RRepoGEO

REPOGEO REPORT · LITE

anombyte93/prd-taskmaster

Default branch main · commit d506b93f · scanned 6/13/2026, 6:57:02 PM

GitHub: 508 stars · 52 forks

AI VISIBILITY SCORE
28 /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
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 anombyte93/prd-taskmaster, 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 README H1 to highlight unique AI engine capabilities

    Why:

    CURRENT
    # Turn any goal into shipped code.
    COPY-PASTE FIX
    # prd-taskmaster: The AI Engine for Claude Code for Goal-to-Verified-Code Automation.
  • mediumtopics#2
    Add specific topics to improve category visibility

    Why:

    CURRENT
    agents, ai-development, claude-code, claude-skills, mcp, prd, product-management, product-requirements, requirements-engineering, taskmaster
    COPY-PASTE FIX
    agents, ai-development, claude-code, claude-skills, mcp, prd, product-management, product-requirements, requirements-engineering, taskmaster, ai-code-generation, goal-to-code, verified-code, prd-automation, task-automation, evidence-based-development
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/anombyte93/prd-taskmaster

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 anombyte93/prd-taskmaster
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 1×
  2. GitHub Copilot X · recommended 1×
  3. Cursor · recommended 1×
  4. OpenAI API · recommended 1×
  5. GPT-4 · recommended 1×
  • CATEGORY QUERY
    How to automate turning high-level product goals into verified, shippable code using AI?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. GitHub Copilot X
    3. Cursor
    4. OpenAI API
    5. GPT-4
    6. GPT-3.5 Turbo
    7. Anthropic Claude
    8. Claude 3 Opus
    9. Sonnet
    10. SWE-agent
    11. Auto-GPT

    AI recommended 11 alternatives but never named anombyte93/prd-taskmaster. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools generate detailed product requirements from a goal and manage task execution with evidence?
    you: not recommended
    AI recommended (in order):
    1. Jira
    2. Confluence
    3. Advanced Roadmaps
    4. Productboard
    5. Azure DevOps
    6. ClickUp
    7. Linear
    8. Notion
    9. Asana

    AI recommended 9 alternatives but never named anombyte93/prd-taskmaster. 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 anombyte93/prd-taskmaster?
    pass
    AI did not name anombyte93/prd-taskmaster — 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 anombyte93/prd-taskmaster in production, what risks or prerequisites should they evaluate first?
    pass
    AI named anombyte93/prd-taskmaster 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 anombyte93/prd-taskmaster solve, and who is the primary audience?
    pass
    AI named anombyte93/prd-taskmaster explicitly

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

Embed your GEO score

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anombyte93/prd-taskmaster — 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