# grafyx-coderankembed-onnx

ONNX-int8 mirror of [`nomic-ai/CodeRankEmbed`](https://huggingface.co/nomic-ai/CodeRankEmbed)
for use with [Grafyx](https://github.com/bilal07karadeniz/Grafyx) via
[fastembed](https://github.com/qdrant/fastembed).

- **Base model:** nomic-ai/CodeRankEmbed (137M params)
- **Original ONNX-int8 conversion:** [`mrsladoje/CodeRankEmbed-onnx-int8`](https://huggingface.co/mrsladoje/CodeRankEmbed-onnx-int8)
  — re-hosted here to give Grafyx a stable, version-pinned artifact.
- **License:** MIT (inherits the base model's license)
- **Format:** ONNX, dynamic int8 quantized
- **Pooling:** CLS
- **Normalization:** L2 (cosine-ready)
- **Embedding dim:** 768
- **Query prefix (required):** `Represent this query for searching relevant code: `

Used by Grafyx's `find_related_code` MCP tool when `GRAFYX_ENCODER=coderankembed`.