RRepoGEO

REPOGEO REPORT · LITE

mvanhorn/printing-press-library

Default branch main · commit f50f3a04 · scanned 6/23/2026, 5:56:58 PM

GitHub: 1,659 stars · 458 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
30 /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
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 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 and counter miscategorization

    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, agent-native CLIs designed to streamline data access and interaction for AI agents. It is NOT a document generation library. 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.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    cli, ai-agents, command-line-interface, tools, agent-skills, automation, data-access
  • highlicense#3
    Add a LICENSE file

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the repository root containing the text of your chosen standard open-source license (e.g., MIT, Apache-2.0).

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
jq
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. jq · recommended 1×
  2. curl · recommended 1×
  3. httpie · recommended 1×
  4. aws-cli · recommended 1×
  5. gcloud CLI · recommended 1×
  • CATEGORY QUERY
    Looking for pre-built command-line tools to streamline data access for AI agents.
    you: not recommended
    AI recommended (in order):
    1. jq
    2. curl
    3. httpie
    4. aws-cli
    5. gcloud CLI
    6. Azure CLI
    7. sqlite3 CLI

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

    Show full AI answer
  • CATEGORY QUERY
    Need a collection of ready-to-use CLIs for AI agents to interact with external services.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. ToolJet (ToolJet/ToolJet)
    3. SuperAGI (SuperAGI/SuperAGI)
    4. OpenAI Function Calling
    5. Zapier NLA
    6. Pipedream (PipedreamHQ/pipedream)
    7. Custom Python Scripts

    AI recommended 7 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 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?

  • 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?

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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