RRepoGEO

REPOGEO REPORT · LITE

1jehuang/jcode

Default branch master · commit 30184260 · scanned 5/8/2026, 1:21:47 AM

GitHub: 4,853 stars · 478 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 1jehuang/jcode, 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 tagline to clarify purpose and tech stack

    Why:

    CURRENT
    The next generation coding agent harness to raise the skill ceiling. <br> Built for multi-session workflows, infinite customizability, and performance.
    COPY-PASTE FIX
    The next-generation Rust-built coding agent harness for LLM-powered multi-session workflows. <br> Built for multi-session workflows, infinite customizability, and performance.
  • mediumabout#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/1jehuang/jcode
  • mediumreadme#3
    Explicitly state the MIT license in the README

    Why:

    COPY-PASTE FIX
    jcode is licensed under the [MIT License](LICENSE).

Category GEO backends resolved for this scan: google/gemini-2.0-flash-001, deepseek/deepseek-chat

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.0-flash-001. 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 1jehuang/jcode
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot CLI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot CLI · recommended 1×
  2. Codeium · recommended 1×
  3. TabbyML/tabby · recommended 1×
  4. Continue-team/continue · recommended 1×
  5. Amazon CodeWhisperer · recommended 1×
  • CATEGORY QUERY
    Looking for a terminal-based AI assistant to help with coding tasks efficiently.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot CLI
    2. Codeium
    3. Tabby (TabbyML/tabby)
    4. Continue.dev (Continue-team/continue)
    5. Amazon CodeWhisperer
    6. Mutable.ai

    AI recommended 6 alternatives but never named 1jehuang/jcode. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good Rust-built tools for orchestrating LLM-powered coding workflows?
    you: not recommended
    AI recommended (in order):
    1. Drogue AI
    2. Mithril
    3. Ruff
    4. Oxide Computer Company's tools
    5. Servo

    AI recommended 5 alternatives but never named 1jehuang/jcode. 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 1jehuang/jcode?
    pass
    AI did not name 1jehuang/jcode — 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 1jehuang/jcode in production, what risks or prerequisites should they evaluate first?
    pass
    AI named 1jehuang/jcode 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 1jehuang/jcode solve, and who is the primary audience?
    pass
    AI named 1jehuang/jcode explicitly

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

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1jehuang/jcode — 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