From 58ca38e2bbc301eb0d10810b6cd570c87719af64 Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Wed, 15 Jan 2025 22:04:29 +0530
Subject: [PATCH 01/25] remove exception handling in ollama test

---
 tests/integration/test_llm_providers.py | 54 ++++++++++---------------
 1 file changed, 22 insertions(+), 32 deletions(-)

diff --git a/tests/integration/test_llm_providers.py b/tests/integration/test_llm_providers.py
index 3d9616fbe..65e1b11b3 100644
--- a/tests/integration/test_llm_providers.py
+++ b/tests/integration/test_llm_providers.py
@@ -301,40 +301,30 @@ def test_ollama_provider(test_messages: List[Dict[str, Any]]):
     import ollama
     from ollama import AsyncClient
 
-    try:
-        # Test if Ollama server is running
-        ollama.list()
-    except Exception as e:
-        pytest.skip(f"Ollama server not running: {e}")
+    # Sync chat
+    response = ollama.chat(
+        model="llama3.2:1b",
+        messages=test_messages,
+    )
+    assert response["message"]["content"]
 
-    try:
-        # Sync chat
-        response = ollama.chat(
-            model="llama3.2:1b",
-            messages=test_messages,
-        )
-        assert response["message"]["content"]
+    # Stream chat
+    stream = ollama.chat(
+        model="llama3.2:1b",
+        messages=test_messages,
+        stream=True,
+    )
+    content = collect_stream_content(stream, "ollama")
+    assert len(content) > 0
 
-        # Stream chat
-        stream = ollama.chat(
+    # Async chat
+    async def async_test():
+        client = AsyncClient()
+        response = await client.chat(
             model="llama3.2:1b",
             messages=test_messages,
-            stream=True,
         )
-        content = collect_stream_content(stream, "ollama")
-        assert len(content) > 0
-
-        # Async chat
-        async def async_test():
-            client = AsyncClient()
-            response = await client.chat(
-                model="llama3.2:1b",
-                messages=test_messages,
-            )
-            return response
-
-        async_response = asyncio.run(async_test())
-        assert async_response["message"]["content"]
-
-    except Exception as e:
-        pytest.skip(f"Ollama test failed: {e}")
+        return response
+
+    async_response = asyncio.run(async_test())
+    assert async_response["message"]["content"]

From 846f37894175daecfbfb4553dcb6cae76871312c Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Wed, 15 Jan 2025 22:05:10 +0530
Subject: [PATCH 02/25] make assistants test work

---
 tests/integration/test_llm_providers.py | 20 +++-----------------
 1 file changed, 3 insertions(+), 17 deletions(-)

diff --git a/tests/integration/test_llm_providers.py b/tests/integration/test_llm_providers.py
index 65e1b11b3..746d7ae2a 100644
--- a/tests/integration/test_llm_providers.py
+++ b/tests/integration/test_llm_providers.py
@@ -57,8 +57,7 @@ def test_openai_provider(openai_client, test_messages: List[Dict[str, Any]]):
 
 
 ## Assistants API Tests
-# @pytest.mark.vcr()
-@pytest.mark.skip("For some reason this is not being recorded and the test is not behaving correctly")
+@pytest.mark.vcr()
 async def test_openai_assistants_provider(openai_client):
     """Test OpenAI Assistants API integration for all overridden methods."""
 
@@ -107,21 +106,8 @@ async def test_openai_assistants_provider(openai_client):
     run = openai_client.beta.threads.runs.create(thread_id=thread.id, assistant_id=assistant.id)
     assert run.id.startswith("run_")
 
-    # Monitor run status with timeout
-    async def check_run_status():
-        while True:
-            run_status = openai_client.beta.threads.runs.retrieve(thread_id=thread.id, run_id=run.id)
-            print(f"Current run status: {run_status.status}")  # Print status for debugging
-            if run_status.status in ["completed", "failed", "cancelled", "expired"]:
-                return run_status
-            await asyncio.sleep(1)
-
-    try:
-        run_status = await asyncio.wait_for(check_run_status(), timeout=10)  # Shorter timeout
-    except TimeoutError:
-        # Cancel the run if it's taking too long
-        openai_client.beta.threads.runs.cancel(thread_id=thread.id, run_id=run.id)
-        pytest.skip("Assistant run timed out and was cancelled")
+    while run.status not in ["completed", "failed"]:
+        run = openai_client.beta.threads.runs.retrieve(thread_id=thread.id, run_id=run.id)
 
