RRepoGEO

REPOGEO REPORT · LITE

op7418/CodePilot

Default branch main · commit b4e96a1b · scanned 6/19/2026, 3:32:07 AM

GitHub: 6,018 stars · 644 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
40 /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
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 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
  • hightopics#1
    Add more specific topics to improve category recall

    Why:

    CURRENT
    ai, anthropic, claude, claude-code, desktop-app, electron, gui, nextjs
    COPY-PASTE FIX
    ai, anthropic, claude, claude-code, desktop-app, electron, gui, nextjs, multi-model, ai-agent, llm-client, ai-assistant, local-llm
  • mediumreadme#2
    Clarify 'AI agent' positioning in README to emphasize desktop client role

    Why:

    CURRENT
    CodePilot started as a coding tool but has
    COPY-PASTE FIX
    CodePilot started as a coding tool but has evolved into a full AI agent desktop client, providing a unified interface to manage and interact with various AI services and agents.
  • lowlicense#3
    Add a clear statement about the license(s) in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under a custom license. See the [LICENSE](LICENSE) file for 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 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LM Studio · recommended 1×
  2. janhq/jan · recommended 1×
  3. ollama/ollama · recommended 1×
  4. MindMac · recommended 1×
  5. Raycast · recommended 1×
  • CATEGORY QUERY
    What desktop client unifies access and management for multiple AI language model providers?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Jan (janhq/jan)
    3. Ollama (ollama/ollama)
    4. MindMac
    5. Raycast
    6. TypingMind
    7. Chatbot UI (mckaywrigley/chatbot-ui)

    AI recommended 7 alternatives but never named op7418/CodePilot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an extensible desktop AI agent that supports many different AI services.
    you: not recommended
    AI recommended (in order):
    1. SuperAGI
    2. AutoGPT
    3. LangChain
    4. AgentGPT
    5. Microsoft Semantic Kernel
    6. Open Interpreter

    AI recommended 6 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 named op7418/CodePilot explicitly

    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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MARKDOWN (README)
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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