REPOGEO REPORT · LITE

ferrislucas/promptr

Default branch main · commit 1459f515 · scanned 6/9/2026, 11:47:18 PM

GitHub: 949 stars · 35 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 ferrislucas/promptr, 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 to clarify technology and core function

Why:

CURRENT

# Promptr

Promptr is a CLI tool that lets you use plain English to instruct OpenAI LLM models to make changes to your codebase.

COPY-PASTE FIX

# Promptr: LLM-driven Code Refactoring & Generation CLI

Promptr is a powerful JavaScript/Node.js command-line interface (CLI) tool that enables you to apply plain English instructions from OpenAI LLM models directly to your codebase files. It's ideal for use cases such as refactoring, code generation, and rapid experimentation.

mediumhomepage#2
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://github.com/ferrislucas/promptr
```

lowtopics#3

Refine repository topics for better categorization

Why:

CURRENT

ai, chatgpt, cli, codegen, coding-assistant, command-line, gpt-4, gpt-4o, gpt4, gpt4o, javascript, openai, prompt-engineering, prompt-toolkit, prompt-tuning

COPY-PASTE FIX

ai, chatgpt, cli, codegen, coding-assistant, command-line, gpt-4, gpt-4o, gpt4, gpt4o, javascript, openai, prompt-engineering, prompt-tuning, refactoring, code-refactoring, llm-tools

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 ferrislucas/promptr

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Cursor

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Cursor · recommended 2×
GitHub Copilot · recommended 2×
OpenAI API · recommended 2×
microsoft/vscode · recommended 1×
neovim/neovim · recommended 1×

CATEGORY QUERY
How to apply AI model suggestions directly to codebase files from the command line?
you: not recommended
AI recommended (in order):
1. Cursor
2. VS Code (microsoft/vscode)
3. GitHub Copilot
4. Neovim (neovim/neovim)
5. JetBrains
6. gh (GitHub CLI) (cli/cli)
7. OpenAI API
8. openai Python library (openai/openai-python)
9. GPT-4
10. GPT-3.5 Turbo
11. sed
12. awk
13. patch
14. Code Llama
15. Llama 2 (facebookresearch/llama)
16. ollama (ollama/ollama)
17. Hugging Face Transformers (huggingface/transformers)
18. llama.cpp (ggerganov/llama.cpp)
19. aider (paul-gauthier/aider)
20. gpt-engineer (gpt-engineer-org/gpt-engineer)
AI recommended 20 alternatives but never named ferrislucas/promptr. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a command-line tool to refactor code using natural language prompts and templates.
you: not recommended
AI recommended (in order):
1. Cursor
2. aider
3. Continue
4. OpenAI API
5. Codeium
6. GitHub Copilot
AI recommended 6 alternatives but never named ferrislucas/promptr. 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 ferrislucas/promptr?
pass
AI did not name ferrislucas/promptr — 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 ferrislucas/promptr in production, what risks or prerequisites should they evaluate first?
pass
AI named ferrislucas/promptr 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 ferrislucas/promptr solve, and who is the primary audience?
pass
AI named ferrislucas/promptr explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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Drop this badge into the README of ferrislucas/promptr. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)

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HTML

<a href="https://repogeo.com/en/r/ferrislucas/promptr"><img src="https://repogeo.com/badge/ferrislucas/promptr.svg" alt="RepoGEO" /></a>

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ferrislucas/promptr — 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