APIs, and customize behavior per customer while keeping the implementation in code you can review, test, and version control.
## How it works
Embed Nango Auth in your product so users
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Customize per customer](https://nango.dev/docs/getting-started/use-cases/customer-configuration.md): Adapt integration behavior for each customer without forking code.
- [Use cases: React to connection lifecycle events](https://nango.dev/docs/getting-started/use-cases/implement-event-handler.md): Run integration logic when
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kami`
- Claude Desktop: download the release asset `kami.zip` from GitHub Releases (not the source-code ZIP) and upload it via Customize > Skills > "+" > Create skill
- MCP client: `claude mcp add kami
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research discovery, idea evaluation, paper planning, drafting, polishing, figure design and reconstruction, pre-submission review, and AI-assisted research workflow. Usable as a standalone Chinese curriculum at `handbook
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source: a desktop app that runs a team of coding agents
> such as Claude Code, Codex and Gemini CLI on your own computer. It is presented as a
> virtual office
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Engines it runs: Claude Code, OpenAI Codex, Gemini CLI, Antigravity (Gemini), xAI Grok,
Kimi Code, Qwen, OpenCode, Crush, pi.dev, GitHub Copilot CLI, Cursor, or any custom command.
Your
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requests, handle flight modifications, cancellations, and lost baggage cases.
https://github.com/user-attachments/assets/b314d75d-7945-4de6-965b-7f21eb14a8bd
**Link to code**: [examples/workflows/workflow_swarm](./examples/workflows/workflow_swarm/)
## Core Components
The following are the building blocks of the mcp-agent framework
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production software engineering/04. testing and quality assurance.md): pytest, mocking, testing ML code, CI/CD, linting, codereview
- [Deployment and DevOps](chapter 15: production software engineering/05. deployment and devops.md): Docker, model serving
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Code, Codex, Cursor, Antigravity, OpenCode, Pi, and compatible agents.
- `think`: pressure-test a requirement and produce a decision-complete plan
- `ui`: build or polish a distinctive frontend interface
- `check`: review
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lets developers interact with Claude directly from the terminal to write, edit, debug, and reviewcode. Unlike IDE plugins, it has full filesystem access, can run shell commands, and works
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that rewrites its own
architecture -- a different project with a different design, no shared code.
## Core Concepts
- Seed Spec: An immutable YAML specification auto-generated from a Socratic interview. Contains
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same `POST /v2/query` interface as Helix Cloud, which
makes it the default development target: code written against it works unchanged in
Cloud.
## Embedded
Embedded clients open the engine inside your
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