RRepoGEO

REPOGEO REPORT · LITE

batrachianai/toad

Default branch main · commit dd4f90e8 · scanned 6/26/2026, 12:51:52 AM

GitHub: 3,251 stars · 150 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 batrachianai/toad, 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 clearly state it's a terminal interface for AI coding agents

    Why:

    CURRENT
    # Toad

A unified interface for AI in your terminal (release announcement).
    COPY-PASTE FIX
    # Toad

A unified terminal user interface (TUI) for discovering, installing, and interacting with multiple AI coding agents and assistants.
  • mediumtopics#2
    Expand repository topics to include more specific AI assistant and terminal-related keywords

    Why:

    CURRENT
    agents-ui, ai, claude, claude-code, codex-cli, commercial-license, copilot, textual, tui
    COPY-PASTE FIX
    agents-ui, ai, claude, claude-code, codex-cli, commercial-license, copilot, textual, tui, ai-assistant, coding-assistant, terminal-ai, agent-management, cli-tool
  • mediumabout#3
    Update the repository description to explicitly mention AI coding agents and TUI

    Why:

    CURRENT
    A unified interface for AI in your terminal.
    COPY-PASTE FIX
    A unified terminal user interface (TUI) for discovering, installing, and interacting with multiple AI coding agents and assistants.

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 batrachianai/toad
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
smol-ai/smol-developer
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. smol-ai/smol-developer · recommended 2×
  2. Open Interpreter · recommended 2×
  3. Continue.dev · recommended 1×
  4. Aider · recommended 1×
  5. ShellGPT · recommended 1×
  • CATEGORY QUERY
    What is a good terminal user interface for interacting with multiple AI coding assistants?
    you: not recommended
    AI recommended (in order):
    1. Continue.dev
    2. smol-ai/smol-developer (smol-ai/smol-developer)
    3. Open Interpreter
    4. Aider
    5. ShellGPT
    6. TermGPT
    7. Custom Zsh/Bash Functions with `curl`

    AI recommended 7 alternatives but never named batrachianai/toad. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I find and manage various AI coding agents directly from my command line?
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter
    2. Continue
    3. smol-ai/smol-developer (smol-ai/smol-developer)
    4. aider
    5. GPT-CLI (mshumer/gpt-cli)
    6. Shell-GPT
    7. Ollama

    AI recommended 7 alternatives but never named batrachianai/toad. 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 batrachianai/toad?
    pass
    AI named batrachianai/toad explicitly

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

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

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

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batrachianai/toad — 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