From eab4959ceea1b2320629184f232d4ac89c845559 Mon Sep 17 00:00:00 2001
From: Zishan <zishan@Zishans-MacBook-Pro.local>
Date: Tue, 4 Feb 2025 14:35:25 +0100
Subject: [PATCH 1/8] init anthropic policy

---
 README.md                 |  5 +++++
 proxy/routes/anthropic.py | 40 ++++++++++++++++++++++++++++++++++++++-
 proxy/routes/open_ai.py   |  2 ++
 3 files changed, 46 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 75e581f..2e39748 100644
--- a/README.md
+++ b/README.md
@@ -34,3 +34,8 @@ To integrate Explorer Proxy with your AI agent, you’ll need to modify how your
 
 ### **🔹 Anthropic Integration**
 Coming Soon!
+
+### Run
+docker compose -f docker-compose.local.yml down 
+&& docker compose -f docker-compose.local.yml up -d --build 
+&& docker logs explorer-proxy-explorer-proxy-1 -f
\ No newline at end of file
diff --git a/proxy/routes/anthropic.py b/proxy/routes/anthropic.py
index 6e1f61b..544a6cb 100644
--- a/proxy/routes/anthropic.py
+++ b/proxy/routes/anthropic.py
@@ -1,5 +1,43 @@
 """Proxy service to forward requests to the Anthropic APIs"""
 
-from fastapi import APIRouter
+from fastapi import APIRouter, Header, HTTPException, Depends, Request
 
 proxy = APIRouter()
+
+ALLOWED_ANTHROPIC_ENDPOINTS = {"v1/messages"}
+MISSING_INVARIANT_AUTH_HEADER = "Missing invariant-authorization header"
+MISSING_AUTH_HEADER = "Missing authorization header"
+NOT_SUPPORTED_ENDPOINT = "Not supported OpenAI endpoint"
+FAILED_TO_PUSH_TRACE = "Failed to push trace to the dataset: "
+
+
+def validate_headers(
+        invariant_authorization: str = Header(None), authorization: str = Header(None)
+):
+    """Require the invariant-authorization and authorization headers to be present"""
+    if invariant_authorization is None:
+        raise HTTPException(status_code=400, detail=MISSING_INVARIANT_AUTH_HEADER)
+    # if authorization is None:
+    #     raise HTTPException(status_code=400, detail=MISSING_AUTH_HEADER)
+    
+@proxy.post(
+    "/{dataset_name}/anthropic/{endpoint:path}",
+    dependencies=[Depends(validate_headers)],
+) 
+async def anthropic_proxy(
+    dataset_name: str,
+    endpoint: str,
+    request: Request,
+):
+    """Proxy calls to the Anthropic APIs"""
+    if endpoint not in ALLOWED_ANTHROPIC_ENDPOINTS:
+        raise HTTPException(status_code=404, detail=NOT_SUPPORTED_ENDPOINT)
+
+    headers = {
+        k: v for k, v in request.headers.items()
+    }
+    headers["accept-encoding"] = "identity"
+
+    request_body = await request.body()
+
+    print("request_body", request_body)
diff --git a/proxy/routes/open_ai.py b/proxy/routes/open_ai.py
index 883bdfc..76b061d 100644
--- a/proxy/routes/open_ai.py
+++ b/proxy/routes/open_ai.py
@@ -56,6 +56,8 @@ async def openai_proxy(
 
     request_body = await request.body()
 
+    print("request_body", request_body)
+
     async with httpx.AsyncClient() as client:
         open_ai_request = client.build_request(
             "POST",

From ff80bf462cb010e7b227d3e07dba72a994cb4370 Mon Sep 17 00:00:00 2001
From: Zishan <zishan@Zishans-MacBook-Pro.local>
Date: Wed, 5 Feb 2025 15:36:52 +0100
Subject: [PATCH 2/8] add anthropic policy

---
 proxy/routes/anthropic.py | 145 ++++++++++++++++++++++++++++++++++++--
 proxy/routes/open_ai.py   |   1 -
 2 files changed, 141 insertions(+), 5 deletions(-)

diff --git a/proxy/routes/anthropic.py b/proxy/routes/anthropic.py
index 544a6cb..cbb5e2b 100644
--- a/proxy/routes/anthropic.py
+++ b/proxy/routes/anthropic.py
@@ -1,15 +1,36 @@
 """Proxy service to forward requests to the Anthropic APIs"""
 
 from fastapi import APIRouter, Header, HTTPException, Depends, Request
+import json
+import httpx
+from typing import Any
+from utils.explorer import push_trace
+# from .open_ai import push_to_explorer
 
 proxy = APIRouter()
 
