RRepoGEO

REPOGEO REPORT · LITE

Priivacy-ai/spec-kitty

Default branch main · commit 7aabc4f9 · scanned 5/24/2026, 9:32:18 PM

GitHub: 1,258 stars · 101 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 Priivacy-ai/spec-kitty, 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 to clarify 'spec' and core function

    Why:

    CURRENT
    <h1>Spec Kitty</h1> <p><strong>Spec-driven development for AI coding agents.</strong></p> Spec Kitty is an open-source CLI for turning product intent into a repeatable agent workflow:
    COPY-PASTE FIX
    <h1>Spec Kitty</h1> <p><strong>A CLI for managing spec-driven development workflows for AI coding agents.</strong></p> Spec Kitty is an open-source CLI that transforms product intent into a repeatable, repository-native workflow for AI coding agents:
  • mediumabout#2
    Update the repository description to emphasize workflow management for AI agents

    Why:

    CURRENT
    Spec-Driven Development for serious software developers. Spec Coding with with Claude, Cursor, Gemini, Codex. Kanban dashboard, git worktrees, auto-merge and more.
    COPY-PASTE FIX
    A CLI for spec-driven workflow management for AI coding agents (Claude, Cursor, Gemini, Codex). Features: Kanban dashboard, git worktrees, auto-merge, and repository-native task tracking.
  • mediumreadme#3
    Add a 'How is Spec Kitty different?' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, perhaps after 'What It Provides', titled 'How is Spec Kitty different?' or 'Why not [Generic Tool X]?' with content like: 'Spec Kitty is purpose-built for the unique challenges of AI coding agent workflows, unlike generic project management tools (Jira, Trello) or testing frameworks (Gherkin, Cucumber). It integrates directly with your repository, managing specs, plans, and tasks as first-class artifacts, and leverages git worktrees for isolated development.'

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 Priivacy-ai/spec-kitty
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Gherkin
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Gherkin · recommended 1×
  2. cucumber/cucumber · recommended 1×
  3. behave/behave · recommended 1×
  4. SpecFlowOSS/SpecFlow · recommended 1×
  5. OAI/OpenAPI-Specification · recommended 1×
  • CATEGORY QUERY
    How to manage spec-driven development workflow for AI coding agents effectively?
    you: not recommended
    AI recommended (in order):
    1. Gherkin
    2. Cucumber (cucumber/cucumber)
    3. Behave (behave/behave)
    4. SpecFlow (SpecFlowOSS/SpecFlow)
    5. OpenAPI Specification (OAI/OpenAPI-Specification)
    6. Swagger UI (swagger-api/swagger-ui)
    7. Pydantic (pydantic/pydantic)
    8. JSON Schema (json-schema-org/json-schema-spec)
    9. Pytest (pytest-dev/pytest)
    10. JUnit (junit-team/junit5)
    11. NUnit (nunit/nunit)
    12. Jupyter Notebooks (jupyter/notebook)
    13. Papermill (nteract/papermill)
    14. NBConvert (jupyter/nbconvert)
    15. Markdown

    AI recommended 15 alternatives but never named Priivacy-ai/spec-kitty. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for tracking requirements and progress in multi-agent AI software development?
    you: not recommended
    AI recommended (in order):
    1. Jira Software
    2. Azure DevOps
    3. ClickUp
    4. Trello
    5. Asana
    6. Monday.com
    7. YouTrack

    AI recommended 7 alternatives but never named Priivacy-ai/spec-kitty. 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 Priivacy-ai/spec-kitty?
    pass
    AI did not name Priivacy-ai/spec-kitty — 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 Priivacy-ai/spec-kitty in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Priivacy-ai/spec-kitty 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 Priivacy-ai/spec-kitty solve, and who is the primary audience?
    pass
    AI named Priivacy-ai/spec-kitty explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite