RRepoGEO

REPOGEO REPORT · LITE

open-gitagent/opengap

Default branch main · commit ac10c98d · scanned 5/26/2026, 8:27:26 PM

GitHub: 2,790 stars · 336 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface open-gitagent/opengap, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • hightopics#1
    Add more specific topics to clarify Git-native AI agent standard

    Why:

    CURRENT
    agent, agent-framework, agent-skills, agents, assistant, claude-code, gitagent, open-standard, openclaw, skills
    COPY-PASTE FIX
    agent, agent-framework, agent-skills, agents, assistant, claude-code, gitagent, open-standard, openclaw, skills, git-protocol, ai-agent-protocol, version-control-ai, agent-definition-standard
  • mediumreadme#2
    Add a 'How is OpenGAP Different?' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, for example: "## How is OpenGAP Different? While general standards like JSON Schema or OpenAPI define data structures or APIs, and tools like OpenAI Gym provide environments for AI training, OpenGAP uniquely provides a *Git-native standard* specifically for defining and managing *AI agents* and their behaviors, ensuring version control and portability across frameworks."
  • lowreadme#3
    Add a concise tagline emphasizing 'Git-native AI agent standard'

    Why:

    COPY-PASTE FIX
    Add a line directly below the H1, or as a prominent subtitle, such as: "The definitive Git-native standard for AI agent definitions, ensuring version control and portability."

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface open-gitagent/opengap
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Agent Communication Language (ACL) (FIPA ACL)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Agent Communication Language (ACL) (FIPA ACL) · recommended 1×
  2. OpenAI Gym/Farama Foundation Gymnasium · recommended 1×
  3. W3C Web of Things (WoT) Thing Description (TD) · recommended 1×
  4. JSON Schema · recommended 1×
  5. OpenAPI Specification · recommended 1×
  • CATEGORY QUERY
    Seeking a framework-agnostic standard for defining AI agent behaviors and capabilities universally.
    you: not recommended
    AI recommended (in order):
    1. Agent Communication Language (ACL) (FIPA ACL)
    2. OpenAI Gym/Farama Foundation Gymnasium
    3. W3C Web of Things (WoT) Thing Description (TD)
    4. JSON Schema
    5. OpenAPI Specification

    AI recommended 5 alternatives but never named open-gitagent/opengap. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools integrate AI agent definitions with Git for version control and team collaboration?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Assistants API
    4. Microsoft Semantic Kernel
    5. Haystack
    6. Dify
    7. Flowise

    AI recommended 7 alternatives but never named open-gitagent/opengap. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of open-gitagent/opengap?
    pass
    AI named open-gitagent/opengap explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts open-gitagent/opengap in production, what risks or prerequisites should they evaluate first?
    pass
    AI named open-gitagent/opengap explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo open-gitagent/opengap solve, and who is the primary audience?
    pass
    AI named open-gitagent/opengap explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of open-gitagent/opengap. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/open-gitagent/opengap.svg)](https://repogeo.com/en/r/open-gitagent/opengap)
HTML
<a href="https://repogeo.com/en/r/open-gitagent/opengap"><img src="https://repogeo.com/badge/open-gitagent/opengap.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

open-gitagent/opengap — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite