RRepoGEO

REPOGEO REPORT · LITE

op7418/CodePilot

Default branch main · commit 734f8d79 · scanned 5/9/2026, 8:17:04 AM

GitHub: 5,656 stars · 607 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 op7418/CodePilot, 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
    Emphasize multi-provider unification in README's opening sentence

    Why:

    CURRENT
    A multi-model AI agent desktop clientconnect any AI provider, extend with MCP & skills, control from your phone, and let your assistant learn your workflow.
    COPY-PASTE FIX
    A powerful, multi-model AI agent desktop client that unifies access to over 17 AI providers and models. Connect any AI provider, extend with MCP & skills, control from your phone, and let your assistant learn your workflow.
  • mediumtopics#2
    Add more specific topics to improve category visibility

    Why:

    CURRENT
    ai, anthropic, claude, claude-code, desktop-app, electron, gui, nextjs
    COPY-PASTE FIX
    ai, llm, multi-model, ai-agent, desktop-app, cross-platform, electron, nextjs, gui, anthropic, claude, openai, ollama, local-llm, ai-client, ai-assistant
  • lowreadme#3
    Add a clear statement about the project's license to the README

    Why:

    COPY-PASTE FIX
    ## License
CodePilot is released under [insert actual license name(s) here, e.g., the Apache 2.0 License and MIT License for specific components]. Please refer to the [LICENSE](LICENSE) file for full details.

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 op7418/CodePilot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LM Studio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LM Studio · recommended 2×
  2. pinokio-ai/pinokio · recommended 1×
  3. janhq/jan · recommended 1×
  4. ollama/ollama · recommended 1×
  5. invoke-ai/InvokeAI · recommended 1×
  • CATEGORY QUERY
    Looking for a desktop application to manage multiple AI models and providers easily.
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Pinokio (pinokio-ai/pinokio)
    3. Jan (janhq/jan)
    4. Ollama (ollama/ollama)
    5. InvokeAI (invoke-ai/InvokeAI)
    6. ComfyUI (comfyanonymous/ComfyUI)

    AI recommended 6 alternatives but never named op7418/CodePilot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some extensible cross-platform desktop AI clients for integrating various language models?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. Ollama GUI
    4. NextChat
    5. Jan
    6. LocalAI
    7. GPT4All
    8. KoboldAI Client

    AI recommended 8 alternatives but never named op7418/CodePilot. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 op7418/CodePilot?
    pass
    AI did not name op7418/CodePilot — 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 op7418/CodePilot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named op7418/CodePilot 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 op7418/CodePilot solve, and who is the primary audience?
    pass
    AI named op7418/CodePilot explicitly

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

Embed your GEO score

Drop this badge into the README of op7418/CodePilot. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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op7418/CodePilot — 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