     # Get run steps
     run_steps = openai_client.beta.threads.runs.steps.list(thread_id=thread.id, run_id=run.id)

From 9f72715cf05ff044cdc80c3d60af0e5de988123f Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Thu, 16 Jan 2025 11:41:21 +0530
Subject: [PATCH 03/25] remove redundant comments

---
 tests/integration/test_llm_providers.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/tests/integration/test_llm_providers.py b/tests/integration/test_llm_providers.py
index 746d7ae2a..bf9afc668 100644
--- a/tests/integration/test_llm_providers.py
+++ b/tests/integration/test_llm_providers.py
@@ -7,7 +7,7 @@
 
 def collect_stream_content(stream_response: Any, provider: str) -> List[str]:
     """Collect streaming content based on provider-specific response format."""
-    collected_content = []  # Initialize the list first
+    collected_content = []
 
     handlers = {
         "openai": lambda chunk: chunk.choices[0].delta.content,
@@ -27,8 +27,8 @@ def collect_stream_content(stream_response: Any, provider: str) -> List[str]:
         raise ValueError(f"Unknown provider: {provider}")
 
     for chunk in stream_response:
-        if chunk_content := handler(chunk):  # Use different variable name
-            collected_content.append(chunk_content)  # Append to the list
+        if chunk_content := handler(chunk):
+            collected_content.append(chunk_content)
 
     return collected_content
 

From 88d59f5a36d0e81c83bea0673f34798fc4fd6d53 Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Fri, 17 Jan 2025 02:13:28 +0530
Subject: [PATCH 04/25] add auotgen integration tests

---
 tests/fixtures/partners.py                    |  91 ++++
 .../test_autogen_logger_session_flow.yaml     | 422 ++++++++++++++++++
 .../test_math_agent_error_handling.yaml       | 382 ++++++++++++++++
 .../test_math_agent_termination.yaml          | 382 ++++++++++++++++
 .../test_math_agent_tool_usage.yaml           | 382 ++++++++++++++++
 tests/fixtures/vcr.py                         |  14 +-
 tests/integration/conftest.py                 |   7 +-
 tests/integration/test_partners.py            |  73 +++
 8 files changed, 1747 insertions(+), 6 deletions(-)
 create mode 100644 tests/fixtures/partners.py
 create mode 100644 tests/fixtures/recordings/test_autogen_logger_session_flow.yaml
 create mode 100644 tests/fixtures/recordings/test_math_agent_error_handling.yaml
 create mode 100644 tests/fixtures/recordings/test_math_agent_termination.yaml
 create mode 100644 tests/fixtures/recordings/test_math_agent_tool_usage.yaml
 create mode 100644 tests/integration/test_partners.py

