RRepoGEO

REPOGEO REPORT · LITE

mvanhorn/printing-press-library

Default branch main · commit 37af2c7d · scanned 5/24/2026, 5:51:53 PM

GitHub: 1,282 stars · 299 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 mvanhorn/printing-press-library, 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
    Reposition README opening to clarify purpose for AI agents and web services

    Why:

    CURRENT
    Nothing is more valuable than time and money. In a world of AI agents, that's speed and token spend. A well-designed CLI is muscle memory for an agent: no hunting through docs, no wrong turns, no wasted tokens. The CLI Printing Press prints those CLIs. This repo is the catalog of CLIs already printed and ready to install.
    COPY-PASTE FIX
    The Printing Press Library is a curated catalog of pre-built command-line interface (CLI) tools, optimized for AI agents and developers, to efficiently interact with diverse web services and APIs. Each CLI provides direct, structured access to platforms like ESPN, Kayak, and Sentry, eliminating the need for complex API integration or web scraping.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    cli, ai-agents, web-services, api-client, command-line, automation, generative-ai, tools, library, data-access
  • highlicense#3
    Add a LICENSE file to clarify usage terms

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).

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 mvanhorn/printing-press-library
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
cURL
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. cURL · recommended 1×
  2. HTTPie · recommended 1×
  3. Wget · recommended 1×
  4. jq · recommended 1×
  5. aws-cli · recommended 1×
  • CATEGORY QUERY
    How can I quickly access common web services and APIs via command line tools?
    you: not recommended
    AI recommended (in order):
    1. cURL
    2. HTTPie
    3. Wget
    4. jq
    5. aws-cli
    6. gcloud CLI
    7. Azure CLI

    AI recommended 7 alternatives but never named mvanhorn/printing-press-library. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking pre-built CLI tools for AI agents to interact with diverse online platforms.
    you: not recommended
    AI recommended (in order):
    1. Browserless (browserless/browserless)
    2. Playwright (microsoft/playwright)
    3. Puppeteer (puppeteer/puppeteer)
    4. curl (curl/curl)
    5. httpie (httpie/httpie)
    6. AWS CLI (aws/aws-cli)
    7. Azure CLI (Azure/azure-cli)
    8. gcloud CLI (GoogleCloudPlatform/cloud-sdk)
    9. jq (stedolan/jq)

    AI recommended 9 alternatives but never named mvanhorn/printing-press-library. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 mvanhorn/printing-press-library?
    pass
    AI did not name mvanhorn/printing-press-library — 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?

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

Subscribe to Pro for deep diagnoses

mvanhorn/printing-press-library — 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