RRepoGEO

REPOGEO REPORT · LITE

johannesjo/parallel-code

Default branch main · commit a2fa1ef1 · scanned 6/5/2026, 10:17:11 AM

GitHub: 703 stars · 90 forks

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 johannesjo/parallel-code, 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's opening statement to explicitly state the tool's purpose and category

    Why:

    CURRENT
    Dispatch AI coding agents in parallel, each in its own worktree.
    COPY-PASTE FIX
    Parallel Code is a CLI tool that lets you run multiple AI coding agents (like Claude Code, Codex, Gemini, Copilot) in parallel, each in its own isolated git worktree, to efficiently compare and manage their generated code.
  • mediumabout#2
    Update the repository description to be more explicit about AI coding agents and their management

    Why:

    CURRENT
    Run Claude Code, Codex, and Gemini side by side — each in its own git worktree
    COPY-PASTE FIX
    Run multiple AI coding agents (Claude Code, Codex, Gemini, Copilot) side by side, each in its own git worktree, to efficiently manage and compare their generated code.
  • mediumtopics#3
    Add broader, more explicit topics related to AI development and code generation

    Why:

    CURRENT
    ai-agents, ai-coding, ai-tools, claude-code, codex-cli, coding-agent, developer-tools, gemini-cli, git-worktree, terminal
    COPY-PASTE FIX
    ai-agents, ai-coding, ai-tools, claude-code, codex-cli, coding-agent, developer-tools, gemini-cli, git-worktree, terminal, ai-development-tools, code-generation, llm-tools, developer-productivity

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 johannesjo/parallel-code
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. asyncio · recommended 1×
  3. httpx · recommended 1×
  4. aiohttp · recommended 1×
  5. OpenAI Evals · recommended 1×
  • CATEGORY QUERY
    How can I run multiple AI coding assistants in parallel to compare their solutions?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. asyncio
    3. httpx
    4. aiohttp
    5. OpenAI Evals
    6. LlamaIndex
    7. Replicate
    8. Hugging Face Inference API
    9. inference_client

    AI recommended 9 alternatives but never named johannesjo/parallel-code. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to manage isolated code changes from different AI code generation tools efficiently?
    you: not recommended
    AI recommended (in order):
    1. Git
    2. GitKraken
    3. Sublime Merge
    4. Fork
    5. GitHub
    6. GitLab
    7. Bitbucket
    8. Visual Studio Code
    9. GitLens
    10. Perforce Helix Core
    11. Beyond Compare
    12. KDiff3
    13. Meld
    14. Pijul
    15. Mercurial

    AI recommended 15 alternatives but never named johannesjo/parallel-code. 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 johannesjo/parallel-code?
    pass
    AI named johannesjo/parallel-code explicitly

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

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

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

Embed your GEO score

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  • Brand-free category queries5 vs 2 in Lite
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