RRepoGEO

REPOGEO REPORT · LITE

bhouston/mycoder

Default branch main · commit 774e068e · scanned 6/13/2026, 12:36:49 PM

GitHub: 568 stars · 55 forks

AI VISIBILITY SCORE
40 /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
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 bhouston/mycoder, 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 H1 and opening paragraph to emphasize 'autonomous AI agent system'

    Why:

    CURRENT
    # MyCoder

Command-line interface for AI-powered coding tasks.
    COPY-PASTE FIX
    # MyCoder: An Autonomous AI Agent System for Coding

MyCoder is a powerful command-line interface (CLI) for AI-powered coding tasks, designed as an autonomous agent system. It uniquely leverages a user-editable `plan.md` file for transparent control over the AI's workflow, enabling self-modification and parallel execution for complex software development.
  • mediumtopics#2
    Add more specific topics related to autonomous agents and developer tools

    Why:

    CURRENT
    agent, agentic, ai, claude, coder, coding, software, swe, swe-agent, tool-use, tools
    COPY-PASTE FIX
    agent, agentic, ai, claude, coder, coding, software, swe, swe-agent, tool-use, tools, autonomous-agent, code-generation, developer-tool, cli-tool, software-development-agent, github-integration
  • mediumreadme#3
    Add a dedicated section highlighting the `plan.md` differentiator

    Why:

    COPY-PASTE FIX
    ## Why MyCoder? The `plan.md` Advantage

Unlike many AI coding assistants, MyCoder centers its workflow around a user-editable `plan.md` file. This unique approach provides unparalleled transparency and direct control over the AI agent's steps, allowing developers to guide, review, and refine the autonomous coding process with precision. This makes MyCoder ideal for complex projects requiring detailed oversight and iterative development.

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 bhouston/mycoder
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Cursor
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Cursor · recommended 1×
  2. gpt-engineer/gpt-engineer · recommended 1×
  3. Significant-Gravitas/Auto-GPT · recommended 1×
  4. reworkd/AgentGPT · recommended 1×
  5. TransformerOptimus/SuperAGI · recommended 1×
  • CATEGORY QUERY
    How to use an AI agent for autonomous coding and software development tasks?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. GPT-Engineer (gpt-engineer/gpt-engineer)
    3. Auto-GPT (Significant-Gravitas/Auto-GPT)
    4. Agent-GPT (reworkd/AgentGPT)
    5. SuperAGI (TransformerOptimus/SuperAGI)
    6. GitHub Copilot
    7. Copilot X
    8. OpenAI API
    9. GPT-4
    10. GPT-3.5 Turbo
    11. LangChain (langchain-ai/langchain)
    12. LlamaIndex (run-llama/llama_index)
    13. Code Interpreter
    14. ChatGPT Plus
    15. VS Code (microsoft/vscode)
    16. Git (git/git)

    AI recommended 16 alternatives but never named bhouston/mycoder. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a CLI-based AI coding assistant with self-modification and GitHub integration.
    you: not recommended
    AI recommended (in order):
    1. SmolAI (Smol Developer)
    2. Aider
    3. OpenDevin
    4. GPT-Engineer
    5. Continue.dev (CLI mode)

    AI recommended 5 alternatives but never named bhouston/mycoder. 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 bhouston/mycoder?
    pass
    AI named bhouston/mycoder explicitly

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

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

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

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bhouston/mycoder — 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