RRepoGEO

REPOGEO REPORT · LITE

banteg/takopi

Default branch master · commit e0123d4f · scanned 6/21/2026, 2:12:09 PM

GitHub: 1,014 stars · 129 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
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 banteg/takopi, 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
  • highabout#1
    Update the repository description to be functionally explicit

    Why:

    CURRENT
    he just wants to help-pi!
    COPY-PASTE FIX
    Telegram bridge for orchestrating AI coding assistants (Codex, Claude, OpenCode, Pi) across multiple projects and Git worktrees.
  • highreadme#2
    Reposition the README's core descriptive sentence to appear immediately after the H1

    Why:

    CURRENT
    🐙 *he just wants to help-pi*

telegram bridge for codex, claude code, opencode, pi. manage multiple projects and worktrees, stream progress, and resume sessions anywhere.
    COPY-PASTE FIX
    Telegram bridge for Codex, Claude Code, OpenCode, and Pi. Manage multiple projects and Git worktrees, stream progress, and resume sessions anywhere.

🐙 *he just wants to help-pi*
  • mediumtopics#3
    Expand repository topics to include broader categorization terms

    Why:

    CURRENT
    agent, bridge, claude, codex, opencode, telegram, worktree
    COPY-PASTE FIX
    agent, ai-assistant, ai-orchestration, bridge, claude, codex, dev-tools, git, opencode, pi, telegram, worktree

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 banteg/takopi
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Slack
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Slack · recommended 1×
  2. Microsoft Teams · recommended 1×
  3. Discord · recommended 1×
  4. Mattermost · recommended 1×
  5. Telegram · recommended 1×
  • CATEGORY QUERY
    How can I manage coding projects and AI agent interactions through a chat application?
    you: not recommended
    AI recommended (in order):
    1. Slack
    2. Microsoft Teams
    3. Discord
    4. Mattermost
    5. Telegram

    AI recommended 5 alternatives but never named banteg/takopi. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool to orchestrate AI coding assistants across multiple git worktrees and projects.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. GitLab Duo
    3. JetBrains AI Assistant
    4. Cursor
    5. Codeium
    6. Tabnine
    7. OpenAI API
    8. Anthropic API
    9. Gemini

    AI recommended 9 alternatives but never named banteg/takopi. 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 banteg/takopi?
    pass
    AI named banteg/takopi explicitly

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

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

    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 banteg/takopi. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/banteg/takopi.svg)](https://repogeo.com/en/r/banteg/takopi)
HTML
<a href="https://repogeo.com/en/r/banteg/takopi"><img src="https://repogeo.com/badge/banteg/takopi.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

banteg/takopi — 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