RRepoGEO

REPOGEO REPORT · LITE

1rgs/nanocode

Default branch master · commit b009d3db · scanned 5/26/2026, 3:43:06 PM

GitHub: 2,404 stars · 238 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 1rgs/nanocode, 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 H1 and first sentence to clarify AI agent role

    Why:

    CURRENT
    # nanocode

Minimal Claude Code alternative. Single Python file, zero dependencies, ~250 lines.
    COPY-PASTE FIX
    # nanocode: A minimal AI code agent

This project is a self-contained, zero-dependency Python script that acts as an AI code agent, offering a minimal alternative to Claude Code for AI-driven development.
  • hightopics#2
    Add relevant topics for AI agents and Python

    Why:

    COPY-PASTE FIX
    python, ai-agent, llm, code-generation, claude, cli-tool, zero-dependency
  • mediumlicense#3
    Create a LICENSE file with the MIT license

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the root of the repository containing the standard MIT License text.

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 1rgs/nanocode
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. LlamaIndex · recommended 1×
  3. Haystack · recommended 1×
  4. AutoGPT · recommended 1×
  5. OpenAI Assistants API · recommended 1×
  • CATEGORY QUERY
    How can I build a simple AI code agent with file system and shell tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. OpenAI Assistants API
    6. CrewAI

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

    Show full AI answer
  • CATEGORY QUERY
    Looking for a lightweight Python script for AI-driven code generation and file manipulation.
    you: not recommended
    AI recommended (in order):
    1. openai (openai/openai-python)
    2. langchain (langchain-ai/langchain)
    3. litellm (BerriAI/litellm)
    4. instructor (jxnl/instructor)
    5. guardrails-ai (guardrails-ai/guardrails)
    6. huggingface_hub (huggingface/huggingface_hub)
    7. fastapi (tiangolo/fastapi)

    AI recommended 7 alternatives but never named 1rgs/nanocode. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 1rgs/nanocode?
    pass
    AI named 1rgs/nanocode explicitly

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

  • If a team adopts 1rgs/nanocode in production, what risks or prerequisites should they evaluate first?
    pass
    AI named 1rgs/nanocode 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 1rgs/nanocode solve, and who is the primary audience?
    pass
    AI named 1rgs/nanocode explicitly

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

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1rgs/nanocode — 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