RRepoGEO

REPOGEO REPORT · LITE

mvanhorn/cli-printing-press

Default branch main · commit 33ab3d1b · scanned 6/19/2026, 9:37:12 AM

GitHub: 3,598 stars · 383 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
28 /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
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/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 the README's opening paragraph to clarify its unique generative purpose

    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. We built the Printing Press to print the best CLIs in the world for agents.
    COPY-PASTE FIX
    The CLI Printing Press is a generative engine that builds powerful, AI-agent-first CLIs for any API or website. It goes beyond simple API wrappers, fusing data from official docs, community tools, and even sniffed web sources to create token-efficient Go CLIs with SQLite sync, offline search, and compound insight commands.
  • hightopics#2
    Add 'sqlite' to the repository topics

    Why:

    CURRENT
    ai-agents, cli, cli-generator, developer-tools, golang, openapi
    COPY-PASTE FIX
    ai-agents, cli, cli-generator, developer-tools, golang, openapi, sqlite
  • mediumhomepage#3
    Add a homepage URL to the repository's '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
OpenAPITools/openapi-generator
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAPITools/openapi-generator · recommended 1×
  2. tiangolo/typer · recommended 1×
  3. pydantic/pydantic · recommended 1×
  4. pallets/click · recommended 1×
  5. postmanlabs/newman · recommended 1×
  • CATEGORY QUERY
    How can I automatically generate powerful command-line interfaces for APIs, optimized for AI agents?
    you: not recommended
    AI recommended (in order):
    1. OpenAPI Generator (OpenAPITools/openapi-generator)
    2. Typer (tiangolo/typer)
    3. Pydantic (pydantic/pydantic)
    4. Click (pallets/click)
    5. Newman (postmanlabs/newman)
    6. OpenAPI-CLI (Redocly/openapi-cli)
    7. swagger-parser (APIDevTools/swagger-parser)
    8. json-schema-ref-parser (APIDevTools/json-schema-ref-parser)
    9. commander (tj/commander.js)
    10. yargs (yargs/yargs)

    AI recommended 10 alternatives but never named mvanhorn/cli-printing-press. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help build CLIs with offline data sync and compound commands in Go?
    you: not recommended
    AI recommended (in order):
    1. Cobra (spf13/cobra)
    2. SQLite
    3. GORM (go-gorm/gorm)
    4. Viper (spf13/viper)
    5. BadgerDB (dgraph-io/badger)
    6. urfave/cli (urfave/cli)
    7. BoltDB (etcd-io/bbolt)
    8. Clap
    9. go-sqlite3 (mattn/go-sqlite3)
    10. Kingpin (alecthomas/kingpin)
    11. LevelDB
    12. gRPC (grpc/grpc-go)

    AI recommended 12 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 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?

Embed your GEO score

Drop this badge into the README of mvanhorn/cli-printing-press. 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/cli-printing-press.svg)](https://repogeo.com/en/r/mvanhorn/cli-printing-press)
HTML
<a href="https://repogeo.com/en/r/mvanhorn/cli-printing-press"><img src="https://repogeo.com/badge/mvanhorn/cli-printing-press.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

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