RRepoGEO

REPOGEO REPORT · LITE

rasbt/mini-coding-agent

Default branch main · commit 717cae4f · scanned 6/2/2026, 12:27:52 AM

GitHub: 895 stars · 171 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 rasbt/mini-coding-agent, 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 the README's opening to emphasize its educational purpose

    Why:

    CURRENT
    # Mini-Coding-Agent

This folder contains a small standalone coding agent:
    COPY-PASTE FIX
    # Mini-Coding-Agent

This repository provides a minimal and readable Python implementation of a coding agent harness, designed specifically to explain and demonstrate the core components of coding agents for learning purposes. It features a small standalone agent with:
  • mediumtopics#2
    Add more specific topics to highlight educational and minimal aspects

    Why:

    CURRENT
    agents, ai, large-language-models, llms, python
    COPY-PASTE FIX
    agents, ai, large-language-models, llms, python, educational, coding-agent-tutorial, minimal-implementation, agent-harness, learning-resource
  • mediumreadme#3
    Add a clarifying statement about the repo's scope in the README

    Why:

    COPY-PASTE FIX
    Note: This project is intended as a learning harness and educational resource to understand agent components, not a production-ready framework like LangChain or AutoGen.

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 rasbt/mini-coding-agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. OpenAI API · recommended 1×
  3. Hugging Face Transformers · recommended 1×
  4. Google Gemini API · recommended 1×
  5. Anthropic Claude API · recommended 1×
  • CATEGORY QUERY
    How to implement a basic AI coding agent in Python for learning purposes?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. LangChain
    3. Hugging Face Transformers
    4. Google Gemini API
    5. Anthropic Claude API
    6. LiteLLM

    AI recommended 6 alternatives but never named rasbt/mini-coding-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python framework to build custom local AI coding agents with structured tools.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. CrewAI
    5. AutoGen
    6. Guidance

    AI recommended 6 alternatives but never named rasbt/mini-coding-agent. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 rasbt/mini-coding-agent?
    pass
    AI did not name rasbt/mini-coding-agent — 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 rasbt/mini-coding-agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named rasbt/mini-coding-agent 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 rasbt/mini-coding-agent solve, and who is the primary audience?
    pass
    AI named rasbt/mini-coding-agent explicitly

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

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rasbt/mini-coding-agent — 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