RRepoGEO

REPOGEO REPORT · LITE

synthetic-lab/octofriend

Default branch main · commit ad487225 · scanned 6/2/2026, 1:47:53 PM

GitHub: 980 stars · 78 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 synthetic-lab/octofriend, 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
    Clarify the README's opening to prevent miscategorization as a GitHub management tool

    Why:

    CURRENT
    Octo is a small, helpful, zero-telemetry, cephalopod-flavored coding assistant.
    COPY-PASTE FIX
    Octo is a small, helpful, zero-telemetry, cephalopod-flavored coding assistant for *your local development environment*, not a GitHub repository management tool. Octo is your friend.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    coding-assistant, llm, ai-assistant, developer-tools, privacy, code-generation, code-refactoring, autofix
  • mediumhomepage#3
    Add a homepage URL

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://synthetic.com/octofriend

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 synthetic-lab/octofriend
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Continue
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Continue · recommended 2×
  2. OpenCtx · recommended 1×
  3. aider · recommended 1×
  4. smol-developer · recommended 1×
  5. CodeGPT (VS Code Extension) · recommended 1×
  • CATEGORY QUERY
    What are some open-source coding assistants that support multiple LLM providers?
    you: not recommended
    AI recommended (in order):
    1. Continue
    2. OpenCtx
    3. aider
    4. smol-developer
    5. CodeGPT (VS Code Extension)
    6. Auto-GPT

    AI recommended 6 alternatives but never named synthetic-lab/octofriend. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a privacy-focused AI coding assistant with robust error correction features.
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. GitHub Copilot
    3. Codeium
    4. Tabnine
    5. JetBrains AI Assistant
    6. Continue

    AI recommended 6 alternatives but never named synthetic-lab/octofriend. 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 synthetic-lab/octofriend?
    pass
    AI named synthetic-lab/octofriend explicitly

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

  • If a team adopts synthetic-lab/octofriend in production, what risks or prerequisites should they evaluate first?
    pass
    AI named synthetic-lab/octofriend 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 synthetic-lab/octofriend solve, and who is the primary audience?
    pass
    AI named synthetic-lab/octofriend 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 synthetic-lab/octofriend. 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/synthetic-lab/octofriend.svg)](https://repogeo.com/en/r/synthetic-lab/octofriend)
HTML
<a href="https://repogeo.com/en/r/synthetic-lab/octofriend"><img src="https://repogeo.com/badge/synthetic-lab/octofriend.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

synthetic-lab/octofriend — 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