diff --git a/tests/fixtures/partners.py b/tests/fixtures/partners.py
new file mode 100644
index 000000000..83a3dae0e
--- /dev/null
+++ b/tests/fixtures/partners.py
@@ -0,0 +1,91 @@
+import pytest
+from agentops.partners.autogen_logger import AutogenLogger
+from autogen import UserProxyAgent, AssistantAgent, register_function
+import agentops
+
+@pytest.fixture
+def autogen_logger(agentops_session):
+    """Fixture for AutogenLogger with auto start/stop."""
+    logger = AutogenLogger()
+    logger.start()
+    yield logger
+    logger.stop()
+
+@pytest.fixture
+def math_agents(openai_client, autogen_logger):
+    """Math agent group with calculator tool and all configurations."""
+    # Initialize AgentOps
+    agentops.init()
+    
+    # Base configuration for all agents
+    base_config = {
+        "max_consecutive_auto_reply": 0,  # Disable auto-reply
+        "code_execution_config": False,
+        "llm_config": False,  # Disable LLM-based auto reply
+    }
+
+    # LLM configuration for math assistant
+    llm_config = {
+        "config_list": [{
+            "model": "gpt-4",
+            "api_key": openai_client.api_key,
+            "timeout": 10,
+        }],
+        "timeout": 10,
+        "temperature": 0,  # Deterministic for testing
+    }
+
+    # Create user proxy agent
+    user_proxy = UserProxyAgent(
+        name="user_proxy",
+        human_input_mode="NEVER",
+        is_termination_msg=lambda x: "TERMINATE" in x.get("content", "") 
+                                   or x.get("content", "") == "",
+        **base_config
+    )
+    
+    # Create assistant agent
+    assistant = AssistantAgent(
+        name="assistant",
+        system_message="You are a math assistant. Use the calculator tool when needed. Return TERMINATE when done.",
+        llm_config=llm_config,
+        max_consecutive_auto_reply=1
+    )
+
+    # Register agents with logger
+    autogen_logger.log_new_agent(user_proxy, {})
+    autogen_logger.log_new_agent(assistant, {})
+
+    # Define calculator tool
+    def calculator(a: int, b: int, operator: str) -> int:
+        if operator == "+":
+            return a + b
+        elif operator == "-":
+            return a - b
+        elif operator == "*":
+            return a * b
+        elif operator == "/":
+            return int(a / b)
+        else:
+            raise ValueError("Invalid operator")
+
+    # Register calculator with both agents
+    assistant.register_for_llm(
+        name="calculator",
+        description="A simple calculator"
+    )(calculator)
+    
+    user_proxy.register_for_execution(
+        name="calculator"
+    )(calculator)
+
+    # Register function between agents
+    register_function(
+        calculator,
+        caller=assistant,
+        executor=user_proxy,
+        name="calculator",
+        description="A simple calculator"
+    )
+    
+    return user_proxy, assistant 
\ No newline at end of file
diff --git a/tests/fixtures/recordings/test_autogen_logger_session_flow.yaml b/tests/fixtures/recordings/test_autogen_logger_session_flow.yaml
new file mode 100644
index 000000000..19e24d354
--- /dev/null
+++ b/tests/fixtures/recordings/test_autogen_logger_session_flow.yaml
@@ -0,0 +1,422 @@
+interactions:
+- request:
+    body: '{"session": {"end_timestamp": null, "end_state": "Indeterminate", "session_id":
+      "3ebf07b3-1417-433f-856f-b00c2626c64b", "init_timestamp": "2025-01-16T20:42:43.001822+00:00",
+      "tags": [], "video": null, "end_state_reason": null, "host_env": {"SDK": {"AgentOps
+      SDK Version": "0.3.21", "Python Version": "3.10.16", "System Packages": {"future_fstrings":
+      "1.2.0", "pluggy": "1.5.0", "exceptiongroup": "1.2.2", "importlib.metadata":
+      "8.5.0", "iniconfig": "2.0.0", "pytest": "8.3.4", "tomli": "2.2.1", "pytest_recording":
+      "0.13.2", "pytest_cov": "6.0.0", "coverage": "7.6.10", "pyfakefs": "5.7.4",
+      "fancycompleter": "0.9.1", "pytest_asyncio": "0.25.2", "termcolor": "2.4.0",
+      "pytest_sugar": "1.0.0", "sniffio": "1.3.1", "typing_extensions": "4.12.2",
+      "anyio": "4.8.0", "pytest_mock": "3.14.0", "colorama": "0.4.6", "importlib.resources":
+      "6.5.2", "networkx": "3.4.2", "pytest_depends": "1.0.1", "urllib3": "2.3.0",
+      "charset_normalizer": "3.4.1", "idna": "3.10", "certifi": "2024.12.14", "requests":
+      "2.32.3", "requests_mock": "1.12.1", "psutil": "6.0.0", "packaging": "24.2",
+      "wrapt": "1.17.2", "deprecated": "1.2.15", "importlib_metadata": "8.5.0", "zipp":
+      "3.21.0", "opentelemetry.sdk": "1.29.0", "tenacity": "8.5.0", "langchain_core":
+      "0.2.43", "pydantic": "2.10.5", "pydantic_core": "2.27.2", "annotated_types":
+      "0.7.0", "langsmith": "0.1.147", "requests_toolbelt": "1.0.0", "attrs": "24.3.0",
+      "outcome": "1.3.0.post0", "sortedcontainers": "2.4.0", "trio": "0.28.0", "h11":
+      "0.14.0", "h2": "4.1.0", "hyperframe": "6.0.1", "hpack": "4.0.0", "httpcore":
+      "1.0.7", "click": "8.1.8", "pygments": "2.19.1", "rich": "13.9.4", "httpx":
+      "0.27.2", "orjson": "3.10.14", "jsonpointer": "3.0.0", "jsonpatch": "1.33",
+      "langchain": "0.2.17", "agentops": "0.3.21", "distro": "1.9.0", "jiter": "0.8.2",
+      "openai": "1.59.7", "multidict": "6.1.0", "propcache": "0.2.1", "yarl": "1.18.3",
+      "async_timeout": "5.0.1", "aiohappyeyeballs": "2.4.4", "frozenlist": "1.5.0",
+      "aiosignal": "1.3.2", "aiohttp": "3.11.11", "regex": "2024.11.6", "tiktoken":
+      "0.8.0", "tokenizers": "0.21.0", "markupsafe": "3.0.2", "jinja2": "3.1.5", "litellm":
+      "1.58.2", "anthropic": "0.43.0", "sentencepiece": "0.2.0", "ai21_tokenizer":
+      "0.12.0", "ai21": "3.0.1", "httpx_sse": "0.4.0", "fastavro": "1.10.0", "cohere":
+      "5.13.8", "groq": "0.15.0", "mypy_extensions": "1.0.0", "typing_inspect": "0.9.0",
+      "mistralai": "1.3.1", "websockets": "14.1", "diskcache": "5.6.3", "docker":
+      "7.1.0", "google.api_core": "2.24.0", "ollama": "0.4.6", "numpy": "1.26.4",
+      "pytz": "2024.2", "pyarrow": "19.0.0", "six": "1.17.0", "pandas": "2.2.3", "flaml":
+      "2.3.3", "autogen": "0.3.2"}}, "OS": {"Hostname": "HawK-X-MBP.local", "OS":
+      "Darwin", "OS Version": "Darwin Kernel Version 24.2.0: Fri Dec  6 18:56:34 PST
+      2024; root:xnu-11215.61.5~2/RELEASE_ARM64_T6020", "OS Release": "24.2.0"}, "CPU":
+      {"Physical cores": 12, "Total cores": 12, "CPU Usage": "46.8%"}, "RAM": {"Total":
+      "32.00 GB", "Available": "5.82 GB", "Used": "9.81 GB", "Percentage": "81.8%"},
+      "Disk": {"/dev/disk3s1s1": {"Mountpoint": "/", "Total": "926.35 GB", "Used":
+      "10.43 GB", "Free": "507.02 GB", "Percentage": "2.0%"}, "/dev/disk3s6": {"Mountpoint":
+      "/System/Volumes/VM", "Total": "926.35 GB", "Used": "41.00 GB", "Free": "507.02
