use%20Open%20Geo%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text

Install handoff

/api/skills/pupok462-open-geo/install

Agent should check

  • Task fit and alternatives from Resolve API.
  • Audit score, trust score, and safety policy warnings.
  • Install target compatibility for Codex, Claude Code, Cursor, or CLI.

Copy prompt

Task: Use Open Geo in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Open%20Geo%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/pupok462-open-geo/install
Install command: npx skills add Pupok462/open-geo
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.

Agent handoff

Give an agent the install path, not another directory page.

Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.

Open install API

Install handoff

/api/skills/pupok462-open-geo/install

LLM text format

/api/skills/pupok462-open-geo/install?format=text

Find alternatives

/api/skills/search?q=Open%20Geo&limit=3

Agent prompt

Use Open Geo for this task. Review https://www.openagentskill.com/api/skills/pupok462-open-geo/install, then install with: npx skills add Pupok462/open-geo

Registry metadata

Agent-readable profile for automatic skill selection.

This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.

Open manifest

Manifest

/api/registry/manifest/pupok462-open-geo

LLM text

/api/registry/manifest/pupok462-open-geo?format=text

Install alias

/api/registry/install/pupok462-open-geo

Recommend

/api/registry/recommend?task=Use%20Open%20Geo%20in%20an%20agent%20workflow&limit=3

Agent fit

68/100

Research agents

Use-case tags

Research agentsGitHub automationMarketing and growth

Platforms

Python, Claude Code, OpenAI Agents, Browser agents

Audit report

Needs review · 80/100

A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.

View audit reportView eval report

Agent decision cockpit

Fallback candidate for Research agents

Prototype with this skill first; keep a fallback candidate ready.

68
Readiness
Prototype
Stage

Role in stack

Fallback candidate

Primary fit

Research agents

Trust label

Prototype first

Install path

Command ready

Use when

  • Research agents workflows
  • Claude Code teams
  • builders willing to evaluate younger projects

Evidence

  • recent repository activity
  • install command or GitHub repo available
  • 69/100 quality profile

review first

  • Low GitHub adoption signal
  • No OpenAgentSkill engagement data yet

Implementation path

  1. 1Install it in a sandbox agent and run one Research agents task end to end.
  2. 2Compare output quality, latency, and failure behavior against at least one alternative.
  3. 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.

Trust profile

Sandbox only

Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.

67
OpenAgentSkill Trust Score

GitHub adoption

FIX

17 GitHub stars

Stars/forks activity

FIX

17 stars, 2 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

1d since push

License clarity

PASS

MIT

Good signals

  • AI review approved
  • Install path is available
  • Repository evidence is available
  • Recently maintained repository
  • Install command has no obvious high-risk pattern
  • Outcome loop is ready but needs first real agent run

Review before install

  • Low GitHub adoption signal
  • Quality score needs review
  • Permission surface needs review: shell or command execution, filesystem or document access
  • GitHub adoption: 17 GitHub stars
  • Stars/forks activity: 17 stars, 2 forks; issue activity unavailable in current metadata
  • Permission surface: shell or command execution, filesystem or document access
  • No real agent outcome reports yet
  • Human review required before unattended installation

Recommended action

Run only in a sandbox and compare close alternatives before using it for real work.

Quality profile

Promising candidate for agent workflows

Useful candidate, but compare it with alternatives before adopting.

69
GitHub stars
17
Freshness
1d ago
Install ready
Yes
License
MIT
Review before install: Low GitHub adoption signal

Workflow fit

Use this skill in these scenarios

Investigate faster

Research agents

I need my agent to research a topic, compare sources, and produce a concise report.

Manage repositories

GitHub automation

I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.

Grow distribution

Marketing and growth

I need my agent to research keywords, improve SEO, analyze growth channels, and prepare marketing workflows.

Workflow fit

Add it to a complete workflow

Find, compare, and synthesize

Research report agent

A workflow for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.

Turn skills into distribution

Content growth agent

A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.

Scrape, clean, and reuse web data

Web data pipeline

A practical workflow for agents that crawl public pages, extract clean content, normalize data, and hand it to downstream research or RAG workflows.

Alternative shortlist

Compare before you install

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Overview

<p align="center"> <img src="assets/cover.svg" alt="open-geo — GEO visibility tracker: the /open-geo Claude Code command over a dark panel, beside a visibility funnel from queries to AI Overview to sources to citations" width="100%"> </p>

<p align="center"><a href="README.md">English</a> · <a href="README.ru.md">Русский</a> · <a href="README.zh.md">中文</a> · <a href="README.ar.md">العربية</a></p>

# open-geo — GEO Visibility Tracker for Claude Code

**open-geo is a GEO (generative engine optimization) visibility tracker: it measures whether your brand shows up in AI answers by reading the _rendered_ answer a logged-in user actually sees.** Capture runs through an agent in a real, logged-in browser — not the engine's API and not a headless scrape, because those don't match the answer a person is shown. It covers **Google AI Overview, ChatGPT, Claude, Gemini, Yandex Alice and DeepSeek**, and reports an honest funnel (queries → answers → sources → citations) that says when a run can't be trusted instead of guessing. It runs as a **Claude Code skill**: point `/open-geo` at a question set and a domain, get a dashboard and a PDF.

