REPOGEO REPORT · LITE

siddsachar/row-bot

Default branch main · commit 0be5eaac · scanned 6/6/2026, 2:31:17 AM

GitHub: 1,228 stars · 141 forks

AI VISIBILITY SCORE

40 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 warn · 0 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 siddsachar/row-bot, 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

Add an explicit disclaimer to the README about Row-Bot's purpose

Why:

CURRENT

The current README starts with "Row-Bot is a local-first desktop AI assistant for reasoning through work..."

COPY-PASTE FIX

Add this sentence prominently near the top, perhaps right after the H1 or the first paragraph: "Please note: Row-Bot is *not* a tool for physical rowing machines or sports tracking. It is a powerful, local-first desktop AI assistant for personal AI sovereignty."

mediumreadme#2

Rephrase the README's opening to emphasize core value proposition

Why:

CURRENT

Row-Bot is a local-first desktop AI assistant for reasoning through work, orchestrating tools and models, and getting durable tasks done on your machine. The name is literal: **Reason. Orchestrate. Work.**

COPY-PASTE FIX

Row-Bot is your **personal, local-first AI assistant** for desktop, designed for **AI sovereignty**. It empowers you with integrated **tools, a personal knowledge graph, voice, vision, shell, browser automation, and scheduled tasks**. Run it locally via Ollama or opt-in cloud models, ensuring **your data stays on your machine**.

lowtopics#3

Expand topics with more specific terms for desktop and personal AI

Why:

CURRENT

ai-assistant, langchain, langchain-python, local-llm, ollama, privacy, react-agent, sovereign-ai

COPY-PASTE FIX

ai-assistant, desktop-ai, personal-ai, local-first, local-llm, ollama, privacy, sovereign-ai, langchain, langchain-python, react-agent, ai-automation, knowledge-graph, voice-ai, vision-ai, shell-automation, browser-automation

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 siddsachar/row-bot

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

jan-ai/jan

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

jan-ai/jan · recommended 1×
LM Studio · recommended 1×
ollama/ollama · recommended 1×
open-webui/open-webui · recommended 1×
go-skynet/LocalAI · recommended 1×

CATEGORY QUERY
Looking for a desktop AI assistant that keeps data local and integrates with system tools.
you: not recommended
AI recommended (in order):
1. Jan (jan-ai/jan)
2. LM Studio
3. Ollama (ollama/ollama)
4. Open WebUI (open-webui/open-webui)
5. LocalAI (go-skynet/LocalAI)
6. PrivateGPT (imartinez/privateGPT)
7. Python
8. llama.cpp (ggerganov/llama.cpp)
9. llama-cpp-python (abetlen/llama-cpp-python)
10. Transformers (huggingface/transformers)
11. subprocess
12. os
13. pyautogui (asweigart/pyautogui)
14. AppKit
15. win32com
AI recommended 15 alternatives but never named siddsachar/row-bot. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Need an AI assistant to automate tasks, orchestrate local and remote language models privately.
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. Ollama
4. Haystack
5. Open-WebUI
6. LocalAI
AI recommended 6 alternatives but never named siddsachar/row-bot. This is the gap to close.
Show full AI answer

Objective checks

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

Metadata completeness
pass
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 siddsachar/row-bot?
pass
AI named siddsachar/row-bot explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts siddsachar/row-bot in production, what risks or prerequisites should they evaluate first?
pass
AI named siddsachar/row-bot 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 siddsachar/row-bot solve, and who is the primary audience?
pass
AI named siddsachar/row-bot 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 siddsachar/row-bot. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/siddsachar/row-bot.svg)](https://repogeo.com/en/r/siddsachar/row-bot)

HTML

<a href="https://repogeo.com/en/r/siddsachar/row-bot"><img src="https://repogeo.com/badge/siddsachar/row-bot.svg" alt="RepoGEO" /></a>

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siddsachar/row-bot — 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