You: "Add error handling to all API calls in my RAG pipeline"

Agent:
  1. Scans your codebase
  2. Decomposes into subtasks:
     - "Add try/except to embeddings.py fetch call"
     - "Add retry logic to vector search in retriever.py"
     - "Add timeout handling to API client"
     - "Write tests for error handling paths"
  3. Executes each subtask (generates and applies code changes)
  4. Runs your test suite after each change
  5. Commits if tests pass, rolls back if they don't
  6. Reports: 3/4 subtasks committed, 1 rolled back

┌──────────────────────────────────────────────────────┐
│                    MCP Client                        │
│           (Claude Desktop / Cursor / VS Code)        │
└──────────────────┬───────────────────────────────────┘
                   │ JSON-RPC over stdio
┌──────────────────▼───────────────────────────────────┐
│                Task Agent MCP Server                 │
│                                                      │
│  ┌─────────┐  ┌───────────┐  ┌──────────┐           │
│  │  scan    │  │  plan     │  │ execute  │           │
│  │ project  │  │  task     │  │  task    │           │
│  └─────────┘  └───────────┘  └────┬─────┘           │
│                                    │                 │
│               ┌────────────────────▼──────────────┐  │
│               │     Execution Pipeline            │  │
│               │                                   │  │
│               │  decompose → identify_files →     │  │
│               │  generate_fix → write → test →    │  │
│               │  commit OR rollback               │  │
│               └────────────────────┬──────────────┘  │
│                                    │                 │
│         ┌──────────────────────────┼──────────┐      │
│         ▼                          ▼          ▼      │
│   ┌──────────┐              ┌──────────┐ ┌────────┐ │
│   │ Anthropic│              │   Git    │ │ pytest │  │
│   │   API    │              │          │ │        │  │
│   └──────────┘              └──────────┘ └────────┘  │
└──────────────────────────────────────────────────────┘

git clone https://github.com/yerramsettianish0427/task-agent-mcp.git
cd task-agent-mcp
pip install -r requirements.txt
export ANTHROPIC_API_KEY="your-key-here"

{
  "mcpServers": {
    "task-agent": {
      "command": "python",
      "args": ["/absolute/path/to/task_agent_mcp.py"],
      "env": {
        "ANTHROPIC_API_KEY": "your-key-here"
      }
    }
  }
}