mixedbread-skills
Agent skills for search, RAG, parsing, completions, and model harnesses with Mixedbread.
Open source Open in the app JSON README (API)
About
Agent skills for search, RAG, parsing, completions, and model harnesses with Mixedbread.
Details
- Kind
- Plugins
- Topic
- AI, RAG & memory
- Publisher
- mixedbread-ai
- Origin
- gemini
- Category
- ferramentas
- Stars
- 13
- Forks
- 2
- Open pull requests
- 1
- Last push
- 2026-09-04T15:24:26Z
- Repository state
- ativo
- Language
- Shell
- License
- Apache-2.0
- Added
- 2026-08-30 14:13:39
- Updated
- 2026-08-30 14:13:39
- Origin id
mixedbread-ai/skills
README
<div align="center">
<a href="https://github.com/mixedbread-ai/skills">
<img src="public/logo_mb.svg" alt="Mixedbread Logo" width="96" height="96" />
</a>
<h1>Mixedbread Skills</h1>
<p><em>All Mixedbread Skills you ever need.</em></p>
</div>
Agent skills for building search, RAG, document parsing, search-grounded completions, and agent harnesses with [Mixedbread](https://www.mixedbread.com). Compatible with Claude Code, Cursor, Codex, Gemini CLI, and [20+ other agents](https://skills.sh/).
## Installation
Install all skills with one command (works with Claude Code, Cursor, Codex, Gemini CLI, and more):
```bash
npx skills add mixedbread-ai/skills
```
Or install globally for all projects:
```bash
npx skills add mixedbread-ai/skills -g
```
Browse on the registry: [skills.sh/mixedbread-ai/skills](https://skills.sh/mixedbread-ai/skills)
### Updating
Installations are snapshots of the skill source at installation time. To check for and install updates from the repository:
```bash
npx skills check
npx skills update
```
### Platform-Specific Alternatives
<details>
<summary>Claude Code</summary>
```bash
claude install-skill mixedbread-ai/skills mxbai-cli
claude install-skill mixedbread-ai/skills mixedbread-search
claude install-skill mixedbread-ai/skills mixedbread-parsing
claude install-skill mixedbread-ai/skills mixedbread-search-agent
claude install-skill mixedbread-ai/skills mixedbread-search-agent-harness
```
</details>
<details>
<summary>Cursor</summary>
This repo ships as a Cursor marketplace with five separately-installable plugins (`mxbai-cli`, `mixedbread-search`, `mixedbread-parsing`, `mixedbread-search-agent`, `mixedbread-search-agent-harness`). Install from the [Cursor marketplace](https://cursor.com/marketplace), or test locally by cloning into `~/.cursor/plugins/local`:
```bash
git clone https://github.com/mixedbread-ai/skills ~/.cursor/plugins/local/mixedbread-skills
```
Cursor reads `.cursor-plugin/marketplace.json` at the repo root.
</details>
<details>
<summary>Codex</summary>
```bash
cp agents/AGENTS.md .agents/AGENTS.md
```
</details>
<details>
<summary>Gemini CLI</summary>
Reference the `gemini-extension.json` for extension configuration, or use the `.mcp.json` for MCP server integration.
</details>
## Available Skills
| Skill | Description |
|-------|-------------|
| [`mxbai-cli`](skills/mxbai-cli/SKILL.md) | Manage stores, upload files, search, and sync using the `mxbai` CLI |
| [`mixedbread-search`](skills/mixedbread-search/SKILL.md) | Create and search managed knowledge bases using the Stores API and SDKs |
| [`mixedbread-parsing`](skills/mixedbread-parsing/SKILL.md) | Parse documents, extract structured content, and run OCR using the Parsing API |
| [`mixedbread-search-agent`](skills/mixedbread-search-agent/SKILL.md) | Call Mixedbread's Toast-1 search model through the Chat Completions API |
| [`mixedbread-search-agent-harness`](skills/mixedbread-search-agent-harness/SKILL.md) | Build the loop around Toast-1: rounds, parallelism, evidence handles, pruning |
See [SKILL_TREE.md](SKILL_TREE.md) for a navigable index of all skills.
## Repository Structure
```
mixedbread-skills/
├── .claude-plugin/ # Claude Code plugin config
├── .cursor-plugin/ # Cursor plugin config
├── .mcp.json # MCP server config
├── gemini-extension.json # Gemini CLI extension
├── agents/AGENTS.md # Codex fallback
├── CLAUDE.md # Project conventions
├── SKILL_TREE.md # Navigable skill index
├── README.md
├── LICENSE
└── skills/
├── mxbai-cli/ # CLI tool usage
├── mixedbread-search/ # Stores API & SDKs
├── mixedbread-parsing/ # Parsing API & OCR
├── mixedbread-search-agent/ # Chat Completions API, tool contracts & Stores wiring
└── mixedbread-search-agent-harness/ # Custom search-model harness design
```
## Links
- [Documentation](https://www.mixedbread.com/docs)
- [API Reference](https://www.mixedbread.com/api-reference)
- [CLI Guide](https://www.mixedbread.com/cli)
- [Platform (API Keys)](https://platform.mixedbread.com)
- [GitHub](https://github.com/mixedbread-ai)
## License
Apache-2.0 — see [LICENSE](LICENSE).