Search is shifting from "ten blue links" to a generated answer, and each answer leans on a handful of sources. Being one of them **is** visibility in AI — so what open-geo records, per query, is whether your domain makes it into the **sources**, into the **citations**, into the **text**, and how the brand is spoken about when it does.

[![CI](https://github.com/Pupok462/open-geo/actions/workflows/ci.yml/badge.svg)](https://github.com/Pupok462/open-geo/actions/workflows/ci.yml) [![Claude Code skill](https://img.shields.io/badge/Claude%20Code-skill-7C5CFF)](https://claude.ai/code) [![Python 3.11](https://img.shields.io/badge/python-3.11-3776AB?logo=python&logoColor=white)](https://www.python.org/) [![License: MIT](https://img.shields.io/badge/license-MIT-yellow.svg)](LICENSE)

<p align="center"> <img src="assets/demo.gif" alt="open-geo dashboa

Platform compatibility

pythonFULL

Technical details

Version
1.0.0
License
MIT
Last updated
Aug 2, 2026
Published
Aug 2, 2026

Frameworks & tools

Python

Decision snapshot

Fallback candidate

68
Ready
Prototype
Stage

recent repository activity

Audit

Install review

Install and adoption review

80
Needs review
Security
83/100
Maintenance
100/100
Install
92/100
Open full auditView eval report

Agent-proven evidence

Agent-proven evidence

Outcome reports after resolve, review, install, and one narrow run.

0
Proven
Needs first agent runAuto-install: review firstLast: Unknown
Success rate
—
Recent failure
—
Outcomes
0
Output quality
—
Failed
0
Not relevant
0
Installs
0
Risk blocked
0
Setup needed
0
Production
0

No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.

Agent-Proven rankingOutcome contract

Install

Add to agent workflow

Free and open source. Review the report before installing into production agents.

Compare AlternativesAuto-resolve PlanView on GitHubDocumentation

Growth loop

Share kit

X

Scenario-led draft for Open Geo, ready for a manual X post.

Curator note
Open Geo: A Claude Code skill that measures brand visibility in AI-generated answers by running a logge...

17 stars

https://www.openagentskill.com/skills/pupok462-open-geo?ref=x
Open X draft
Optional reply with install command
Listing + install path for Open Geo:
https://www.openagentskill.com/skills/pupok462-open-geo?ref=x

Install: npx skills add Pupok462/open-geo
Open reply draft

Listing source

Community indexed

Claimable

This listing was indexed from public sources and is not marked official until a maintainer claim is approved.

Creator
Pupok462
Indexed by
OpenAgentSkill community index

Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.

Claim this skill

Owner claim

Claim this skill listing

This Community indexed listing is attributed to Pupok462 but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.

Creator backlink kit

Add the evidence badges to your README

Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.

[![Listed on OpenAgentSkill](https://www.openagentskill.com/api/badge/pupok462-open-geo?metric=listed&label=Listed)](https://www.openagentskill.com/skills/pupok462-open-geo)
[![OpenAgentSkill Trust](https://www.openagentskill.com/api/badge/pupok462-open-geo?metric=trust&label=Trust)](https://www.openagentskill.com/skills/pupok462-open-geo)
[![OpenAgentSkill Audit](https://www.openagentskill.com/api/badge/pupok462-open-geo?metric=audit&label=Audit)](https://www.openagentskill.com/skills/pupok462-open-geo/audit)
[![Agent Proven](https://www.openagentskill.com/api/badge/pupok462-open-geo?metric=proven&label=Agent%20Proven)](https://www.openagentskill.com/skills/pupok462-open-geo)
Preview badge Open audit Creator kit

Author

P

Pupok462

@pupok462

Tags

claude-codegeobrand-visibilityseobrowser-automation

Platform fit

Claude CodeOpenAI AgentsBrowser agents

Health signals

GitHub stars
17
Quality score
42/100
Last GitHub push
Aug 2, 2026
Framework hints
1
OpenAgentSkill views
0
Install copies
0
Outbound clicks
0

Community signal

Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.

Trust & safety

Sandbox only

67
  • GitHub adoption17 GitHub starsFIX
  • Stars/forks activity17 stars, 2 forks; issue activity unavailable in current metadataFIX
  • Recent maintenance1d since pushPASS
  • License clarityMITPASS
  • README/SKILL.md completenessMetadata includes enough usage and workflow contextPASS
  • Dependency/runtime risknetwork or browser surfacePASS

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