RRepoGEO

REPOGEO REPORT · LITE

Doorman11991/smallcode

Default branch master · commit c3fc7baa · scanned 6/22/2026, 8:21:29 PM

GitHub: 1,914 stars · 142 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
22 /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
1 / 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 Doorman11991/smallcode, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify the repository's core function directly in the README's main heading

    Why:

    CURRENT
    # SmallCode
    COPY-PASTE FIX
    # SmallCode: AI Coding Agent for Small LLMs
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://www.npmjs.com/package/smallcode

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 Doorman11991/smallcode
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenDevin/OpenDevin
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenDevin/OpenDevin · recommended 1×
  2. gpt-engineer/gpt-engineer · recommended 1×
  3. smol-ai/smol-developer · recommended 1×
  4. Significant-Gravitas/Auto-GPT · recommended 1×
  5. Josh-XT/Agent-LLM · recommended 1×
  • CATEGORY QUERY
    Seeking an autonomous coding agent that works well with 8B-35B parameter models locally.
    you: not recommended
    AI recommended (in order):
    1. OpenDevin (OpenDevin/OpenDevin)
    2. GPT-Engineer (gpt-engineer/gpt-engineer)
    3. Smol-Developer (smol-ai/smol-developer)
    4. Auto-GPT (Significant-Gravitas/Auto-GPT)
    5. Agent-LLM (Josh-XT/Agent-LLM)
    6. Continue (Continue-team/continue)

    AI recommended 6 alternatives but never named Doorman11991/smallcode. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI coding agents are optimized for consumer hardware with limited GPU memory?
    you: not recommended
    AI recommended (in order):
    1. Code Llama
    2. Phind-CodeLlama
    3. DeepSeek Coder
    4. StarCoder2
    5. CodeGemma
    6. llama.cpp
    7. ollama
    8. LM Studio

    AI recommended 8 alternatives but never named Doorman11991/smallcode. 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 Doorman11991/smallcode?
    pass
    AI did not name Doorman11991/smallcode — 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 Doorman11991/smallcode in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Doorman11991/smallcode 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 Doorman11991/smallcode solve, and who is the primary audience?
    pass
    AI did not name Doorman11991/smallcode — 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?

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Doorman11991/smallcode — 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