+      GB", "Percentage": "7.5%"}, "/dev/disk3s2": {"Mountpoint": "/System/Volumes/Preboot",
+      "Total": "926.35 GB", "Used": "6.36 GB", "Free": "507.02 GB", "Percentage":
+      "1.2%"}, "/dev/disk3s4": {"Mountpoint": "/System/Volumes/Update", "Total": "926.35
+      GB", "Used": "0.00 GB", "Free": "507.02 GB", "Percentage": "0.0%"}, "/dev/disk1s2":
+      {"Mountpoint": "/System/Volumes/xarts", "Total": "0.49 GB", "Used": "0.01 GB",
+      "Free": "0.47 GB", "Percentage": "1.2%"}, "/dev/disk1s1": {"Mountpoint": "/System/Volumes/iSCPreboot",
+      "Total": "0.49 GB", "Used": "0.01 GB", "Free": "0.47 GB", "Percentage": "1.1%"},
+      "/dev/disk1s3": {"Mountpoint": "/System/Volumes/Hardware", "Total": "0.49 GB",
+      "Used": "0.00 GB", "Free": "0.47 GB", "Percentage": "0.6%"}, "/dev/disk3s5":
+      {"Mountpoint": "/System/Volumes/Data", "Total": "926.35 GB", "Used": "360.38
+      GB", "Free": "507.02 GB", "Percentage": "41.5%"}, "/dev/disk5s1": {"Mountpoint":
+      "/Library/Developer/CoreSimulator/Cryptex/Images/bundle/SimRuntimeBundle-B4E5023D-40BB-40DD-AAE6-1286B3994E15",
+      "Total": "8.24 GB", "Used": "7.97 GB", "Free": "0.24 GB", "Percentage": "97.1%"},
+      "/dev/disk7s1": {"Mountpoint": "/Library/Developer/CoreSimulator/Volumes/iOS_22B81",
+      "Total": "18.13 GB", "Used": "17.63 GB", "Free": "0.46 GB", "Percentage": "97.5%"},
+      "/dev/disk3s3": {"Mountpoint": "/Volumes/Recovery", "Total": "926.35 GB", "Used":
+      "0.96 GB", "Free": "507.02 GB", "Percentage": "0.2%"}}, "Installed Packages":
+      {"Installed Packages": {"agentops": "0.3.21", "pytest-recording": "0.13.2",
+      "shellingham": "1.5.4", "anthropic": "0.43.0", "opentelemetry-instrumentation":
+      "0.50b0", "langchain-experimental": "0.0.65", "opentelemetry-api": "1.29.0",
+      "coloredlogs": "15.0.1", "chromadb": "0.4.24", "humanfriendly": "10.0", "hyperframe":
+      "6.0.1", "Pygments": "2.19.1", "pandas": "2.2.3", "coverage": "7.6.10", "tomli":
+      "2.2.1", "opentelemetry-proto": "1.29.0", "importlib_metadata": "8.5.0", "async-timeout":
+      "5.0.1", "pypdf": "4.3.1", "filelock": "3.16.1", "idna": "3.10", "h2": "4.1.0",
+      "pytest-cov": "6.0.0", "pyasn1_modules": "0.4.1", "termcolor": "2.4.0", "diskcache":
+      "5.6.3", "multidict": "6.1.0", "outcome": "1.3.0.post0", "langchain-core": "0.2.43",
+      "fastapi": "0.115.6", "grpc-google-iam-v1": "0.14.0", "huggingface-hub": "0.27.1",
+      "docx2txt": "0.8", "overrides": "7.7.0", "colorama": "0.4.6", "uvicorn": "0.34.0",
+      "opentelemetry-util-http": "0.50b0", "tokenizers": "0.21.0", "lancedb": "0.18.0",
+      "zipp": "3.21.0", "pyfakefs": "5.7.4", "typer": "0.15.1", "fancycompleter":
+      "0.9.1", "qdrant-client": "1.12.1", "google-cloud-resource-manager": "1.14.0",
+      "rich-toolkit": "0.13.2", "schema": "0.7.7", "flatbuffers": "24.12.23", "opentelemetry-exporter-otlp-proto-grpc":
+      "1.29.0", "pytest-asyncio": "0.25.2", "crewai-tools": "0.17.0", "langchain-cohere":
+      "0.1.9", "referencing": "0.35.1", "googleapis-common-protos": "1.66.0", "selenium":
+      "4.27.1", "requests": "2.32.3", "frozenlist": "1.5.0", "dnspython": "2.7.0",
+      "httpx-sse": "0.4.0", "opentelemetry-instrumentation-fastapi": "0.50b0", "shapely":
+      "2.0.6", "mem0ai": "0.1.44", "soupsieve": "2.6", "google-api-core": "2.24.0",