 ALLOWED_ANTHROPIC_ENDPOINTS = {"v1/messages"}
+IGNORED_HEADERS = [
+    "accept-encoding",
+    "host",
+    "invariant-authorization",
+    "x-forwarded-for",
+    "x-forwarded-host",
+    "x-forwarded-port",
+    "x-forwarded-proto",
+    "x-forwarded-server",
+    "x-real-ip",
+]
+
 MISSING_INVARIANT_AUTH_HEADER = "Missing invariant-authorization header"
 MISSING_AUTH_HEADER = "Missing authorization header"
 NOT_SUPPORTED_ENDPOINT = "Not supported OpenAI endpoint"
 FAILED_TO_PUSH_TRACE = "Failed to push trace to the dataset: "
-
+END_REASONS = [
+    "end_turn",
+    "max_tokens",
+    "stop_sequence"
+]
 
 def validate_headers(
         invariant_authorization: str = Header(None), authorization: str = Header(None)
@@ -34,10 +55,126 @@ async def anthropic_proxy(
         raise HTTPException(status_code=404, detail=NOT_SUPPORTED_ENDPOINT)
 
     headers = {
-        k: v for k, v in request.headers.items()
+        k: v for k, v in request.headers.items() if k.lower() not in IGNORED_HEADERS
     }
-    headers["accept-encoding"] = "identity"
+    # headers["accept-encoding"] = "identity"
 
     request_body = await request.body()
 
-    print("request_body", request_body)
+    request_body_json = json.loads(request_body)
+
+    anthropic_url = f"https://api.anthropic.com/{endpoint}"
+    client = httpx.AsyncClient()
+
+    anthropic_request = client.build_request(
+        "POST", 
+        anthropic_url, 
+        headers=headers, 
+        data=request_body
+    )
+
+    invariant_authorization = request.headers.get("invariant-authorization")
+
+    async with client:
+        response = await client.send(anthropic_request)
+        await handle_non_streaming_response(
+            response, dataset_name, request_body_json, invariant_authorization
+        )
+        return response.json()
+
+async def push_to_explorer(
+    dataset_name: str,
+    merged_response: dict[str, Any],
+    request_body: dict[str, Any],
+    invariant_authorization: str,
+) -> None:
+    """Pushes the full trace to the Invariant Explorer"""
+    # Combine the messages from the request body and the choices from the OpenAI response
+    messages = request_body.get("messages", [])
+    if merged_response is not list:
+        merged_response = [merged_response]
+    messages += merged_response
+    if messages[-1].get("stop_reason") in END_REASONS:
+        messages = anthropic_to_invariant_messages(messages)
+        response = await push_trace(
+            dataset_name=dataset_name,
+            messages=[messages],
+            invariant_authorization=invariant_authorization,
+        )
+
+async def handle_non_streaming_response(
+    response: httpx.Response,
+    dataset_name: str,
+    request_body_json: dict[str, Any],
+    invariant_authorization: str,
+):
+    """Handles non-streaming Anthropic responses"""
+    json_response = response.json()
+    await push_to_explorer(
+        dataset_name,
+        json_response,
+        request_body_json,
+        invariant_authorization,
+    )
+
+def anthropic_to_invariant_messages(
+    messages: list[dict], keep_empty_tool_response: bool = False
+) -> list[dict]:
+    """Converts a list of messages from the Anthropic API to the Invariant API format."""
+    output = []
+    for message in messages:
+        if message["role"] == "system":
+            output.append({"role": "system", "content": message["content"]})
+        if message["role"] == "user":
+            if isinstance(message["content"], list):
+                for sub_message in message["content"]:
+                    if sub_message["type"] == "tool_result":
+                        if sub_message["content"]:
+                            output.append(
+                                {
+                                    "role": "tool",
+                                    "content": sub_message["content"],
+                                    "tool_id": sub_message["tool_use_id"],
+                                }
+                            )
+                        else:
+                            if keep_empty_tool_response and any(
+                                [sub_message[k] for k in sub_message]
+                            ):
+                                output.append(
+                                    {
+                                        "role": "tool",
+                                        "content": {"is_error": True}
+                                        if sub_message["is_error"]
+                                        else {},
+                                        "tool_id": sub_message["tool_use_id"],
+                                    }
+                                )
+                    elif sub_message["type"] == "text":
+                        output.append({"role": "user", "content": sub_message["text"]})
+            else:
+                output.append({"role": "user", "content": message["content"]})
+        if message["role"] == "assistant":
+            for sub_message in message["content"]:
+                if sub_message["type"] == "text":
+                    output.append(
+                        {"role": "assistant", "content": sub_message.get("text")}
+                    )
+                if sub_message["type"] == "tool_use":
+                    output.append(
+                        {
+                            "role": "assistant",
+                            "content": None,
+                            "tool_calls": [
+                                {
+                                    "tool_id": sub_message.get("id"),
+                                    "type": "function",
+                                    "function": {
+                                        "name": sub_message.get("name"),
+                                        "arguments": sub_message.get("input"),
+                                    },
+                                }
+                            ],
+                        }
+                    )
+    return output
\ No newline at end of file
diff --git a/proxy/routes/open_ai.py b/proxy/routes/open_ai.py
index 34f709d..74fbb44 100644
--- a/proxy/routes/open_ai.py
+++ b/proxy/routes/open_ai.py
@@ -300,7 +300,6 @@ async def push_to_explorer(
     # Combine the messages from the request body and the choices from the OpenAI response
     messages = request_body.get("messages", [])
     messages += [choice["message"] for choice in merged_response.get("choices", [])]
-
     _ = await push_trace(
         dataset_name=dataset_name,
         messages=[messages],

From 2f2253220e747a05cefeb10ba12359246e9d6b45 Mon Sep 17 00:00:00 2001
From: Zishan <zishan@Zishans-MacBook-Pro.local>
Date: Wed, 5 Feb 2025 15:49:11 +0100
Subject: [PATCH 3/8] add test claude agent

---
 proxy/__pycache__/serve.cpython-310.pyc       | Bin 639 -> 766 bytes
 proxy/requirements.txt                        |   4 +-
 .../__pycache__/anthropic.cpython-310.pyc     | Bin 1627 -> 4327 bytes
 .../__pycache__/open_ai.cpython-310.pyc       | Bin 7222 -> 7222 bytes
 proxy/tests/claude_weather_agent              | 117 ++++++++++++++++++
 5 files changed, 120 insertions(+), 1 deletion(-)
 create mode 100644 proxy/tests/claude_weather_agent

diff --git a/proxy/__pycache__/serve.cpython-310.pyc b/proxy/__pycache__/serve.cpython-310.pyc
index d3f6587dc652ee6474b56018b61964ad80bdd0f6..ca4e2fc86ceae7f7c5e328409e6d88885a6e4286 100644
GIT binary patch
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diff --git a/proxy/requirements.txt b/proxy/requirements.txt
index 6be2e1e..193dbfb 100644
--- a/proxy/requirements.txt
+++ b/proxy/requirements.txt
@@ -2,4 +2,6 @@ fastapi==0.115.7
 httpx==0.28.1
 uvicorn==0.34.0
 invariant-sdk
-starlette-compress==1.4.0
\ No newline at end of file
+starlette-compress==1.4.0
+tavily-python
+anthropic
\ No newline at end of file
diff --git a/proxy/routes/__pycache__/anthropic.cpython-310.pyc b/proxy/routes/__pycache__/anthropic.cpython-310.pyc
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diff --git a/proxy/routes/__pycache__/open_ai.cpython-310.pyc b/proxy/routes/__pycache__/open_ai.cpython-310.pyc
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GIT binary patch
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diff --git a/proxy/tests/claude_weather_agent b/proxy/tests/claude_weather_agent
new file mode 100644
index 0000000..ba26e1a
--- /dev/null
+++ b/proxy/tests/claude_weather_agent
@@ -0,0 +1,117 @@
+from anthropic import Anthropic
+from typing import Dict, Optional, List
+import os
+from tavily import TavilyClient
+import anthropic
+from httpx import Client
+tavily_client = TavilyClient(api_key=os.getenv("TAVILY_API_KEY"))
+
+class WeatherAgent:
+    def __init__(self, api_key: str):
+        # self.client = Anthropic(api_key=api_key)
+        dataset_name = "claude_weather_agent_test7"
+        self.client  = anthropic.Anthropic(
+        http_client=Client(
+            headers={
+                "Invariant-Authorization": "Bearer inv-ff9cb8955c73e3d0afef86a5cef1ee773b1b349d9ed40886c78ef99b8d3dbc5a"
+            },
+        ),
+        base_url=f"http://localhost/api/v1/proxy/{dataset_name}/anthropic",
+    )
+        self.example_function = {
+            "name": "get_weather",
+            "description": "Get the current weather in a given location",
+            "input_schema": {
+                "type": "object",
+                "properties": {
+                    "location": {
+                        "type": "string",
+                        "description": "The city and state, e.g. San Francisco, CA"
+                    },
+                    "unit": {
+                        "type": "string",
+                        "enum": ["celsius", "fahrenheit"],
+                        "description": "The unit of temperature, either \"celsius\" or \"fahrenheit\""
+                    }
+                },
+                "required": ["location"]
+            }
+        }
+
+
+        self.system_prompt = """You are an assistant that can perform weather searches using function calls. 
+            When a user asks for weather information, respond with a JSON object specifying 
+            the function name `get_weather` and the arguments latitude and longitude are needed."""
+
+    def parse_weather_query(self, user_query: str) -> Dict:
+        """
+        Parse user query to extract weather-related parameters using Claude.
+        """
+        messages = [
+            {
+                "role": "user",
+                "content": user_query
+            }
+        ]
+        while True:
+            response = self.client.messages.create(
+                # system=self.system_prompt,
+                tools = [self.example_function],
+                model="claude-3-5-sonnet-20241022",
+                max_tokens=1024,
+                messages=messages
+            )
+            print("response content:",response.content[0].text)
+
+            # If there's tool call, Extract the tool call parameters from the response
+            if len(response.content) > 1 and response.content[1].type == "tool_use":
+                print("response tools:",response.content[1].input)
+                tool_call_params = response.content[1].input
+                tool_call_result = self.get_weather(tool_call_params["location"])
+                tool_call_id = response.content[1].id
+                messages.append({
+                    "role": response.role,
+                    "content": response.content
+                    }
+                )
+                messages.append({
+                    "role": "user",
+                    "content": [{
+                        "type": "tool_result",
+                        "tool_use_id": tool_call_id,
+                        "content": tool_call_result
+                    }]
+                })
+                print("messages:",messages,type(messages))
+            else:
+                return response.content[0].text
+
+    def get_weather(self, location: str):
+        """Get the current weather in a given location using latitude and longitude."""
+        query = f"What is the weather in {location}?"
+        response = tavily_client.search(query)
+        # breakpoint()
+        response_content = response["results"][0]["content"]
+        return response["results"][0]["title"] + ":\n" + response_content
+
+# Example usage
+def main():
+    # Initialize agent with your Anthropic API key
+    api_key = os.getenv("ANTHROPIC_API_KEY")
+    weather_agent = WeatherAgent(api_key)
+    
+    # Example queries
+    queries = [
+        "What's the weather like in Zurich city?",
+        "Tell me the forecast for New York",
+        "How's the weather in London next week?"
+    ]
+    
+    # Process each query
+    for query in queries:
+        print(f"\nQuery: {query}")
+        response = weather_agent.parse_weather_query(query)
+        print(f"Response: {response}")
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file

