RRepoGEO

REPOGEO REPORT · LITE

JuliaRegistries/General

Default branch master · commit 0972a47a · scanned 5/31/2026, 11:03:06 PM

GitHub: 711 stars · 565 forks

AI VISIBILITY SCORE
69 /100
Needs work
Category recall
1 / 2
Avg rank #1.0 when recommended
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 JuliaRegistries/General, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    julia, package-registry, package-management, dependency-management, open-source, ecosystem
  • highreadme#2
    Reposition the README's opening sentence to emphasize package discovery and installation

    Why:

    CURRENT
    General is the default Julia package registry. Package registries are used by Julia's package manag
    COPY-PASTE FIX
    General is the official and default package registry for the Julia programming language, serving as the central catalog for discovering, installing, and managing Julia packages and their dependencies.
  • mediumreadme#3
    Add a section to the README clarifying the relationship with JuliaHub and other package portals

    Why:

    COPY-PASTE FIX
    ## Relationship to JuliaHub and other package portals
JuliaRegistries/General serves as the foundational, version-controlled metadata source for all official Julia packages. While user-facing platforms like JuliaHub provide a convenient interface for browsing and searching packages, they rely on the data maintained within this registry for their listings and dependency information. This repository is the authoritative source for package metadata, ensuring consistency and reliability across the Julia ecosystem.

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
1 / 2
50% of queries surface JuliaRegistries/General
Avg rank
#1.0
Lower is better. #1 = top recommendation.
Share of voice
8%
Of all named tools, what % are you?
Top rival
JuliaHub
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. JuliaHub · recommended 2×
  2. Julia Package Directory · recommended 1×
  3. GitHub · recommended 1×
  4. Julia Discourse Forum · recommended 1×
  5. Awesome Julia · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive catalog of available Julia programming language packages?
    you: #1
    AI recommended (in order):
    1. JuliaRegistries/General (JuliaRegistries/General) ← you
    2. Julia Package Directory
    3. JuliaHub
    4. GitHub
    5. Julia Discourse Forum
    6. Awesome Julia
    Show full AI answer
  • CATEGORY QUERY
    How do I discover and install new libraries for my Julia development projects?
    you: not recommended
    AI recommended (in order):
    1. Pkg
    2. Julia Package Registry
    3. JuliaHub
    4. Julia Discourse
    5. Awesome Julia List (svaksha/Julia.jl)
    6. GitHub Trending

    AI recommended 6 alternatives but never named JuliaRegistries/General. 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 JuliaRegistries/General?
    pass
    AI named JuliaRegistries/General explicitly

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

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

Subscribe to Pro for deep diagnoses

JuliaRegistries/General — 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