RRepoGEO

REPOGEO REPORT · LITE

mvanhorn/cli-printing-press

Default branch main · commit 89816d49 · scanned 5/20/2026, 9:27:20 AM

GitHub: 2,278 stars · 217 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
22 /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
1 / 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/cli-printing-press, 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 H1 and add a direct tagline

    Why:

    CURRENT
    # CLI Printing Press

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. We built the Printing Press to print the best CLIs in the world for agents.
    COPY-PASTE FIX
    # CLI Printing Press: Generate AI-Native CLIs from Any API

The CLI Printing Press is a specialized tool that automatically generates powerful, token-efficient command-line interfaces (CLIs) specifically designed for AI agents. It reverse-engineers APIs, absorbs features from competing tools, and builds 'GOAT' CLIs with SQLite sync, offline search, and compound insight commands, all optimized for AI agent interaction.
  • mediumtopics#2
    Refine GitHub topics for better categorization

    Why:

    CURRENT
    ai-agents, cli, cli-generator, developer-tools, golang, openapi
    COPY-PASTE FIX
    ai-agents, cli-generator, api-cli-generator, openapi, golang, agent-tools, api-reverse-engineering, offline-cli, sqlite-cli, token-efficient-cli
  • mediumhomepage#3
    Add a homepage URL to the About section

    Why:

    COPY-PASTE FIX
    https://github.com/mvanhorn/cli-printing-press

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/cli-printing-press
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Click
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Click · recommended 2×
  2. Typer · recommended 2×
  3. Cobra · recommended 2×
  4. Rich · recommended 1×
  5. Prompt Toolkit · recommended 1×
  • CATEGORY QUERY
    How to generate CLIs for AI agents that are token-efficient and provide rich insights?
    you: not recommended
    AI recommended (in order):
    1. Click
    2. Rich
    3. Typer
    4. Prompt Toolkit
    5. Argparse
    6. colorama
    7. blessings
    8. Cobra
    9. fatih/color (fatih/color)
    10. olekukonko/tablewriter (olekukonko/tablewriter)
    11. charmbracelet/lipgloss (charmbracelet/lipgloss)

    AI recommended 11 alternatives but never named mvanhorn/cli-printing-press. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help build powerful command-line interfaces from various API definitions with offline search?
    you: not recommended
    AI recommended (in order):
    1. OpenAPI Generator
    2. Algolia DocSearch
    3. Lunr.js
    4. FlexSearch.js
    5. Typer
    6. Pydantic
    7. lunr-py
    8. SQLite FTS
    9. Cobra
    10. go-swagger
    11. Bleve
    12. TinySegmenter
    13. Oclif
    14. Click
    15. fuse.js
    16. Newman

    AI recommended 16 alternatives but never named mvanhorn/cli-printing-press. 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 mvanhorn/cli-printing-press?
    pass
    AI did not name mvanhorn/cli-printing-press — 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/cli-printing-press in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mvanhorn/cli-printing-press 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/cli-printing-press solve, and who is the primary audience?
    pass
    AI did not name mvanhorn/cli-printing-press — 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?

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mvanhorn/cli-printing-press — 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