Tools is broken

scripts/discover_llm_endpoint.py

@@ -0,0 +1,120 @@
+import requests
+import os
+from dotenv import load_dotenv
+
+load_dotenv()
+
+base_url = "http://api.chat.pathcore.org"
+
+print(f"Discovering endpoints for: {base_url}\n")
+
+# Try to get the root/health endpoint
+print("=" * 60)
+print("Step 1: Testing root endpoint")
+print("=" * 60)
+
+for path in ["/", "/health", "/api", "/docs", "/v1"]:
+    try:
+        url = f"{base_url}{path}"
+        print(f"\nTrying: {url}")
+        resp = requests.get(url, timeout=5, verify=False)
+        print(f"  Status: {resp.status_code}")
+        if resp.status_code == 200:
+            print(f"  Content-Type: {resp.headers.get('content-type')}")
+            print(f"  Response (first 500 chars):\n{resp.text[:500]}")
+    except Exception as e:
+        print(f"  Error: {e}")
+
+# Try common LLM API patterns
+print("\n" + "=" * 60)
+print("Step 2: Testing common LLM endpoints")
+print("=" * 60)
+
+endpoints = [
+    # OpenAI compatible
+    "/v1/chat/completions",
+    "/chat/completions",
+    "/v1/completions",
+    
+    # Ollama style
+    "/api/generate",
+    "/api/chat",
+    "/generate",
+    
+    # Text Generation WebUI
+    "/api/v1/generate",
+    "/api/v1/chat/completions",
+    
+    # Custom
+    "/completion",
+    "/inference",
+    "/predict",
+    "/chat",
+]
+
+for endpoint in endpoints:
+    try:
+        url = f"{base_url}{endpoint}"
+        print(f"\nPOST {url}")
+        
+        # Try minimal payload
+        resp = requests.post(
+            url,
+            json={
+                "prompt": "Hello",
+                "model": "default",
+                "messages": [{"role": "user", "content": "test"}],
+                "max_tokens": 10
+            },
+            timeout=5,
+            verify=False
+        )
+        
+        print(f"  Status: {resp.status_code}")
+        
+        if resp.status_code in [200, 201]:
+            print(f"  ✓✓✓ SUCCESS! ✓✓✓")
+            print(f"  Content-Type: {resp.headers.get('content-type')}")
+            print(f"  Response:\n{resp.text[:500]}")
+            print(f"\n  Use this in your .env:")
+            print(f"  LLM_API_URL={url}")
+            break
+        elif resp.status_code == 422:  # Validation error means endpoint exists!
+            print(f"  ⚠ Endpoint exists but payload wrong")
+            print(f"  Response: {resp.text[:300]}")
+        elif resp.status_code == 401:
+            print(f"  ⚠ Endpoint exists but requires authentication")
+            
+    except Exception as e:
+        print(f"  Error: {e}")
+
+# Try to find OpenAPI/Swagger docs
+print("\n" + "=" * 60)
+print("Step 3: Looking for API documentation")
+print("=" * 60)
+
+doc_paths = [
+    "/docs",
+    "/swagger",
+    "/api/docs",
+    "/openapi.json",
+    "/swagger.json",
+    "/api/swagger.json",
+]
+
+for path in doc_paths:
+    try:
+        url = f"{base_url}{path}"
+        print(f"\nTrying: {url}")
+        resp = requests.get(url, timeout=5, verify=False)
+        if resp.status_code == 200:
+            print(f"  ✓ Found documentation!")
+            print(f"  Content-Type: {resp.headers.get('content-type')}")
+            if 'json' in resp.headers.get('content-type', ''):
+                print(f"  First 500 chars:\n{resp.text[:500]}")
+    except Exception as e:
+        pass
+
+print("\n" + "=" * 60)
+print("Discovery complete!")
+print("=" * 60)

scripts/test_llm_endpoint.py

@@ -0,0 +1,45 @@
+# test_llm_endpoint.py
+import requests
+import os
+from dotenv import load_dotenv
+
+load_dotenv()
+
+base_url = os.getenv("LLM_API_URL", "http://api.chat.pathcore.org")
+
+# Test different possible endpoints
+endpoints = [
+    f"{base_url}/v1/chat/completions",
+    f"{base_url}/chat/completions",
+    f"{base_url}/completions",
+    f"{base_url}/v1/completions",
+    f"{base_url}/api/v1/chat/completions",
+]
+
+print(f"Testing LLM API endpoints...\n")
+
+for endpoint in endpoints:
+    print(f"Testing: {endpoint}")
+    try:
+        # Try a simple GET request first
+        resp = requests.get(endpoint, timeout=5, verify=False)
+        print(f"  GET response: {resp.status_code}")
+        
+        # Try POST with minimal data
+        resp = requests.post(
+            endpoint,
+            json={
+                "model": "default",
+                "messages": [{"role": "user", "content": "test"}]
+            },
+            timeout=5,
+            verify=False
+        )
+        print(f"  POST response: {resp.status_code}")
+        if resp.status_code == 200:
+            print(f"  ✓ SUCCESS! This endpoint works!")
+            print(f"  Response: {resp.json()}")
+            break
+    except Exception as e:
+        print(f"  Error: {e}")
+    print()