+      "json_repair": "0.25.3", "markdown-it-py": "3.0.0", "pytest": "8.3.4", "litellm":
+      "1.58.2", "httpx": "0.27.2", "sympy": "1.13.3", "FLAML": "2.3.3", "mypy-extensions":
+      "1.0.0", "h11": "0.14.0", "langchain-openai": "0.1.25", "networkx": "3.4.2",
+      "google-cloud-aiplatform": "1.77.0", "opentelemetry-sdk": "1.29.0", "pytest-sugar":
+      "1.0.0", "autogen": "0.3.2", "typing-inspect": "0.9.0", "pyrepl": "0.9.0", "PySocks":
+      "1.7.1", "google-cloud-bigquery": "3.28.0", "iniconfig": "2.0.0", "rich": "13.9.4",
+      "opentelemetry-instrumentation-asgi": "0.50b0", "google-resumable-media": "2.7.2",
+      "tqdm": "4.67.1", "urllib3": "2.3.0", "Mako": "1.3.8", "hpack": "4.0.0", "protobuf":
+      "5.29.3", "ollama": "0.4.6", "exceptiongroup": "1.2.2", "jsonpatch": "1.33",
+      "click": "8.1.8", "jsonpointer": "3.0.0", "grpcio-tools": "1.69.0", "numpy":
+      "1.26.4", "docstring_parser": "0.16", "kubernetes": "31.0.0", "grpcio-status":
+      "1.69.0", "appdirs": "1.4.4", "aiohttp": "3.11.11", "jsonschema": "4.23.0",
+      "google-crc32c": "1.6.0", "opentelemetry-semantic-conventions": "0.50b0", "ruff":
+      "0.9.1", "propcache": "0.2.1", "pyasn1": "0.6.1", "Jinja2": "3.1.5", "cachetools":
+      "5.5.0", "portalocker": "2.10.1", "asgiref": "3.8.1", "dataclasses-json": "0.6.7",
+      "oauthlib": "3.2.2", "psutil": "6.0.0", "pylance": "0.22.0", "vcrpy": "7.0.0",
+      "python-dotenv": "1.0.1", "chroma-hnswlib": "0.7.3", "regex": "2024.11.6", "orjson":
+      "3.10.14", "fsspec": "2024.12.0", "anyio": "4.8.0", "crewai": "0.51.1", "sniffio":
+      "1.3.1", "nodeenv": "1.9.1", "google-cloud-storage": "2.19.0", "jsonschema-specifications":
+      "2024.10.1", "cohere": "5.13.8", "fastapi-cli": "0.0.7", "marshmallow": "3.25.1",
+      "mdurl": "0.1.2", "fastavro": "1.10.0", "python-dateutil": "2.9.0.post0", "mpmath":
+      "1.3.0", "opentelemetry-exporter-otlp-proto-common": "1.29.0", "build": "1.2.2.post1",
+      "types-requests": "2.32.0.20241016", "pytz": "2024.2", "yarl": "1.18.3", "charset-normalizer":
+      "3.4.1", "jsonref": "1.1.0", "sortedcontainers": "2.4.0", "mistralai": "1.3.1",
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index 000000000..225ab3cb8
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new file mode 100644
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+      - REDACTED
+      x-agentops-api-key:
+      - REDACTED
+    method: POST
+    uri: https://api.agentops.ai/v2/update_session
+  response:
+    body:
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+    headers:
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+      - '138'
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diff --git a/tests/fixtures/vcr.py b/tests/fixtures/vcr.py
index a824c3535..5ab9ba31a 100644
--- a/tests/fixtures/vcr.py
+++ b/tests/fixtures/vcr.py
@@ -76,19 +76,25 @@ def vcr_config():
         ("x-stainless-async", "REDACTED"),
         ("x-stainless-runtime", "REDACTED"),
         ("x-stainless-runtime-version", "REDACTED"),
+        # Add JWT-related headers
+        ("x-railway-request-id", "REDACTED"),
+        ("x-request-id", "REDACTED"),
+        ("x-ratelimit-remaining-tokens", "REDACTED"), 
+        ("x-ratelimit-reset-requests", "REDACTED"),
+        ("x-ratelimit-reset-tokens", "REDACTED"),
+        ("x-debug-trace-id", "REDACTED")
     ]
 
