RRepoGEO

REPOGEO REPORT · LITE

Pimzino/spec-workflow-mcp

Default branch main · commit b63e6cd8 · scanned 5/22/2026, 8:03:52 AM

GitHub: 4,192 stars · 344 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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/spec-workflow-mcp, 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 it's a tool, not a spec

    Why:

    CURRENT
    # Spec Workflow MCP

A Model Context Protocol (MCP) server for structured spec-driven development with real-time dashboard and VSCode extension.
    COPY-PASTE FIX
    # Spec Workflow MCP: AI-Assisted Software Development Workflow Server

Pimzino/spec-workflow-mcp is a powerful Model Context Protocol (MCP) server and toolset designed to provide structured, spec-driven development workflow for AI-assisted software projects. It features a real-time web dashboard and a VSCode extension for comprehensive project monitoring and management.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-assisted-development, workflow-management, spec-driven-development, vscode-extension, real-time-dashboard, software-development-tools, project-management, mcp-server
  • mediumhomepage#3
    Add a project homepage URL

    Why:

    COPY-PASTE FIX
    https://marketplace.visualstudio.com/items?itemName=Pimzino.spec-workflow-mcp

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/spec-workflow-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Projects
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Projects · recommended 2×
  2. Jira Software · recommended 2×
  3. ClickUp · recommended 2×
  4. GitHub Copilot Enterprise · recommended 1×
  5. GitHub Actions · recommended 1×
  • CATEGORY QUERY
    How to manage AI-assisted software development workflow with real-time progress monitoring and approvals?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. GitHub Projects
    3. GitHub Actions
    4. Jira Software
    5. GitLab Duo
    6. GitLab CI/CD
    7. Azure DevOps Boards
    8. Azure Repos
    9. Azure Pipelines
    10. Azure AI Services
    11. Linear
    12. ClickUp
    13. Zapier
    14. Make

    AI recommended 14 alternatives but never named Pimzino/spec-workflow-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide structured software development workflow management with a VSCode extension?
    you: not recommended
    AI recommended (in order):
    1. Jira Software
    2. Azure DevOps
    3. GitHub Projects
    4. ClickUp
    5. Trello

    AI recommended 5 alternatives but never named Pimzino/spec-workflow-mcp. 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/spec-workflow-mcp?
    pass
    AI named Pimzino/spec-workflow-mcp 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/spec-workflow-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Pimzino/spec-workflow-mcp 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/spec-workflow-mcp solve, and who is the primary audience?
    pass
    AI did not name Pimzino/spec-workflow-mcp — 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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite