/code) when working with code in this repository.
## Project Overview
A Model Context Protocol (MCP) server providing DuckDuckGo web search and webpage content fetching. Built with Python on the MCP
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edge unit. Exposes the `agentconnect-daemon` bin (`run`, `chat`, `agent list`, plus hidden `mcp-bridge`/`git-credential`/`secrets` helpers). |
| `@agentconnect.md/control-plane` | Fastify + Prisma (Postgres) | One Fastify process co-hosts
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gallery, the `@animateicons/react` npm package, the shadcn registry, the `animateicons` CLI and the `@animateicons/mcp` server.
## Layout
- `icons/lucide/`, `icons/huge/`: one ` -icon.tsx` per icon, plus generated `index.ts` and `meta.ts`.
- `data/lucide-icons.json`, `data/huge-icons.json
No other project uses it yet
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cluster with Kata Containers
./scripts/deploy-remote-infrastructure.sh
# Deploy ECS backend service
./scripts/deploy-backend-ecs.sh
# Infrastructure cleanup
./scripts/cleanup-infrastructure.sh
```
### MCPServer Development
- Implement MCP protocol for external tool integration
- Tool name transformation for AI SDK compatibility
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simulations
cli.py Thin HTTP client for a running backend (argparse + urllib only)
mcp_server.py stdio MCPserver exposing graph queries to Claude Desktop / Cursor
openapi.yaml Source of truth for the HTTP
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imported:
- **Anthropic / Claude account login**: not migrated. The creator signs into Vellum independently.
- **Connected MCPservers and integrations**: reconnect through Vellum's MCP setup and OAuth connect flows. Any tokens
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Audio & TTS**
- `/app/api/v1/endpoints/audio.py` and `/app/core/TTS/` for STT/TTS and streaming
- **MCP Unified**
- `/app/core/MCP_unified/` production-ready MCPserver + endpoints
## Development Guidelines
### Code Style
- Follow PEP 8 for Python code
- Use type hints
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validated self-evolution engine, communicates via Slack/Web Chat/Telegram/Email/Webhook, and exposes all capabilities as an MCPserver. 30,000+ lines of TypeScript, 1,819 tests, v0.20.2. Apache 2.0, repo at ghostwright/phantom
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validate:templates
```
MCP pipeline details: [`scripts/mcp/docs/MCP_AI_ENHANCEMENT.md`](scripts/mcp/docs/MCP_AI_ENHANCEMENT.md). Agent skill: `/managing-mcp-index`.
### Site (in site/ directory)
```bash
pnpm install # Install deps (required first)
pnpm run dev # Dev server at localhost:4321
pnpm
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Claude Code, with the plugins of plugins/
plugins/webperf/ Claude Code plugin with the MCPserver of the CLI (npx -y webperf-snippets@1 mcp)
scripts/ Generators, checks and their tests
Steady20 mentions in 2 weeks
No other project uses it yet
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parallelization, routing, and evaluator-optimizer patterns
- **Model Context Protocol (MCP)**: Extensive examples for MCP clients and servers including SQLite, filesystem, weather, web search, and annotations
- **Kotlin Examples**: Hello world, function
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Garmin MCPServer - Project Guide
## Overview
This is a Model Context Protocol (MCP) server that connects to Garmin Connect and exposes fitness and health data to Claude and other MCP
No other project uses it yet
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from the `CLAUDE_BRANCH` env var on the action step, read once when
the MCPserver starts. Unset, it falls back to `GITHUB_REF_NAME`, so a `workflow_dispatch
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they'd break when the package updates or npx cache clears.
### `server/index.ts`
Node.js WebSocket server:
- Watches `events.jsonl` with chokidar for file-based events
- Accepts POST `/event` for real-time hook
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A file Claude Code reads at the start of every session. It holds the commands, conventions and warnings the agent needs for this project.
Where does it go?
At the repository root. Claude Code also reads CLAUDE.md files in subdirectories when it works there.
What should it contain?
Build and test commands, the project's layout, conventions that aren't obvious from the code, and mistakes to avoid. Short files tend to work better than long ones.
CLAUDE.md or AGENTS.md?
Claude Code reads CLAUDE.md; most other agents read AGENTS.md. Many projects keep one and point the other at it.