RRepoGEO

REPOGEO REPORT · LITE

fluffypony/dothething

Default branch main · commit 1e29ffc4 · scanned 6/20/2026, 9:24:08 PM

GitHub: 944 stars · 179 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
28 /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
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 fluffypony/dothething, 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

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

OVERALL DIRECTION
  • highreadme#1
    Reinforce current purpose and active status in README's opening

    Why:

    CURRENT
    # dothething

Dothething (DTT) is a local AI agent. You give it a task, walk away, and come back to results.
    COPY-PASTE FIX
    # dothething

Dothething (DTT) is an actively maintained, local autonomous AI agent. You describe a complex task in plain English, and it handles research, browser automation, file editing, and code execution until the job is done.
  • mediumcomparison#2
    Add a 'Comparison to Alternatives' section in the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

Dothething stands out from other autonomous AI agents like AutoGPT, SuperAGI, and Open Interpreter by focusing on local execution, deep browser automation capabilities (Notte, Camoufox), and robust local search (SearXNG). Unlike cloud-dependent agents, DTT prioritizes privacy and control, allowing full customization of tools and skills directly on your machine. Its unique ability to accept mid-task input and manage its own configuration via natural language also sets it apart.

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 fluffypony/dothething
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AutoGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AutoGPT · recommended 2×
  2. SuperAGI · recommended 2×
  3. GPT-Engineer · recommended 2×
  4. AgentGPT · recommended 2×
  5. BabyAGI · recommended 1×
  • CATEGORY QUERY
    What autonomous AI agents can perform research, browser automation, and file editing?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. BabyAGI
    3. SuperAGI
    4. GPT-Engineer
    5. AgentGPT
    6. CrewAI
    7. LangChain Agents

    AI recommended 7 alternatives but never named fluffypony/dothething. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a local AI assistant to break down and execute multi-step tasks with code?
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter
    2. GPT-Engineer
    3. AutoGPT
    4. AgentGPT
    5. SuperAGI
    6. LangChain
    7. Ollama
    8. LM Studio
    9. Code Llama
    10. Phind-CodeLlama

    AI recommended 10 alternatives but never named fluffypony/dothething. 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 fluffypony/dothething?
    pass
    AI named fluffypony/dothething explicitly

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

  • If a team adopts fluffypony/dothething in production, what risks or prerequisites should they evaluate first?
    pass
    AI named fluffypony/dothething 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 fluffypony/dothething solve, and who is the primary audience?
    pass
    AI did not name fluffypony/dothething — 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?

Embed your GEO score

Drop this badge into the README of fluffypony/dothething. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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fluffypony/dothething — 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