RRepoGEO

REPOGEO REPORT · LITE

Doorman11991/smallcode

Default branch master · commit 2e699a55 · scanned 5/23/2026, 8:17:22 PM

GitHub: 1,290 stars · 93 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

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

OVERALL DIRECTION
  • hightopics#1
    Add specific topics for AI agent categorization

    Why:

    COPY-PASTE FIX
    ["ai-agent", "coding-assistant", "llm", "local-llm", "small-llm", "developer-tool", "cli"]
  • highreadme#2
    Strengthen README opening to emphasize AI agent purpose for developers

    Why:

    CURRENT
    **AI coding agent optimized for small LLMs (8B-35B parameters)**
    COPY-PASTE FIX
    **SmallCode is a terminal-native AI coding agent built for developers using small LLMs (8B-35B parameters) on local hardware.**
  • mediumhomepage#3
    Add a homepage URL to signal a maintained project

    Why:

    COPY-PASTE FIX
    https://[YOUR_PROJECT_HOMEPAGE_URL_HERE]

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
Ollama
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Ollama · recommended 2×
  2. LM Studio · recommended 2×
  3. Code Llama · recommended 1×
  4. Phind-CodeLlama · recommended 1×
  5. StarCoder2 · recommended 1×
  • CATEGORY QUERY
    What AI coding assistant works effectively with smaller language models on local hardware?
    you: not recommended
    AI recommended (in order):
    1. Code Llama
    2. Ollama
    3. LM Studio
    4. Phind-CodeLlama
    5. StarCoder2
    6. DeepSeek Coder
    7. TabbyML
    8. CodeGeeX2

    AI recommended 8 alternatives but never named Doorman11991/smallcode. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a code generation agent optimized for 8B-35B parameter models on consumer GPUs.
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LM Studio
    3. text-generation-webui (oobabooga/text-generation-webui)
    4. Transformers
    5. vLLM

    AI recommended 5 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