# Knowhere review

> Knowhere extracts, parses, and outputs structured chunks ready for AI Agents and RAG.

Devtoolwatch Board, the week of Oct 25–31, 2026. Canonical page: https://index.devtoolwatch.com/tools/ontos-ai-knowhere/

## Knowhere at a glance

- **Category:** [RAG, data and memory](https://index.devtoolwatch.com/categories/rag-data-and-memory/)
- **Website:** [knowhereto.ai](https://knowhereto.ai)

## Usage data (the week of Oct 25–31, 2026)

- Board rank: #115 overall, #10 in RAG, data and memory, momentum score 60
- New GitHub stars per week (last 12 weeks): Aug 9: 144; Aug 16: 162; Aug 23: 145; Aug 30: 155; Sep 6: 267; Sep 13: 180; Sep 20: 122; Sep 27: 115; Oct 4: 53; Oct 11: 84; Oct 18: 89; Oct 25: 90

## Knowhere alternatives

| Rank | Tool | Stars | Downloads/wk |
|---|---|---|---|
| #1 | [XERJ](https://index.devtoolwatch.com/tools/xerj-org-xerj/) | 17.9k | – |
| #2 | [Memvid](https://index.devtoolwatch.com/tools/memvid-memvid/) | 17.3k | – |
| #3 | [LEANN](https://index.devtoolwatch.com/tools/startrail-org-leann/) | 13.7k | – |
| #4 | [Graphify](https://index.devtoolwatch.com/tools/graphify-labs-graphify/) | 140k | 480.7k |
| #5 | [MarkItDown](https://index.devtoolwatch.com/tools/markitdown/) | 193.2k | 4.7M |
| #6 | [Firecrawl](https://index.devtoolwatch.com/tools/firecrawl/) | 197.4k | 2.9M |

## Knowhere FAQ

### How popular is Knowhere?

Knowhere has 3.9k GitHub stars as of Nov 1, 2026. It gained 90 new stars in the week of Oct 25–31, 2026, against a 12-week average of 134 a week. That made it #10 among RAG, data and memory tools on the Devtoolwatch Board.

### What are the best alternatives to Knowhere?

Other RAG, data and memory tools on the Devtoolwatch Board in the week of Oct 25–31, 2026, by momentum: XERJ (#1), Memvid (#2), LEANN (#3), Graphify (#4), MarkItDown (#5). The alternatives table above has their numbers.

## Sources

1. [Devtoolwatch Board, the week of Oct 25–31, 2026](https://index.devtoolwatch.com/)