RRepoGEO

REPOGEO REPORT · LITE

Pimzino/claude-code-spec-workflow

Default branch main · commit f3de74d8 · scanned 5/12/2026, 2:27:37 AM

GitHub: 3,722 stars · 264 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 Pimzino/claude-code-spec-workflow, 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
    Rephrase the 'IMPORTANT NOTICE' to clarify this repo's current value

    Why:

    CURRENT
    > **⚠️ IMPORTANT NOTICE:** Development focus has shifted to the **MCP (Model Context Protocol) version** of this workflow system. The MCP version provides enhanced features, real-time dashboard, and broader AI tool compatibility.
    >
    > **🚀 View the new Spec Workflow MCP →**
    >
    > This Claude Code-specific version remains available for existing users but will receive limited updates.
    COPY-PASTE FIX
    This repository offers a stable, Claude Code-specific implementation of our automated spec-driven and bug-fix workflows. For the latest features and broader AI tool compatibility, please see the **MCP (Model Context Protocol) version**.
  • hightopics#2
    Add relevant topics for categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    claude-ai, ai-workflow, spec-driven-development, bug-fix-workflow, code-generation, developer-tools, workflow-automation, llm-development, prompt-engineering
  • mediumreadme#3
    Strengthen the README's initial value proposition

    Why:

    CURRENT
    Automated workflows for Claude Code with intelligent task execution. Transform your development with structured workflows: Requirements → Design → Tasks → Implementation for new features, plus streamlined Report → Analyze → Fix → Verify for bug fixes.
    COPY-PASTE FIX
    Pimzino/claude-code-spec-workflow is an AI-driven development workflow orchestration tool for Claude Code. It automates structured development with spec-driven features (Requirements → Design → Tasks → Implementation) and streamlines bug fixes (Report → Analyze → Fix → Verify) using intelligent task execution.

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 Pimzino/claude-code-spec-workflow
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Jira
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Jira · recommended 1×
  2. Azure DevOps · recommended 1×
  3. GitLab · recommended 1×
  4. ClickUp · recommended 1×
  5. Trello · recommended 1×
  • CATEGORY QUERY
    Seeking tools to automate a structured development workflow from requirements to implementation.
    you: not recommended
    AI recommended (in order):
    1. Jira
    2. Azure DevOps
    3. GitLab
    4. ClickUp
    5. Trello

    AI recommended 5 alternatives but never named Pimzino/claude-code-spec-workflow. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are effective solutions for streamlining bug fix workflows with AI assistance?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. CodiumAI
    3. Tabnine
    4. Snyk Code
    5. Jira with AI Integrations
    6. OpenAI API
    7. Google Cloud Vertex AI
    8. Azure OpenAI Service

    AI recommended 8 alternatives but never named Pimzino/claude-code-spec-workflow. 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 Pimzino/claude-code-spec-workflow?
    pass
    AI named Pimzino/claude-code-spec-workflow explicitly

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

  • If a team adopts Pimzino/claude-code-spec-workflow in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Pimzino/claude-code-spec-workflow 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 Pimzino/claude-code-spec-workflow solve, and who is the primary audience?
    pass
    AI did not name Pimzino/claude-code-spec-workflow — 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?

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