RRepoGEO

REPOGEO REPORT · LITE

nickbaumann98/cline_docs

Default branch main · commit 1d373285 · scanned 6/12/2026, 10:37:50 PM

GitHub: 582 stars · 69 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 nickbaumann98/cline_docs, 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
    Prominently mark documentation as unmaintained and redirect users

    Why:

    CURRENT
    # Note: These docs are no longer maintained. Please refer to https://docs.cline.bot for the most recent Cline documentation.
    COPY-PASTE FIX
    ## ⚠️ IMPORTANT: These documentation pages are **no longer maintained**. Please refer to the [official Cline documentation at docs.cline.bot](https://docs.cline.bot) for the most recent and accurate information.
  • hightopics#2
    Add specific topics to clarify AI assistant focus

    Why:

    COPY-PASTE FIX
    ai-assistant, prompt-engineering, model-context-protocol, mcp, ai-tools, documentation
  • mediumlicense#3
    Add a LICENSE file and declare license in README

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root. If the main Cline project has a specific license, use that. Otherwise, consider a permissive license like MIT. Add the following line to the README, perhaps under 'Additional Resources' or a new 'License' section: 'This documentation is licensed under the [Insert License Name Here, e.g., MIT License].'

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 nickbaumann98/cline_docs
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Playground
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Playground · recommended 1×
  2. ChatGPT · recommended 1×
  3. GitHub Copilot · recommended 1×
  4. VS Code · recommended 1×
  5. Copilot Chat · recommended 1×
  • CATEGORY QUERY
    How can I improve my prompt engineering skills for interacting with AI coding assistants?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Playground
    2. ChatGPT
    3. GitHub Copilot
    4. VS Code
    5. Copilot Chat
    6. Google Gemini
    7. Google AI Studio
    8. Anthropic Claude
    9. Claude.ai
    10. Perplexity AI

    AI recommended 10 alternatives but never named nickbaumann98/cline_docs. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What resources explain extending AI assistant capabilities or building custom AI tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI API Documentation & Cookbook
    4. Hugging Face Transformers Library
    5. Google AI Studio / Gemini API Documentation
    6. Microsoft Azure AI Services Documentation

    AI recommended 6 alternatives but never named nickbaumann98/cline_docs. 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 nickbaumann98/cline_docs?
    pass
    AI did not name nickbaumann98/cline_docs — 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 nickbaumann98/cline_docs in production, what risks or prerequisites should they evaluate first?
    pass
    AI named nickbaumann98/cline_docs 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 nickbaumann98/cline_docs solve, and who is the primary audience?
    pass
    AI named nickbaumann98/cline_docs explicitly

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

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nickbaumann98/cline_docs — 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