Agentica SDK (client code)
    | S_M_BASE_URL=http://localhost:2345
    v
ClientSessionManager
    |
    v
Agentica Server (agentica-server)
    | INFERENCE_ENDPOINT_URL=http://localhost:8080/v1/chat/completions
    v
Claude Proxy (claude_proxy.py)
    |
    v
Claude CLI (claude -p)

uv run python scripts/agentica/claude_proxy.py --port 8080

cd workspace/agentica-research/agentica-server
INFERENCE_ENDPOINT_URL=http://localhost:8080/v1/chat/completions uv run agentica-server --port 2345

S_M_BASE_URL=http://localhost:2345 uv run python scripts/agentica/your_script.py

# Claude proxy health
curl http://localhost:8080/health

# Agentica server health
curl http://localhost:2345/health

data: {"choices": [...]}\n\n

claude -p ... --allowedTools Read Write Edit Bash

CRITICAL: Use ACTUAL tools. Never DESCRIBE using tools.

# 1. Verify proxy responds
curl http://localhost:8080/health

# 2. Verify server responds
curl http://localhost:2345/health

# 3. Test inference through proxy
curl http://localhost:8080/v1/chat/completions \
  -H "Content-Type: application/json" \
  -d '{"model":"claude","messages":[{"role":"user","content":"Say hello"}]}'