RRepoGEO

REPOGEO REPORT · LITE

dontbesilent2025/dbskill

Default branch main · commit 82ad0b43 · scanned 5/8/2026, 10:17:43 AM

GitHub: 4,407 stars · 618 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 dontbesilent2025/dbskill, 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 opening to clarify its purpose as an AI agent skill set for business diagnosis.

    Why:

    CURRENT
    # dbskill

dontbesilent 商业诊断工具箱。从 12,307 条推文中提炼方法论，做成 17 个 Agent skill。

可在 Claude Code、Codex、Cursor、Trae、Manus 等任意支持 skill / system prompt 的 Agent 上使用。
    COPY-PASTE FIX
    # dbskill: AI Agent 商业诊断工具箱

dbskill 提供一套专为 AI Agents 设计的商业诊断技能集，旨在帮助用户通过结构化方法论分析商业问题、优化策略和管理诊断流程。这套工具箱从 12,307 条推文中提炼出 17 个 Agent skill，可在 Claude Code、Codex、Cursor、Trae、Manus 等任意支持 skill / system prompt 的 Agent 上使用。
  • hightopics#2
    Add specific topics to improve categorization and recall.

    Why:

    COPY-PASTE FIX
    ai-agent, business-diagnosis, business-strategy, claude-code, agent-skills, prompt-engineering, business-analytics, decision-making
  • mediumlicense#3
    Clarify the existing license in the README.

    Why:

    COPY-PASTE FIX
    ## 许可

dbskill 采用 [此处填写实际许可证名称或描述，例如：一个自定义的许可协议，允许自由使用和修改，但需保留原作者信息]。详情请参阅仓库根目录下的 LICENSE 文件。

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 dontbesilent2025/dbskill
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
IBM Watson Discovery
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. IBM Watson Discovery · recommended 2×
  2. DataRobot · recommended 2×
  3. H2O.ai · recommended 2×
  4. Boston Consulting Group (BCG) GAMMA · recommended 1×
  5. McKinsey & Company's QuantumBlack · recommended 1×
  • CATEGORY QUERY
    Looking for an AI agent tool to help diagnose business problems and refine strategy.
    you: not recommended
    AI recommended (in order):
    1. Boston Consulting Group (BCG) GAMMA
    2. McKinsey & Company's QuantumBlack
    3. IBM Watson Discovery
    4. DataRobot
    5. H2O.ai
    6. ThoughtSpot
    7. C3 AI

    AI recommended 7 alternatives but never named dontbesilent2025/dbskill. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can AI agents assist with clarifying business goals and managing diagnostic processes?
    you: not recommended
    AI recommended (in order):
    1. Tableau
    2. Power BI
    3. Google Looker Studio
    4. MonkeyLearn
    5. Thematic
    6. IBM Watson Discovery
    7. DataRobot
    8. H2O.ai
    9. Azure Machine Learning
    10. Splunk
    11. Dynatrace
    12. PagerDuty
    13. ServiceNow Virtual Agent
    14. Zendesk Answer Bot
    15. Intercom Bots
    16. Celonis
    17. UiPath Process Mining
    18. ABBYY Timeline
    19. Siemens MindSphere
    20. GE Predix
    21. AWS IoT Analytics

    AI recommended 21 alternatives but never named dontbesilent2025/dbskill. 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 dontbesilent2025/dbskill?
    pass
    AI named dontbesilent2025/dbskill explicitly

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

  • If a team adopts dontbesilent2025/dbskill in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dontbesilent2025/dbskill 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 dontbesilent2025/dbskill solve, and who is the primary audience?
    pass
    AI named dontbesilent2025/dbskill 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