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  1. README.md +193 -2
  2. pyproject.toml +1 -0
  3. uv.lock +247 -0
README.md CHANGED
@@ -1,3 +1,194 @@
1
- Hi!
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- This repo is for `prj-hf-agent`. Look at `eval/README.md` for evaluations.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # HF Agent
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+ An MLE agent CLI with MCP (Model Context Protocol) integration and built-in tool support.
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+
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+
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+ ## Quick Start
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+
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+ ### Installation
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+
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+ ```bash
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+ # Clone the repository
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+ git clone <repo-url>
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+ cd hf-agent
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+
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+ # Install dependencies (using uv)
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+ uv sync
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+ ```
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+
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+ ### Interactive CLI
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+
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+ ```bash
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+ uv run python -m agent.main
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+ ```
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+
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+ This starts an interactive chat session with the agent. Type your messages and the agent will respond, using tools as needed.
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+
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+ The agent will automatically discover and register all tools from configured MCP servers.
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+
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+ ## Architecture
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+
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+ ### Component Overview
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+
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+ ```
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+ ┌─────────────────────────────────────────────────────────────┐
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+ │ User/CLI │
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+ └────────────┬─────────────────────────────────────┬───────────┘
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+ │ User request │ Events
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+ ↓ ↑
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+ submission_queue event_queue
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+ │ │
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+ ↓ │
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+ ┌────────────────────────────────────────────────────┐ │
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+ │ submission_loop (agent_loop.py) │ │
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+ │ ┌──────────────────────────────────────────────┐ │ │
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+ │ │ 1. Receive Operation from queue │ │ │
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+ │ │ 2. Route to Handler (run_agent/compact/...) │ │ │
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+ │ └──────────────────────────────────────────────┘ │ │
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+ │ ↓ │ │
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+ │ ┌──────────────────────────────────────────────┐ │ │
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+ │ │ Handlers.run_agent() │ ├─────────┤
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+ │ │ │ │ Emit │
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+ │ │ ┌────────────────────────────────────────┐ │ │ Events │
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+ │ │ │ Agentic Loop (max 10 iterations) │ │ │ │
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+ │ │ │ │ │ │ │
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+ │ │ │ ┌──────────────────────────────────┐ │ │ │ │
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+ │ │ │ │ Session │ │ │ │ │
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+ │ │ │ │ ┌────────────────────────────┐ │ │ │ │ │
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+ │ │ │ │ │ ContextManager │ │ │ │ │ │
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+ │ │ │ │ │ • Message history │ │ │ │ │ │
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+ │ │ │ │ │ (litellm.Message[]) │ │ │ │ │ │
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+ │ │ │ │ └────────────────────────────┘ │ │ │ │ │
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+ │ │ │ │ │ │ │ │ │
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+ │ │ │ │ ┌────────────────────────────┐ │ │ │ │ │
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+ │ │ │ │ │ ToolRouter │ │ │ │ │ │
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+ │ │ │ │ │ ├─ bash │ │ │ │ │ │
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+ │ │ │ │ │ ├─ read_file │ │ │ │ │ │
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+ │ │ │ │ │ ├─ write_file │ │ │ │ │ │
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+ │ │ │ │ │ └─ McpConnectionManager │ │ │ │ │ │
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+ │ │ │ │ │ ├─ mcp__server1__* │ │ │ │ │ │
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+ │ │ │ │ │ └─ mcp__server2__* │ │ │ │ │ │
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+ │ │ │ │ └────────────────────────────┘ │ │ │ │ │
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+ │ │ │ └──────────────────────────────────┘ │ │ │ │
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+ │ │ │ │ │ │ │
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+ │ │ │ Loop: │ │ │ │
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+ │ │ │ 1. LLM call (litellm.acompletion) │ │ │ │
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+ │ │ │ ↓ │ │ │ │
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+ │ │ │ 2. Parse tool_calls[] │ │ │ │
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+ │ │ │ ↓ │ │ │ │
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+ │ │ │ 3. Execute via ToolRouter │ │ │ │
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+ │ │ │ ↓ │ │ │ │
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+ │ │ │ 4. Add results to ContextManager │ │ │ │
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+ │ │ │ ↓ │ │ │ │
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+ │ │ │ 5. Repeat if tool_calls exist │ │ │ │
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+ │ │ └────────────────────────────────────────┘ │ │ │
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+ │ └──────────────────────────────────────────────┘ │ │
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+ └────────────────────────────────────────────────────┴─────────┘
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+ ```
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+
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+ ### Agentic Loop Flow
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+
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+ ```
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+ User Message
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+ ↓
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+ [Add to ContextManager]
