RRepoGEO

REPOGEO REPORT · LITE

Varnan-Tech/opendirectory

Default branch main · commit 9c30f79e · scanned 6/28/2026, 4:43:20 PM

GitHub: 503 stars · 52 forks

AI VISIBILITY SCORE
33 /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
2 / 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 Varnan-Tech/opendirectory, 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
    Add a concise, explicit positioning statement at the very top of the README

    Why:

    COPY-PASTE FIX
    Place this text at the very top of your README, before any badges or decorative elements: 'Varnan-Tech/opendirectory is a specialized library of pre-built AI agent skills designed to empower founders with expert-level marketing, GTM, and growth capabilities.'
  • mediumabout#2
    Strengthen the repository description to emphasize 'AI agent skill library' and 'marketing/GTM'

    Why:

    CURRENT
    AI Agent Skills built for Founders who hate Marketing
    COPY-PASTE FIX
    A library of pre-built AI agent skills for marketing, GTM, and growth, empowering founders to automate complex strategies.
  • mediumcomparison#3
    Add a 'Comparison to Alternatives' section in the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

Unlike general AI platforms (e.g., ChatGPT, Jasper) or marketing tools (e.g., Surfer SEO, AdCreative.ai, Zapier), OpenDirectory provides a specialized, installable library of pre-built skills specifically designed to enhance the capabilities of *your* AI agent for complex GTM, marketing, and growth tasks. While platforms like OpenAI GPT Store or Hugging Face Hub offer models, OpenDirectory focuses on ready-to-use, domain-specific *skills* that equip agents with expert knowledge and workflows.

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 Varnan-Tech/opendirectory
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Zapier
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Zapier · recommended 2×
  2. ChatGPT · recommended 1×
  3. Jasper · recommended 1×
  4. Surfer SEO · recommended 1×
  5. AdCreative.ai · recommended 1×
  • CATEGORY QUERY
    How can AI agents assist founders with complex marketing and growth strategies?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Jasper
    3. Surfer SEO
    4. AdCreative.ai
    5. Segment
    6. HubSpot
    7. Zapier

    AI recommended 7 alternatives but never named Varnan-Tech/opendirectory. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find pre-built skill packs to enhance my AI agent's marketing capabilities?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT Store
    2. Hugging Face Hub
    3. Zapier
    4. Axiom.ai
    5. Voiceflow
    6. LangChain Hub
    7. Make

    AI recommended 7 alternatives but never named Varnan-Tech/opendirectory. 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 Varnan-Tech/opendirectory?
    pass
    AI did not name Varnan-Tech/opendirectory — likely talking about a different project

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

  • If a team adopts Varnan-Tech/opendirectory in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Varnan-Tech/opendirectory 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 Varnan-Tech/opendirectory solve, and who is the primary audience?
    pass
    AI named Varnan-Tech/opendirectory 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 Varnan-Tech/opendirectory. 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
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