RRepoGEO

REPOGEO REPORT · LITE

echoVic/boss-skill

Default branch main · commit 070b8f74 · scanned 6/16/2026, 1:12:51 PM

GitHub: 546 stars · 46 forks

AI VISIBILITY SCORE
35 /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
3 / 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 echoVic/boss-skill, 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 H1 to clarify the project's core purpose

    Why:

    CURRENT
    # boss-skill
    COPY-PASTE FIX
    # Boss Skill: BMAD 全自动研发流水线 (Multi-Agent AI Agent Orchestration for Full-Stack Software Development)
  • mediumtopics#2
    Expand topics to include common AI agent orchestration and software development terms

    Why:

    CURRENT
    ai-agents, bmad, bmad-workflow, claude-code, cursor, skill, trae
    COPY-PASTE FIX
    ai-agents, bmad, bmad-workflow, claude-code, cursor, skill, trae, agent-orchestration, full-stack-development, software-development-automation, llm-agents, generative-ai, devops-automation, sd-pipeline
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://www.npmjs.com/package/@blade-ai/boss-skill

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 echoVic/boss-skill
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
CodiumAI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. CodiumAI · recommended 2×
  2. AutoGPT · recommended 1×
  3. LangChain · recommended 1×
  4. CrewAI · recommended 1×
  5. OpenDevin · recommended 1×
  • CATEGORY QUERY
    What tools orchestrate multiple AI agents for full-stack software development from concept to deployment?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. LangChain
    3. CrewAI
    4. OpenDevin
    5. GPT Engineer
    6. CodiumAI
    7. AWS Step Functions
    8. Azure Logic Apps
    9. Google Cloud Workflows

    AI recommended 9 alternatives but never named echoVic/boss-skill. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI-powered system to automate PRD, architecture, and code generation for new features.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. OpenAI API
    3. Cursor
    4. Tabnine Enterprise
    5. CodiumAI
    6. Replit AI
    7. Amazon CodeWhisperer

    AI recommended 7 alternatives but never named echoVic/boss-skill. 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 echoVic/boss-skill?
    pass
    AI named echoVic/boss-skill explicitly

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

  • If a team adopts echoVic/boss-skill in production, what risks or prerequisites should they evaluate first?
    pass
    AI named echoVic/boss-skill 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 echoVic/boss-skill solve, and who is the primary audience?
    pass
    AI named echoVic/boss-skill explicitly

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

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echoVic/boss-skill — 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