# TopK — developer ecosystem report

> Pushing state of the art, one flamegraph at a time.

- GitHub org: `topk-io`
- Category: ai
- Overall score: 39.0 / 100
- Overall rank: #496
- Last refreshed: 2026-08-19

## Pillar scores

| Pillar | Score / 100 | Rank | Weight in overall |
| --- | --- | --- | --- |
| Code & Polish | 41.0 | #703 | ~22% |
| Education | 62.0 | #528 | ~18% |
| AI readiness | 51.0 | #167 | part of Reach |
| Builder experience | 0.0 | #1 | ~12% |
| Community | 22.0 | #663 | ~16% |
| Reach | 67.0 | #107 | ~18% |
| Momentum | 38.0 | #364 | ~14% |

## Links

- GitHub: https://github.com/topk-io
- Website: https://topk.io
- Docs: https://docs.topk.io

## Public GitHub totals

| Metric | Value |
| --- | --- |
| Repos analyzed | 12 |
| Stars | 98 |
| Forks | 3 |
| Open issues | 19 |
| Contributors | — |

## Top repositories

| Repo | Stars | Language | Description |
| --- | --- | --- | --- |
| [topk](https://github.com/topk-io/topk) | 90 | Rust | High-quality search for AI-native applications. |
| [bench](https://github.com/topk-io/bench) | 6 | Rust | Reproducible benchmarking tool for evaluating vector databases under realistic workloads. |
| [dars](https://github.com/topk-io/dars) | 2 | Rust | Declarative Agents in Rust |
| [homebrew-topk](https://github.com/topk-io/homebrew-topk) | 0 | Ruby | Homebrew tap for the TopK CLI |
| [regex](https://github.com/topk-io/regex) | 0 | — | An implementation of regular expressions for Rust. This implementation uses finite automata and guarantees linear time m |
| [vectorscan-rs](https://github.com/topk-io/vectorscan-rs) | 0 | — | Rust bindings to the Vectorscan high-performance regex library |
| [cognee-community](https://github.com/topk-io/cognee-community) | 0 | — | Repo for community managed plugins and addons for cognee. |
| [object-store](https://github.com/topk-io/object-store) | 0 | Rust | Rust object_store crate |
| [mem0](https://github.com/topk-io/mem0) | 0 | Python | Universal memory layer for AI Agents |
| [haystack-integrations](https://github.com/topk-io/haystack-integrations) | 0 | — | 🚀 A list of Haystack Integrations, maintained by the community or deepset.  |
| [topk-haystack](https://github.com/topk-io/topk-haystack) | 0 | Python | — |
| [mastra](https://github.com/topk-io/mastra) | 0 | — | From the team behind Gatsby, Mastra is a framework for building AI-powered applications and agents with a modern TypeScr |

## Methodology

Scores are computed from public signals only (GitHub, package registries, docs sites, community platforms). Pillar definitions: https://www.smoower.com/docs.md

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