# Bay Run

> Bay Run — barneywohl-bay-run. Use this tool when you need to streamline model management and deployment for various tasks, such as text classification, extraction, and reranking, by discovering and serving specialist models through OpenAI-compatible endpoints. It solves problems related to model evaluation, routing, and embedding, providing a unified interface for inputs like text data and outputs like classified or extracted information. Ideal for applications requiring flexible and efficient model deployment, Bay Run simplifies the process of integrating and utilizing multiple models.

Canonical page: https://skillsregistry.net/skills/barneywohl-bay-run  
JSON: https://api.skillsregistry.net/v1/skills/barneywohl-bay-run

## Description

Enables agents to discover, evaluate, and serve task-specialist models (embeddings, reranking, classification, extraction) with OpenAI-compatible endpoints and MCP tools for routing, embedding, reranking, and extraction.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-08-29

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-29

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/nfi1n9vcmy)
- **Repository:** <https://github.com/barneywohl/bay-run>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "barneywohl-bay-run"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/barneywohl-bay-run` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/barneywohl-bay-run/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt