RRepoGEO

REPOGEO REPORT · LITE

darrenhinde/OpenAgentsControl

Default branch main · commit ef3836ef · scanned 5/30/2026, 12:51:50 AM

GitHub: 4,180 stars · 344 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 darrenhinde/OpenAgentsControl, 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
  • highreadme#1
    Reposition the README's opening statement to clarify it's an AI agent framework for controlled code generation.

    Why:

    CURRENT
    AI agents that learn YOUR coding patterns and generate matching code every time.
    COPY-PASTE FIX
    OpenAgents Control (OAC) is an **AI agent framework** for **plan-first development workflows** with **approval-based execution**. It enables AI agents to learn your coding patterns and generate consistent, high-quality code every time, with built-in automatic testing, code review, and validation.
  • hightopics#2
    Expand topics to include specific workflow and quality control aspects.

    Why:

    CURRENT
    ai-agents, ai-agents-framework, ai-t, automation, code-generation, code-validation, developer-tools, opencode, prompt-engineering
    COPY-PASTE FIX
    ai-agents, ai-agents-framework, ai-t, automation, code-generation, code-validation, developer-tools, opencode, prompt-engineering, code-review, code-quality, development-workflow, consistent-development, approval-workflow
  • mediumhomepage#3
    Add a homepage URL to the repository metadata.

    Why:

    COPY-PASTE FIX
    https://github.com/darrenhinde/OpenAgentsControl

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 darrenhinde/OpenAgentsControl
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API (GPT-4, GPT-3.5 Turbo)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API (GPT-4, GPT-3.5 Turbo) · recommended 1×
  2. GitHub Copilot Enterprise / GitHub Copilot for Business · recommended 1×
  3. Hugging Face Transformers · recommended 1×
  4. CodeGen · recommended 1×
  5. StarCoder · recommended 1×
  • CATEGORY QUERY
    How to build AI agents that generate consistent code following predefined patterns with approval gates?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API (GPT-4, GPT-3.5 Turbo)
    2. GitHub Copilot Enterprise / GitHub Copilot for Business
    3. Hugging Face Transformers
    4. CodeGen
    5. StarCoder
    6. CodeLlama
    7. LangChain
    8. LlamaIndex
    9. Tree-sitter
    10. ANTLR
    11. Azure OpenAI Service
    12. Google Cloud Vertex AI (Codey APIs)

    AI recommended 12 alternatives but never named darrenhinde/OpenAgentsControl. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a multi-language AI agent framework for automated code review and team-wide consistent development.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. CodiumAI
    3. DeepSource
    4. SonarQube
    5. GitLab Duo Code Suggestions
    6. Reviewdog (reviewdog/reviewdog)

    AI recommended 6 alternatives but never named darrenhinde/OpenAgentsControl. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 darrenhinde/OpenAgentsControl?
    pass
    AI named darrenhinde/OpenAgentsControl explicitly

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

  • If a team adopts darrenhinde/OpenAgentsControl in production, what risks or prerequisites should they evaluate first?
    pass
    AI named darrenhinde/OpenAgentsControl 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 darrenhinde/OpenAgentsControl solve, and who is the primary audience?
    pass
    AI named darrenhinde/OpenAgentsControl 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 darrenhinde/OpenAgentsControl. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/darrenhinde/OpenAgentsControl"><img src="https://repogeo.com/badge/darrenhinde/OpenAgentsControl.svg" alt="RepoGEO" /></a>
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darrenhinde/OpenAgentsControl — 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