From f2ffed91d3434b606318b671e184e33570fec207 Mon Sep 17 00:00:00 2001
From: Zishan <zishan@Zishans-MacBook-Pro.local>
Date: Thu, 6 Feb 2025 14:46:04 +0100
Subject: [PATCH 4/8] add test for anthropic agent

---
 proxy/routes/anthropic.py                     | 126 ++++++++++--------
 ...her_agent => test_claude_weather_agent.py} |  51 ++++---
 2 files changed, 91 insertions(+), 86 deletions(-)
 rename proxy/tests/{claude_weather_agent => test_claude_weather_agent.py} (72%)

diff --git a/proxy/routes/anthropic.py b/proxy/routes/anthropic.py
index cbb5e2b..f209663 100644
--- a/proxy/routes/anthropic.py
+++ b/proxy/routes/anthropic.py
@@ -23,7 +23,7 @@ IGNORED_HEADERS = [
 ]
 
 MISSING_INVARIANT_AUTH_HEADER = "Missing invariant-authorization header"
-MISSING_AUTH_HEADER = "Missing authorization header"
+MISSING_ANTHROPIC_AUTH_HEADER = "Missing athropic authorization header"
 NOT_SUPPORTED_ENDPOINT = "Not supported OpenAI endpoint"
 FAILED_TO_PUSH_TRACE = "Failed to push trace to the dataset: "
 END_REASONS = [
@@ -33,13 +33,13 @@ END_REASONS = [
 ]
 
 def validate_headers(
-        invariant_authorization: str = Header(None), authorization: str = Header(None)
+        invariant_authorization: str = Header(None), x_api_key: str = Header(None)
 ):
     """Require the invariant-authorization and authorization headers to be present"""
     if invariant_authorization is None:
         raise HTTPException(status_code=400, detail=MISSING_INVARIANT_AUTH_HEADER)
-    # if authorization is None:
-    #     raise HTTPException(status_code=400, detail=MISSING_AUTH_HEADER)
+    if x_api_key is None:
+        raise HTTPException(status_code=400, detail=MISSING_ANTHROPIC_AUTH_HEADER)
     
 @proxy.post(
     "/{dataset_name}/anthropic/{endpoint:path}",
@@ -53,11 +53,9 @@ async def anthropic_proxy(
     """Proxy calls to the Anthropic APIs"""
     if endpoint not in ALLOWED_ANTHROPIC_ENDPOINTS:
         raise HTTPException(status_code=404, detail=NOT_SUPPORTED_ENDPOINT)
-
     headers = {
         k: v for k, v in request.headers.items() if k.lower() not in IGNORED_HEADERS
     }
-    # headers["accept-encoding"] = "identity"
 
     request_body = await request.body()
 
@@ -89,14 +87,16 @@ async def push_to_explorer(
     invariant_authorization: str,
 ) -> None:
     """Pushes the full trace to the Invariant Explorer"""
-    # Combine the messages from the request body and the choices from the OpenAI response
+    # Combine the messages from the request body and Anthropic response
     messages = request_body.get("messages", [])
     if merged_response is not list:
         merged_response = [merged_response]
     messages += merged_response
+
+    # Only push the trace to explorer if the last message is an end turn message
     if messages[-1].get("stop_reason") in END_REASONS:
         messages = anthropic_to_invariant_messages(messages)
-        response = await push_trace(
+        _ = await push_trace(
             dataset_name=dataset_name,
             messages=[messages],
             invariant_authorization=invariant_authorization,
@@ -122,59 +122,67 @@ def anthropic_to_invariant_messages(
 ) -> list[dict]:
     """Converts a list of messages from the Anthropic API to the Invariant API format."""
     output = []
+    role_mapping = {
+        "system": lambda msg: {"role": "system", "content": msg["content"]},
+        "user": lambda msg: handle_user_message(msg, keep_empty_tool_response),
+        "assistant": lambda msg: handle_assistant_message(msg),
+    }
+
     for message in messages:
-        if message["role"] == "system":
-            output.append({"role": "system", "content": message["content"]})
-        if message["role"] == "user":
-            if isinstance(message["content"], list):
-                for sub_message in message["content"]:
-                    if sub_message["type"] == "tool_result":
-                        if sub_message["content"]:
-                            output.append(
-                                {
-                                    "role": "tool",
-                                    "content": sub_message["content"],
-                                    "tool_id": sub_message["tool_use_id"],
-                                }
-                            )
-                        else:
-                            if keep_empty_tool_response and any(
-                                [sub_message[k] for k in sub_message]
-                            ):
-                                output.append(
-                                    {
-                                        "role": "tool",
-                                        "content": {"is_error": True}
-                                        if sub_message["is_error"]
-                                        else {},
-                                        "tool_id": sub_message["tool_use_id"],
-                                    }
-                                )
-                    elif sub_message["type"] == "text":
-                        output.append({"role": "user", "content": sub_message["text"]})
-            else:
-                output.append({"role": "user", "content": message["content"]})
-        if message["role"] == "assistant":
-            for sub_message in message["content"]:
-                if sub_message["type"] == "text":
-                    output.append(
-                        {"role": "assistant", "content": sub_message.get("text")}
-                    )
-                if sub_message["type"] == "tool_use":
+        handler = role_mapping.get(message["role"])
+        if handler:
+            output.extend(handler(message))
+
+    return output
+
+def handle_user_message(message, keep_empty_tool_response):
+    output = []
+    content = message["content"]
+    if isinstance(content, list):
+        for sub_message in content:
+            if sub_message["type"] == "tool_result":
+                if sub_message["content"]:
                     output.append(
                         {
-                            "role": "assistant",
-                            "content": None,
-                            "tool_calls": [
-                                {
-                                    "tool_id": sub_message.get("id"),
-                                    "type": "function",
-                                    "function": {
-                                        "name": sub_message.get("name"),
-                                        "arguments": sub_message.get("input"),
-                                    },
-                                }
-                            ],
+                            "role": "tool",
+                            "content": sub_message["content"],
+                            "tool_id": sub_message["tool_use_id"],
                         }
                     )
-    return output
\ No newline at end of file
+                elif keep_empty_tool_response and any(sub_message.values()):
+                    output.append(
+                        {
+                            "role": "tool",
+                            "content": {"is_error": True} if sub_message["is_error"] else {},
+                            "tool_id": sub_message["tool_use_id"],
+                        }
+                    )
+            elif sub_message["type"] == "text":
+                output.append({"role": "user", "content": sub_message["text"]})
+    else:
+        output.append({"role": "user", "content": content})
+    return output
+
+def handle_assistant_message(message):
+    output = []
+    for sub_message in message["content"]:
+        if sub_message["type"] == "text":
+            output.append({"role": "assistant", "content": sub_message.get("text")})
+        elif sub_message["type"] == "tool_use":
+            output.append(
+                {
+                    "role": "assistant",
+                    "content": None,
+                    "tool_calls": [
+                        {
+                            "tool_id": sub_message.get("id"),
+                            "type": "function",
+                            "function": {
+                                "name": sub_message.get("name"),
+                                "arguments": sub_message.get("input"),
+                            },
+                        }
+                    ],
+                }
+            )
+    return output
diff --git a/proxy/tests/claude_weather_agent b/proxy/tests/test_claude_weather_agent.py
similarity index 72%
rename from proxy/tests/claude_weather_agent
rename to proxy/tests/test_claude_weather_agent.py
index ba26e1a..bacdd54 100644
--- a/proxy/tests/claude_weather_agent
+++ b/proxy/tests/test_claude_weather_agent.py
@@ -1,24 +1,27 @@
-from anthropic import Anthropic
+import anthropic
 from typing import Dict, Optional, List
 import os
 from tavily import TavilyClient
 import anthropic
 from httpx import Client
+import os
+import pytest
+# from invariant import testing
 tavily_client = TavilyClient(api_key=os.getenv("TAVILY_API_KEY"))
 
