RRepoGEO

REPOGEO REPORT · LITE

ByteDance-Seed/Seed-Coder

Default branch master · commit 0a7e8026 · scanned 6/12/2026, 5:58:20 AM

GitHub: 754 stars · 59 forks

AI VISIBILITY SCORE
35 /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
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 ByteDance-Seed/Seed-Coder, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    code-llm, large-language-models, code-generation, llm-finetuning, data-curation, bytedance, artificial-intelligence
  • highhomepage#2
    Populate the 'Homepage' field in the repository's About section

    Why:

    COPY-PASTE FIX
    https://bytedance-seed-coder.github.io/
  • mediumreadme#3
    Refine the README's opening paragraph to highlight the unique data curation approach

    Why:

    CURRENT
    We are thrilled to introduce **Seed-Coder** (previously known as Doubao-Coder), a family of lightweight yet powerful open-source code LLMs comprising base, instruct and reasoning models of 8B size.
    COPY-PASTE FIX
    We are thrilled to introduce **Seed-Coder** (previously known as Doubao-Coder), a family of lightweight yet powerful open-source code LLMs that uniquely leverage LLMs to curate their own training data, comprising base, instruct and reasoning models of 8B size.

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 ByteDance-Seed/Seed-Coder
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Code Llama
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Code Llama · recommended 2×
  2. DeepSeek Coder · recommended 2×
  3. StarCoder · recommended 1×
  4. Phi-2 · recommended 1×
  5. CodeGeeX2 · recommended 1×
  • CATEGORY QUERY
    What are some lightweight open-source large language models for code generation tasks?
    you: not recommended
    AI recommended (in order):
    1. Code Llama
    2. DeepSeek Coder
    3. StarCoder
    4. Phi-2
    5. CodeGeeX2

    AI recommended 5 alternatives but never named ByteDance-Seed/Seed-Coder. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for open-source code LLMs that can improve coding capabilities and assist with reasoning.
    you: not recommended
    AI recommended (in order):
    1. Code Llama
    2. DeepSeek Coder
    3. StarCoder2
    4. Phind-CodeLlama
    5. WizardCoder
    6. Mistral 7B

    AI recommended 6 alternatives but never named ByteDance-Seed/Seed-Coder. 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 ByteDance-Seed/Seed-Coder?
    pass
    AI named ByteDance-Seed/Seed-Coder explicitly

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

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

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

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ByteDance-Seed/Seed-Coder — 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