dwata

作者 brainless已验证

AI enabled insights from emails, calendars, contacts, files, Slack, databases, web... Fast, private and local. Launching soon!

178
Stars
13
Forks
Rust
语言
2026/8/23
添加时间

⚠️ 第三方软件声明

本 Skill 为第三方开源软件,独立托管于 GitHub。SkillTip 仅为信息目录,不控制或维护底层仓库。所显示的安全检查为自动化且范围有限,安装前请自行审查源码。

阅读服务条款

安装

添加到你的 Claude Code skills 目录:

# Add to your Claude Code skills
git clone https://github.com/brainless/dwata

快速入门

使用 dwata 等 Skills 的指南。

安全报告

已验证

上次扫描:—

{
  "status": "PASSED",
  "issues": []
}

README.md

Dwata

Dwata is a local-first Rust backend for connecting email accounts, storing mail in SQLite, and using LLM agents to extract financial data and knowledge-graph entities. Email data stays on the machine running dwata-api unless you choose an external AI provider.

[!WARNING] Dwata is an active restart. The native cross-platform UI is planned but is not shipped yet. This repository currently provides the backend API and Rust agent components; it does not provide a downloadable desktop application.

What is available now

  • dwata-api: an Actix-web JSON-over-HTTP API with local SQLite storage, email/OAuth integration, search, download jobs, and extraction endpoints.
  • dwata-agents: Rust agents for financial and knowledge-graph extraction.
  • shared-types: Rust domain and API types shared by the backend and agents.

The API is intended to be the server boundary for the restart. A future native Rust UI will compose with the same application capabilities; the former web and Tauri desktop applications are no longer part of the project.

Run the backend

Install the Rust toolchain, then start the API from the repository root:

cargo run -p dwata-api

By default it listens on 127.0.0.1:8080. Verify that the service and SQLite connection are available:

curl http://127.0.0.1:8080/api/health

The first start creates a configuration file in the OS configuration directory when neither config.toml nor ../config.toml exists:

  • macOS: ~/Library/Application Support/dwata/config.toml
  • Linux: ~/.config/dwata/config.toml
  • Windows: %APPDATA%\dwata\config.toml

Copy and adapt config.example.toml if you need to set the listen address, OAuth client credentials, AI-provider keys, or search index path. See the developer guide for configuration, database, and agent-development details.

Gmail and AI providers

Gmail OAuth uses a Google OAuth client configured under [google_oauth] in config.toml. The redirect URI is derived from [server] as http://<host>:<port>/api/oauth/google/callback; register that exact URI with your OAuth application.

For local inference, install Ollama and pull the default model:

ollama pull qwen3.5:2b

OpenAI and Gemini keys can instead be configured in [ai_provider_api_keys]. Using an external provider sends the applicable extraction prompts and content to that provider.

Privacy and storage

  • SQLite data is local. Its default path is OS-specific; see DEVELOP.md.
  • Credentials are stored as SQLite metadata plus secrets in the OS keychain.
  • Ollama inference is local; third-party AI providers are not.

Development

Backend development needs Rust. SQLite's CLI is optional for inspecting the database. Node.js, TypeScript, Tauri, and a web GUI are not required or included in the current workspace.

Useful commands:

cargo fmt --check
cargo test --workspace
cargo build --workspace

Support

License

GPL v3 — see LICENSE.

常见问题

What is dwata?

dwata is an open-source ai agents skill for AI coding assistants such as Claude Code, Codex CLI, and ChatGPT, built by brainless. AI enabled insights from emails, calendars, contacts, files, Slack, databases, web... Fast, private and local. Launching soon!. It has 178 GitHub stars.

Is dwata safe to use?

Yes. dwata passed SkillsLLM's automated security scan — a dependency vulnerability audit plus prompt-injection heuristics — with no high-severity issues. You can read the full report in the Security Report section on this page.

How do I install dwata?

Clone the repository with "git clone https://github.com/brainless/dwata" and add it to your Claude Code skills directory (see the Installation section above).

What programming language is dwata written in?

dwata is primarily written in Rust. It is open-source under brainless on GitHub, so you can review or fork the full source.

Are there alternatives to dwata?

Yes. SkillsLLM lists many other AI Agents skills you can browse and compare side by side. Open the AI Agents category from the badge at the top of this page, or use the Related Skills and comparison links further down to weigh dwata against similar tools.

评论 (0)

暂无评论,成为第一个分享想法的人!

ECC

by affaan-m

10

The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.

242,21936,702JavaScript
AI 智能体ai-agentsanthropicclaude-code
查看详情
15

An agentic skills framework & software development methodology that works.

234,96620,863Shell
AI 智能体ai-agentsbrainstorming
查看详情

hermes-agent

by NousResearch

10

The agent that grows with you

234,43747,175Python
AI 智能体ai-agentsagent-orchestration
查看详情

The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.

185,94028,768JavaScript
AI 智能体ai-agentsanthropicclaude-code
查看详情

cc-switch

by farion1231

3

A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Grok Build & Hermes Agent. Only official website: ccswitch.io

128,8688,826Rust
AI 智能体claude-codeai-tools
查看详情

claude-code

by anthropics

Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.

120,03119,897Shell
AI 智能体
查看详情

开发者还喜欢

基于喜欢此 Skill 的开发者投票和收藏

ECC

by affaan-m

10

The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.

242,21936,702JavaScript
AI 智能体ai-agentsanthropicclaude-code
查看详情
15

An agentic skills framework & software development methodology that works.

234,96620,863Shell
AI 智能体ai-agentsbrainstorming
查看详情

hermes-agent

by NousResearch

10

The agent that grows with you

234,43747,175Python
AI 智能体ai-agentsagent-orchestration
查看详情

n8n

by n8n-io

12

Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.

201,88160,308TypeScript
MCP 服务器apisai-tools
查看详情

The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.

185,94028,768JavaScript
AI 智能体ai-agentsanthropicclaude-code
查看详情

cc-switch

by farion1231

3

A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Grok Build & Hermes Agent. Only official website: ccswitch.io

128,8688,826Rust
AI 智能体claude-codeai-tools
查看详情