 class WeatherAgent:
     def __init__(self, api_key: str):
-        # self.client = Anthropic(api_key=api_key)
         dataset_name = "claude_weather_agent_test7"
-        self.client  = anthropic.Anthropic(
-        http_client=Client(
-            headers={
-                "Invariant-Authorization": "Bearer inv-ff9cb8955c73e3d0afef86a5cef1ee773b1b349d9ed40886c78ef99b8d3dbc5a"
-            },
+        invariant_api_key = os.environ.get("INVARIANT_API_KEY")
+        self.client = anthropic.Anthropic(
+            http_client=Client(
+                headers={
+                    "Invariant-Authorization": f"Bearer {invariant_api_key}"
+                },
         ),
         base_url=f"http://localhost/api/v1/proxy/{dataset_name}/anthropic",
     )
-        self.example_function = {
+        self.get_weather_function = {
             "name": "get_weather",
             "description": "Get the current weather in a given location",
             "input_schema": {
@@ -38,14 +41,13 @@ class WeatherAgent:
             }
         }
 
+        # self.system_prompt = """You are an assistant that can perform weather searches using function calls. 
+        #     When a user asks for weather information, respond with a JSON object specifying 
+        #     the function name `get_weather` and the arguments latitude and longitude are needed."""
 
-        self.system_prompt = """You are an assistant that can perform weather searches using function calls. 
-            When a user asks for weather information, respond with a JSON object specifying 
-            the function name `get_weather` and the arguments latitude and longitude are needed."""
-
-    def parse_weather_query(self, user_query: str) -> Dict:
+    def get_response(self, user_query: str) -> Dict:
         """
-        Parse user query to extract weather-related parameters using Claude.
+        Get the response from the agent for a given user query for weather.
         """
         messages = [
             {
@@ -56,7 +58,7 @@ class WeatherAgent:
         while True:
             response = self.client.messages.create(
                 # system=self.system_prompt,
-                tools = [self.example_function],
+                tools = [self.get_weather_function],
                 model="claude-3-5-sonnet-20241022",
                 max_tokens=1024,
                 messages=messages
@@ -82,7 +84,6 @@ class WeatherAgent:
                         "content": tool_call_result
                     }]
                 })
-                print("messages:",messages,type(messages))
             else:
                 return response.content[0].text
 
@@ -90,16 +91,15 @@ class WeatherAgent:
         """Get the current weather in a given location using latitude and longitude."""
         query = f"What is the weather in {location}?"
         response = tavily_client.search(query)
-        # breakpoint()
         response_content = response["results"][0]["content"]
         return response["results"][0]["title"] + ":\n" + response_content
 
-# Example usage
-def main():
-    # Initialize agent with your Anthropic API key
-    api_key = os.getenv("ANTHROPIC_API_KEY")
-    weather_agent = WeatherAgent(api_key)
+
+# Initialize agent with your Anthropic API key
+anthropic_api_key = os.getenv("ANTHROPIC_API_KEY")
+weather_agent = WeatherAgent(anthropic_api_key)
     
+def test_weather_agent():    
     # Example queries
     queries = [
         "What's the weather like in Zurich city?",
@@ -109,9 +109,6 @@ def main():
     
     # Process each query
     for query in queries:
-        print(f"\nQuery: {query}")
-        response = weather_agent.parse_weather_query(query)
+        response = weather_agent.get_response(query)
         print(f"Response: {response}")
-
-if __name__ == "__main__":
-    main()
\ No newline at end of file
+        assert response is not None
\ No newline at end of file

From bb810663566bbc74755728d2f52a7f6669eac4dd Mon Sep 17 00:00:00 2001
From: Zishan <zishan@Zishans-MacBook-Pro.local>
Date: Thu, 6 Feb 2025 14:57:40 +0100
Subject: [PATCH 5/8] rename anthropic test

---
 {proxy/tests => tests/anthropic}/test_claude_weather_agent.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)
 rename {proxy/tests => tests/anthropic}/test_claude_weather_agent.py (99%)

diff --git a/proxy/tests/test_claude_weather_agent.py b/tests/anthropic/test_claude_weather_agent.py
similarity index 99%
rename from proxy/tests/test_claude_weather_agent.py
rename to tests/anthropic/test_claude_weather_agent.py
index bacdd54..d740437 100644
--- a/proxy/tests/test_claude_weather_agent.py
+++ b/tests/anthropic/test_claude_weather_agent.py
@@ -99,7 +99,7 @@ class WeatherAgent:
 anthropic_api_key = os.getenv("ANTHROPIC_API_KEY")
 weather_agent = WeatherAgent(anthropic_api_key)
     
-def test_weather_agent():    
+def test_proxy_response():    
     # Example queries
     queries = [
         "What's the weather like in Zurich city?",

From bdf27877869e67791c2f7c00576af853ebe9847d Mon Sep 17 00:00:00 2001
From: Zishan <zishan@Zishans-MacBook-Pro.local>
Date: Thu, 6 Feb 2025 15:03:32 +0100
Subject: [PATCH 6/8] remove cache file

---
 proxy/__pycache__/serve.cpython-310.pyc          | Bin 766 -> 0 bytes
 .../routes/__pycache__/__init__.cpython-310.pyc  | Bin 122 -> 0 bytes
 .../routes/__pycache__/anthropic.cpython-310.pyc | Bin 4327 -> 0 bytes
 proxy/routes/__pycache__/open_ai.cpython-310.pyc | Bin 7222 -> 0 bytes
 proxy/utils/__pycache__/__init__.cpython-310.pyc | Bin 121 -> 0 bytes
 proxy/utils/__pycache__/explorer.cpython-310.pyc | Bin 2396 -> 0 bytes
 6 files changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 proxy/__pycache__/serve.cpython-310.pyc
 delete mode 100644 proxy/routes/__pycache__/__init__.cpython-310.pyc
 delete mode 100644 proxy/routes/__pycache__/anthropic.cpython-310.pyc
 delete mode 100644 proxy/routes/__pycache__/open_ai.cpython-310.pyc
 delete mode 100644 proxy/utils/__pycache__/__init__.cpython-310.pyc
 delete mode 100644 proxy/utils/__pycache__/explorer.cpython-310.pyc

diff --git a/proxy/__pycache__/serve.cpython-310.pyc b/proxy/__pycache__/serve.cpython-310.pyc
deleted file mode 100644
index ca4e2fc86ceae7f7c5e328409e6d88885a6e4286..0000000000000000000000000000000000000000
GIT binary patch
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From 6eecb1510a1f414926d5b88fe2b1f669f622f96c Mon Sep 17 00:00:00 2001
From: Zishan <zishan@Zishans-MacBook-Pro.local>
Date: Thu, 6 Feb 2025 15:12:20 +0100
Subject: [PATCH 7/8] adjust anthropic test

---
 tests/anthropic/test_claude_weather_agent.py | 13 +++++--------
 1 file changed, 5 insertions(+), 8 deletions(-)

diff --git a/tests/anthropic/test_claude_weather_agent.py b/tests/anthropic/test_claude_weather_agent.py
index d740437..299001c 100644
--- a/tests/anthropic/test_claude_weather_agent.py
+++ b/tests/anthropic/test_claude_weather_agent.py
@@ -1,11 +1,10 @@
 import anthropic
-from typing import Dict, Optional, List
+from typing import Dict
 import os
 from tavily import TavilyClient
 import anthropic
 from httpx import Client
 import os
-import pytest
 # from invariant import testing
 tavily_client = TavilyClient(api_key=os.getenv("TAVILY_API_KEY"))
 
@@ -63,11 +62,9 @@ class WeatherAgent:
                 max_tokens=1024,
                 messages=messages
             )
-            print("response content:",response.content[0].text)
 