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+ ↓
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+ ╔═══════════════════════════════════════╗
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+ ║ Iteration Loop (max 10) ║
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+ ║ ║
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+ ║ Get messages + tool specs ║
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+ ║ ↓ ║
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+ ║ litellm.acompletion() ║
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+ ║ ↓ ║
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+ ║ Has tool_calls? ──No──> Done ║
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+ ║ │ ║
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+ ║ Yes ║
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+ ║ ↓ ║
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+ ║ Add assistant msg (with tool_calls) ║
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+ ║ ↓ ║
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+ ║ For each tool_call: ║
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+ ║ • ToolRouter.execute_tool() ║
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+ ║ • Add result to ContextManager ║
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+ ║ ↓ ║
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+ ║ Continue loop ─────────────────┐ ║
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+ ║ ↑ │ ║
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+ ╚═════════╧═══════════════════════╧═════╝
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+ ```
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+
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+ ## Project Structure
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+
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+ ```
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+ agent/
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+ ├── config.py # Configuration models
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+ ├── main.py # Interactive CLI entry point
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+ ├── context_manager/
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+ │ └── manager.py # Message history management
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+ └── core/
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+ ├── agent_loop.py # Main agent loop and handlers
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+ ├── session.py # Session management
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+ ├── mcp_client.py # MCP SDK integration
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+ └── tools.py # ToolRouter and built-in tools
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+
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+ test_integration.py # Basic integration tests
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+ test_tools.py # Tool execution tests
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+ eval/ # Evaluation suite (see eval/README.md)
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+ ```
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+
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+
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+ ## Events
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+
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+ The agent emits the following events via `event_queue`:
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+
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+ - `processing` - Starting to process user input
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+ - `assistant_message` - LLM response text
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+ - `tool_call` - Tool being called with arguments
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+ - `tool_output` - Tool execution result
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+ - `turn_complete` - Agent finished processing
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+ - `error` - Error occurred during processing
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+ - `interrupted` - Agent was interrupted
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+ - `compacted` - Context was compacted
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+ - `undo_complete` - Undo operation completed
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+ - `shutdown` - Agent shutting down
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+
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+ ## Development
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+
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+ ### Adding Built-in Tools
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+
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+ Edit `agent/core/tools.py`:
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+
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+ ```python
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+ def create_builtin_tools() -> list[ToolSpec]:
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+ return [
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+ ToolSpec(
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+ name="your_tool",
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+ description="What your tool does",
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+ parameters={
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+ "type": "object",
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+ "properties": {
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+ "param": {"type": "string", "description": "Parameter description"}
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+ },
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+ "required": ["param"]
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+ },
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+ handler=your_async_handler
173
+ ),
174
+ # ... existing tools
175
+ ]
176
+ ```
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+
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+ ### Adding MCP Servers
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+
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+ Add to your config:
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+
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+ ```python
183
+ config = Config(
184
+ model_name="anthropic/claude-sonnet-4-5-20250929",
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+ mcp_servers=[
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+ MCPServerConfig(
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+ name="your_server",
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+ command="command",
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+ args=["arg1", "arg2"],
190
+ env={"KEY": "value"}
191
+ )
192
+ ]
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+ )
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+ ```
pyproject.toml CHANGED
@@ -14,4 +14,5 @@ dependencies = [
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17
  ]
 
14
  "python-dotenv>=1.2.1",
15
  "datasets>=4.3.0",
16
  "huggingface-hub>=1.0.1",
17
+ "mcp>=1.21.0",
18
  ]
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568
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569
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570
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572
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634
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878
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881
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1281
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1375
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1424
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1719
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