# Albert-Weasker/niubigeo

> Open-source tool for tracking brand visibility and competitors in AI answers: given a domain, it shows how models describe your product, whom they recommend, and which sources they cite.

- Magnitude: 2.3 out of 10 — Steady
- Stars: 8,903 total · +7 stars measured 2026-10-29, 00:13–05:02 UTC, ≈ 54 by evening
- Star trust: star growth looks organic
- Category: Language models · Language: TypeScript · License: Apache-2.0 · Created: 2026-09-03 · Last push: 2026-10-23
- GitHub: https://github.com/Albert-Weasker/niubigeo · Homepage: https://niubigeo.ai/ · Page: https://gitnova.dev/en/r/Albert-Weasker/niubigeo

## Useful for

- Check how different models describe your product and which competitors they mention
- Run keyword tests without naming your brand to see who appears in answers
- Set up scheduled monitoring and compare model answers across runs

## Why it’s here

- Star-counter measurements on 2026-10-29 (UTC), 00:13–05:02: 8896 → 8903 stars (+7). This is the change over that interval.
- Estimated end-of-day forecast: about +54 stars, using observed gains and the previous day.
- The repository is 56 days old and already has 8,903 stars.
- Top new repositories in the last 4 months: #75.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 806
- Issues and pull requests: 187
- Watchers: 126
- Average over the last week: 65 per day
- Usual pace: 158 per day
- Stars in the last hour (measured): 1
- Latest release: v0.3.2 (2026-10-23)

## Stars per day, last 30 days (oldest → newest, today is partial)

2026-09-30 … 2026-10-29: 3, 3, 1, 0, 9, 6, 7, 4, 559, 876, 704, 262, 232, 156, 115, 141, 149, 119, 108, 93, 63, 86, 70, 75, 56, 51, 79, 69, 68, 7

## Magnitude by day, last 14 days

10-16 3.2, 10-17 2.9, 10-18 2.6, 10-19 2.6, 10-20 2.3, 10-21 2.1, 10-22 2.3, 10-23 2.2, 10-24 2.4, 10-25 2.2, 10-26 2.3, 10-27 2.5, 10-28 2.5, 10-29 2.3

## Spotted in now

- Top new repositories in the last 4 months: #75

## Similar by description

1. **Cite42/mcp** — 0.0 · Quiet · TypeScript · Not enough measurements today
   MCP server for AI visibility (GEO) and SEO data. Check whether ChatGPT, Claude, Perplexity, Gemini and Google AI Overviews mention your brand, which competitors they name and which sources they cite, plus keyword search volume and Google…
   Full card: https://gitnova.dev/en/r/Cite42/mcp.md

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-10-29 05:11 UTC, updated every 30 minutes.