other directly through a shared local SQLite database — no daemon required, no network, no MCP. Just `bash` + `sqlite3`. (An optional resident service, agmsgd, is installed only if you choose
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icon into your project as an editable file, instead of installing the package.
- The [MCPserver](https://animateicons.in/icons/docs/mcp) lets an AI coding agent such as Claude Code or Cursor
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party animateicons CLI. Add, search, and browse icons without leaving the terminal.
## AI agents
- [MCPServer](https://animateicons.in/r/docs/mcp.md): Connect the @animateicons/mcp Model Context Protocol server so AI coding agents
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install only its listed dependencies.
5. AI coding tools can use the Spectrum UI MCPserver: https://ui.spectrumhq.in/docs/mcp
## Verified usage examples
### Accordion
Install: `npx shadcn@latest add @spectrumui/accordion
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existing shadcn/ui project.
- Accessible — built on Radix UI primitives.
- AI-native — ships an MCPserver so assistants like Cursor, Claude Code, and Windsurf can add components directly.
- Good fit when
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Jira, Linear or a signed webhook, and serves it to AI agents through an MCPserver whose only write, a proposed issue, waits for human approval. It is a Python
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coding agents and automation)
- [Extend Copilot Chat with MCP](https://docs.github.com/en/copilot/how-tos/provide-context/use-mcp/extend-copilot-chat-with-mcp): Connect MCPservers to Copilot Chat to share context from other applications.
- [Use the GitHub MCPServer
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from a venue, and the optional proxy sits in front of a broker's MCPserver. Memory is organized in three layers:
- L1 (Raw Trades): Every trade recorded automatically with
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tools the way a model reads them](https://ryanalberts.github.io/best-of-Agent-Harnesses/skills/tool-design-checker/): Point it at an MCPserver or a saved tool list to grade each tool's purpose, parameters, annotations
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MCP (register the CLI as a local MCPserver; tools hxs.analyze/compute/verify/inverse/explore)
hexstellar mcp
```
Every response always carries its compute cost — `elapsed_ms` (the solver engine's own compute time
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/docs/ai-context/): how to hand this file to any assistant, and how to install the MCPserver
- [AI-assisted development](https://sceneview.github.io/docs/ai-development/): the prompts and workflows that produce code which
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sipyourdrink-ltdPipes a download into a shellllms.txt
/docs/ai-context/): how to hand this file to any assistant, and how to install the MCPserver
- [AI-assisted development](https://sceneview.github.io/docs/ai-development/): the prompts and workflows that produce code which
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