diff --git a/backend/agent/coding_agent.py b/backend/agent/coding_agent.py
index 1617044..dbdcfab 100644
--- a/backend/agent/coding_agent.py
+++ b/backend/agent/coding_agent.py
@@ -24,10 +24,11 @@ from pathlib import Path
 import requests
 import httpx
 from dotenv import load_dotenv
-from backend.agent.mcp_server_adapter import MCPToolRAGAdapter
+#from backend.agent.mcp_server_adapter import MCPToolRAGAdapter
+from backend.agent.mcp_server_adapter import MCPToolAdapter
 
 # ── mcp server initialization ────────────────────────────────────────────────────────────────
-adapter = MCPToolRAGAdapter()
+adapter = MCPToolAdapter()
 
 load_dotenv()
 
@@ -193,10 +194,10 @@ MAX_HISTORY_CHARS = 80_000
 #        return f"ERROR in {tool_name}: {type(e).__name__}: {e}"
 #
 
-async def get_tools_for_prompt(query: str) -> str:
+def build_all_tool_description() -> str:
     """Get relevant tools from the MCP servers based on the query."""
 
-    relevant_tools = adapter.get_relevant_tools(query, top_k=3)
+    relevant_tools = adapter.get_all_tools()
 
     descriptions = []
     for tool in relevant_tools:
@@ -250,12 +251,16 @@ dynamic set of tools via the Model Context Protocol (MCP).
 
 <capabilities> 
 You have access to a workspace where you can manage files,
-analyze code, and execute Python scripts. 
-Your available tools are provided dynamically based on your current needs.
+analyze code, and execute Python scripts.
+You can call tools to interact with the workspace and get feedback.
+You can write and read files, list directory contents, search for patterns,
+validate Python syntax, and run Python code.
+Wou can access web search and page fetching tools to gather information from the internet.
+You can use these capabilities to iteratively work towards completing the user's task.
 </capabilities>
 
 <tools>
-tool will be provided dynamically based on the agent's current context and needs. 
+{build_all_tool_description()}
 </tools>
 
 
@@ -383,7 +388,9 @@ class CodingAgent:
         self.api_key = os.getenv("API_KEY")
         self.model   = os.getenv("MODEL")
 
-    async def _call_api(self, messages: list) -> str:
+    #async def _call_api(self, messages: list) -> str:
+    def _call_api(self, messages: list) -> str:
+
         """Make a raw API call and return the response content string."""
         
         headers = {"Content-Type": "application/json"}
@@ -398,13 +405,13 @@ class CodingAgent:
             "stream": False,
         }
         
-        async with httpx.AsyncClient(timeout=30) as client:
-            response = await client.post(
-                self.api_url, 
-                headers=headers, 
-                json=payload,
-                timeout=60)
-        #response = requests.post(self.api_url, headers=headers, json=payload, timeout=60)
+        #async with httpx.AsyncClient(timeout=30) as client:
+        #    response = await client.post(
+        #        self.api_url, 
+        #        headers=headers, 
+        #        json=payload,
+        #        timeout=60)
+        response = requests.post(self.api_url, headers=headers, json=payload, timeout=60)
 
         if response.status_code != 200:
             raise Exception(f"API Error {response.status_code}: {response.text}")
@@ -443,28 +450,28 @@ class CodingAgent:
             return {"thought": "Max iterations reached.", "tool": "done",
                     "arguments": {"summary": "Stopped: max iterations reached."}}
         
-        current_context = self.messages[-1]["content"] if self.messages else ""
+        #current_context = self.messages[-1]["content"] if self.messages else ""
         self.iteration += 1
         self.messages = trim_messages(self.messages)
 
-        tool_prompt = await get_tools_for_prompt(current_context)
-        
-        enhanced_messages = self.messages.copy()
-        
-        enhanced_messages.append({
-            "role": "system",
-            "content": f"""
-        Available tools for this step:
-        
-        {tool_prompt}
-        
-        You MUST choose one of these tools.
-        """
-        })
+        #tool_prompt = await get_tools_for_prompt(current_context)
+        #
+        #enhanced_messages = self.messages.copy()
+        #
+        #enhanced_messages.append({
+        #    "role": "system",
+        #    "content": f"""
+        #Available tools for this step:
+        #
+        #{tool_prompt}
+        #
+        #You MUST choose one of these tools.
+        #"""
+        #})
         
 
         try:
-            raw = await self._call_api(enhanced_messages)
+            raw = await self._call_api(self.messages)
             raw = _strip_code_fences(raw)
             action = json.loads(raw)
         except json.JSONDecodeError: