RRepoGEO

REPOGEO REPORT · LITE

duckbugio/flock

Default branch main · commit 236aa6a2 · scanned 6/18/2026, 4:18:01 PM

GitHub: 678 stars · 0 forks

AI VISIBILITY SCORE
35 /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
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 duckbugio/flock, 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
  • hightopics#1
    Add specific topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agent, llm, claude, telegram-bot, dev-team, autonomous-ai, code-generation, pull-requests, go
  • highreadme#2
    Reposition the README H1 and first sentence for clarity

    Why:

    CURRENT
    # DuckFlock

Run a **Claude Code AI dev team** and drive it from **Telegram** — with an **isolated workspace per chat**.
    COPY-PASTE FIX
    # DuckFlock: Autonomous AI Dev Team for Telegram

**DuckFlock** is an autonomous AI dev team bot that runs on your server, driven from Telegram. It orchestrates a **Claude Code AI dev team** with an isolated workspace per chat, handling planning, coding, testing, reviewing, and pull requests.
  • mediumreadme#3
    Add a sentence differentiating from generic AI assistants

    Why:

    CURRENT
    A native Go service that drives the Claude Code CLI as a dev team and exposes it through a Telegram adapter — per-chat isolation, parallel chats, PR poller, voice, … — all shipped as one prebuilt image.
    COPY-PASTE FIX
    Unlike simple AI assistants or code completion tools, DuckFlock provides a full, autonomous AI development *team* that manages the entire software development lifecycle from feature description to pull request.

A native Go service that drives the Claude Code CLI as a dev team and exposes it through a Telegram adapter — per-chat isolation, parallel chats, PR poller, voice, … — all shipped as one prebuilt image.

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 duckbugio/flock
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot Chat
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot Chat · recommended 1×
  2. Cursor · recommended 1×
  3. OpenAI ChatGPT · recommended 1×
  4. Google Gemini · recommended 1×
  5. Google Bard · recommended 1×
  • CATEGORY QUERY
    How can I automate software development tasks using an AI agent via chat?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Chat
    2. Cursor
    3. OpenAI ChatGPT
    4. Google Gemini
    5. Google Bard
    6. Tabnine Chat
    7. Cody by Sourcegraph

    AI recommended 7 alternatives but never named duckbugio/flock. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help create an autonomous AI development team for coding and pull requests?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. Cursor.sh
    3. CodiumAI
    4. DeepSource
    5. GitLab Code Suggestions
    6. CodeRabbit
    7. LinearB

    AI recommended 7 alternatives but never named duckbugio/flock. 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 duckbugio/flock?
    pass
    AI named duckbugio/flock explicitly

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

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

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

Embed your GEO score

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duckbugio/flock — 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