Coding & Development๐ŸŒuniversal

SandBase Harness

Local-first, self-hosted AI agent runtime and MCP bridge with sandboxed sessions, memory, credentials, audit/replay, and a local Console.

Quick Start

Install this Skill

npx skills add sandbaseai/sandbase-harness
# SandBase Harness

[English](./README.md) | [ไธญๆ–‡](./README.zh-CN.md)

[![GitHub stars](https://img.shields.io/github/stars/sandbaseai/sandbase-harness?style=social)](https://github.com/sandbaseai/sandbase-harness/stargazers)
[![Listed on deepseek-plugin.org](https://img.shields.io/badge/listed_on-deepseek--plugin.org-007EC6)](https://deepseek-plugin.org/plugins/sandbaseai/sandbase-harness)
[![Release](https://img.shields.io/github/v/release/sandbaseai/sandbase-harness)](https://github.com/sandbaseai/sandbase-harness/releases/latest)
[![Official MCP Registry](https://img.shields.io/badge/Official_MCP_Registry-active-2ea44f)](https://registry.modelcontextprotocol.io/v0.1/servers?search=io.github.sandbaseai%2Fsandbase-harness)
[![Discussions](https://img.shields.io/github/discussions/sandbaseai/sandbase-harness)](https://github.com/sandbaseai/sandbase-harness/discussions)
[![CodeQL](https://github.com/sandbaseai/sandbase-harness/actions/workflows/codeql.yml/badge.svg)](https://github.com/sandbaseai/sandbase-harness/actions/workflows/codeql.yml)
[![License](https://img.shields.io/github/license/sandbaseai/sandbase-harness)](LICENSE)

AI-readable project metadata: [llms.txt](./llms.txt) ยท [installation guide](./llms-install.md)

A local-first runtime for AI agents. Sessions, sandboxed tools, memory,
credentials, audit trails, and a built-in Console โ€” all running on your
machine or in your own infrastructure.

> Building with DeepSeek Harness? The independent [DeepSeek Harness Handbook](https://github.com/sandbaseai/deepseek-harness-handbook) provides source-backed runtime guides, multilingual troubleshooting, and a regularly updated [Agent-first resource map](https://sandbaseai.github.io/deepseek-harness-handbook/awesome-deepseek-harness-resources.html).

![SandBase Harness architecture](docs/assets/sandbase-harness-architecture.svg)

> Looking for a lightweight bridge instead of a full runtime? [SandBase CLI](https://github.com/sandbaseai/cli)
> connects 25 AI client targets to 2,000+ models and APIs through a local stdio MCP bridge.
> If it fits your workflow, [star SandBase CLI](https://github.com/sandbaseai/cli/stargazers)
> so other agent users can discover it.

> Need hosted model and media APIs instead? SandBase provides one interface for
> [LLM, image, and video generation APIs](https://blog.sandbase.ai/unified-ai-api-llm-image-video-2026/),
> with the [API quickstart](https://www.sandbase.ai/docs/getting-started/) covering keys and first calls.

```bash
git clone --branch v0.3.8 --depth 1 https://github.com/sandbaseai/sandbase-harness.git
cd sandbase-harness
npm ci
npm run build
mkdir ../my-agents && cd ../my-agents
node ../sandbase-harness/dist/index.js init
node ../sandbase-harness/dist/index.js start
# open http://127.0.0.1:3000/dashboard
```

Choose SandBase Harness when you need more than a model loop:

| Need | What Harness provides |
| --- | --- |
| Run generated code safely | Local, Docker, Kubernetes, and self-hosted worker sandboxes |
| Inspect long-running agents | Persistent sessions, resumable event streams, audit, and replay |
| Control tool access | MCP toolsets, credential vaults, permission policies, and approvals |
| Operate any model | OpenAI, Anthropic, MiniMax, and OpenAI-compatible providers, including DeepSeek V4 |
| Keep infrastructure yours | Local-first SQLite and file storage with no required hosted control plane |

If this runtime solves a real agent-infrastructure problem for you,
[star the repository](https://github.com/sandbaseai/sandbase-harness) so other builders can find it.

## Find SandBase Harness

The project is also discoverable through these independent ecosystem directories:

- [Official MCP Registry](https://registry.modelcontextprotocol.io/v0.1/servers?search=io.github.sandbaseai%2Fsandbase-harness)
- [deepseek-plugin.org](https://deepseek-plugin.org/plugins/sandbaseai/sandbase-harness)
- [DeepseekPlugin](https://deepseekplugin.org/en/plugins/sandbaseai-sandbase-harness)
- [DSH Plugin Directory](https://dshplugin.app/plugins/sandbase-harness)
- [DSH Plugin Hub](https://dshpluginhub.dev/en/plugins/sandbaseai/sandbase-harness)
- [DSH Directory](https://dsh.directory/plugins/sandbaseai/sandbase-harness)
- [DSH Harness](https://dsharness.io/en/plugins?search=sandbase-harness)
- [DSH Plugin](https://dshplugin.me/?q=sandbase-harness)
- [DSH Plugin](https://dsh-plugin.org/plugins/sandbaseai/sandbase-harness)
- [dsh.so Trust & Discovery Registry](https://www.dsh.so/artifact/sandbase-harness/)
- [DeepSeek Harness Hub](https://deepseek-harness-hub.com/plugins/sandbase-harness/) โ€” community discovery page; its metadata is currently stale at v0.3.4, so use the current official installation guide
- [Duink DSH Universe](https://duink.com/plugins/1297278222/)
- [DSH Plugin Leaderboard](https://dshpluginleaderboard.com/)
- [Awesome repository index](https://awesome.lvtd.dev/repos/?topic=dsh-plugin)
- [Awesome DSH Plugin](https://github.com/awesome-dsh-plugin/awesome-dsh-plugin

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