             # If there's tool call, Extract the tool call parameters from the response
             if len(response.content) > 1 and response.content[1].type == "tool_use":
-                print("response tools:",response.content[1].input)
                 tool_call_params = response.content[1].input
                 tool_call_result = self.get_weather(tool_call_params["location"])
                 tool_call_id = response.content[1].id
@@ -106,9 +103,9 @@ def test_proxy_response():
         "Tell me the forecast for New York",
         "How's the weather in London next week?"
     ]
-    
+    cities = ["Zurich", "New York", "London"]
     # Process each query
-    for query in queries:
+    for index,query in enumerate(queries):
         response = weather_agent.get_response(query)
-        print(f"Response: {response}")
-        assert response is not None
\ No newline at end of file
+        assert response is not None
+        assert cities[index] in response
\ No newline at end of file

From 87fc58e4de4d62569760d4d45a9ecb05a69df876 Mon Sep 17 00:00:00 2001
From: Zishan <zishan@Zishans-MacBook-Pro.local>
Date: Fri, 7 Feb 2025 10:16:16 +0100
Subject: [PATCH 8/8] minor logic fix

---
 README.md                                    |  4 +--
 proxy/routes/anthropic.py                    | 32 +++++++++-----------
 tests/anthropic/test_claude_weather_agent.py |  3 +-
 3 files changed, 18 insertions(+), 21 deletions(-)

diff --git a/README.md b/README.md
index 16bb165..1cec817 100644
--- a/README.md
+++ b/README.md
@@ -38,6 +38,4 @@ To integrate the Proxy with your AI agent, you’ll need to modify how your clie
 Coming Soon!
 
 ### Run
-docker compose -f docker-compose.local.yml down 
-&& docker compose -f docker-compose.local.yml up -d --build 
-&& docker logs explorer-proxy-explorer-proxy-1 -f
\ No newline at end of file
+./run.sh up
\ No newline at end of file
diff --git a/proxy/routes/anthropic.py b/proxy/routes/anthropic.py
index f209663..86706f9 100644
--- a/proxy/routes/anthropic.py
+++ b/proxy/routes/anthropic.py
@@ -89,18 +89,14 @@ async def push_to_explorer(
     """Pushes the full trace to the Invariant Explorer"""
     # Combine the messages from the request body and Anthropic response
     messages = request_body.get("messages", [])
-    if merged_response is not list:
-        merged_response = [merged_response]
-    messages += merged_response
+    messages += [merged_response]
 
-    # Only push the trace to explorer if the last message is an end turn message
-    if messages[-1].get("stop_reason") in END_REASONS:
-        messages = anthropic_to_invariant_messages(messages)
-        _ = await push_trace(
-            dataset_name=dataset_name,
-            messages=[messages],
-            invariant_authorization=invariant_authorization,
-        )
+    messages = anthropic_to_invariant_messages(messages)
+    _ = await push_trace(
+        dataset_name=dataset_name,
+        messages=[messages],
+        invariant_authorization=invariant_authorization,
+    )
 
 async def handle_non_streaming_response(
     response: httpx.Response,
@@ -110,12 +106,14 @@ async def handle_non_streaming_response(
 ):
     """Handles non-streaming Anthropic responses"""
     json_response = response.json()
-    await push_to_explorer(
-        dataset_name,
-        json_response,
-        request_body_json,
-        invariant_authorization,
-    )
+    # Only push the trace to explorer if the last message is an end turn message
+    if json_response.get("stop_reason") in END_REASONS:
+        await push_to_explorer(
+            dataset_name,
+            json_response,
+            request_body_json,
+            invariant_authorization,
+        )
 
 def anthropic_to_invariant_messages(
     messages: list[dict], keep_empty_tool_response: bool = False
diff --git a/tests/anthropic/test_claude_weather_agent.py b/tests/anthropic/test_claude_weather_agent.py
index 299001c..bb61c3c 100644
--- a/tests/anthropic/test_claude_weather_agent.py
+++ b/tests/anthropic/test_claude_weather_agent.py
@@ -7,10 +7,11 @@ from httpx import Client
 import os
 # from invariant import testing
 tavily_client = TavilyClient(api_key=os.getenv("TAVILY_API_KEY"))
+import datetime
 
 class WeatherAgent:
     def __init__(self, api_key: str):
-        dataset_name = "claude_weather_agent_test7"
+        dataset_name = "claude_weather_agent_test" + str(datetime.datetime.now().strftime("%Y%m%d%H%M%S"))
         invariant_api_key = os.environ.get("INVARIANT_API_KEY")
         self.client = anthropic.Anthropic(
             http_client=Client(