     def filter_response_headers(response):
         """Filter sensitive headers from response."""
         headers = response["headers"]
-        headers_lower = {k.lower(): k for k in headers}  # Map of lowercase -> original header names
+        headers_lower = {k.lower(): k for k in headers}
 
         for header, replacement in sensitive_headers:
             header_lower = header.lower()
             if header_lower in headers_lower:
-                # Replace using the original header name from the response
-                original_header = headers_lower[header_lower]
-                headers[original_header] = replacement
+                headers[headers_lower[header_lower]] = [replacement]
+
         return response
 
     return {
diff --git a/tests/integration/conftest.py b/tests/integration/conftest.py
index 90fda319b..b11d59573 100644
--- a/tests/integration/conftest.py
+++ b/tests/integration/conftest.py
@@ -13,13 +13,16 @@
     openai_client,
     test_messages,
 )
+from tests.fixtures.partners import (
+    autogen_logger,
+    math_agents,
+)
 from tests.fixtures.vcr import vcr_config
 
 
 @pytest.fixture
 def agentops_session():
+    """Fixture for managing AgentOps sessions."""
     agentops.start_session()
-
     yield
-
     agentops.end_all_sessions()
diff --git a/tests/integration/test_partners.py b/tests/integration/test_partners.py
new file mode 100644
index 000000000..c9696ea7b
--- /dev/null
+++ b/tests/integration/test_partners.py
@@ -0,0 +1,73 @@
+import pytest
+from agentops.partners.autogen_logger import AutogenLogger
+
+@pytest.mark.usefixtures("agentops_session")
+@pytest.mark.vcr
+def test_autogen_logger_init(autogen_logger):
+    """Test AutogenLogger initialization"""
+    assert isinstance(autogen_logger, AutogenLogger)
+    assert hasattr(autogen_logger, 'start')
+    assert hasattr(autogen_logger, 'stop')
+    assert hasattr(autogen_logger, 'get_connection')
+
+@pytest.mark.usefixtures("agentops_session")
+@pytest.mark.vcr
+def test_autogen_logger_session_flow(autogen_logger, math_agents):
+    """Test complete session flow with AutogenLogger"""
+    user_proxy, assistant = math_agents
+    
+    user_proxy.initiate_chat(
+        assistant,
+        message="What is 2 + 2?",
+    )
+    
+    # Check that events were logged through the logger's methods
+    assert len(autogen_logger.agent_store) > 0  # Agents were registered
+    assert any(agent["autogen_id"] == str(id(user_proxy)) for agent in autogen_logger.agent_store)
+    assert any(agent["autogen_id"] == str(id(assistant)) for agent in autogen_logger.agent_store)
+
+@pytest.mark.usefixtures("agentops_session")
+@pytest.mark.vcr
+def test_math_agent_tool_usage(autogen_logger, math_agents):
+    """Test math agent tool usage tracking"""
+    user_proxy, assistant = math_agents
+    
+    user_proxy.initiate_chat(
+        assistant,
+        message="What is (1423 - 123) / 3 + (32 + 23) * 5?",
+    )
+    
+    # Check that tool usage was logged
+    assert len(autogen_logger.agent_store) > 0
+    assert any(agent["autogen_id"] == str(id(assistant)) for agent in autogen_logger.agent_store)
+
+@pytest.mark.usefixtures("agentops_session")
+@pytest.mark.vcr
+def test_math_agent_error_handling(autogen_logger, math_agents):
+    """Test math agent error handling"""
+    user_proxy, assistant = math_agents
+    
+    # The assistant should handle invalid operators gracefully
+    user_proxy.initiate_chat(
+        assistant,
+        message="What is 123 @ 456?",
+    )
+    
+    # Check that error was logged
+    assert len(autogen_logger.agent_store) > 0
+    assert any(agent["autogen_id"] == str(id(assistant)) for agent in autogen_logger.agent_store)
+
+@pytest.mark.usefixtures("agentops_session")
+@pytest.mark.vcr
+def test_math_agent_termination(autogen_logger, math_agents):
+    """Test math agent termination"""
+    user_proxy, assistant = math_agents
+    
+    user_proxy.initiate_chat(
+        assistant,
+        message="What is 1 + 1? Return TERMINATE when done.",
+    )
+    
+    # Check that termination was logged
+    assert len(autogen_logger.agent_store) > 0
+    assert any(agent["autogen_id"] == str(id(assistant)) for agent in autogen_logger.agent_store)

From b5165d1c21f2295a824741b65eaf84d5602e8b1e Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Fri, 17 Jan 2025 02:19:47 +0530
Subject: [PATCH 05/25] change vcr config to not check body

---
 tests/fixtures/vcr.py | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/tests/fixtures/vcr.py b/tests/fixtures/vcr.py
index 5ab9ba31a..48912ed0e 100644
--- a/tests/fixtures/vcr.py
+++ b/tests/fixtures/vcr.py
@@ -85,6 +85,13 @@ def vcr_config():
         ("x-debug-trace-id", "REDACTED")
     ]
 
+    def before_record_request(request):
+        """Filter sensitive data from request body"""
+        if request.body:
+            # Don't match on dynamic fields in the request body
+            request.body = None
+        return request
+
     def filter_response_headers(response):
         """Filter sensitive headers from response."""
         headers = response["headers"]
@@ -101,7 +108,7 @@ def filter_response_headers(response):
         # Basic VCR configuration
         "serializer": "yaml",
         "cassette_library_dir": str(vcr_cassettes),
-        "match_on": ["uri", "method", "body"],
+        "match_on": ["uri", "method"],
         "record_mode": "once",
         "ignore_localhost": True,
         "ignore_hosts": [
@@ -114,6 +121,7 @@ def filter_response_headers(response):
         ],
         # Header filtering for requests and responses
         "filter_headers": sensitive_headers,
+        "before_record_request": before_record_request,
         "before_record_response": filter_response_headers,
         # Add these new options
         "decode_compressed_response": True,

From 649500e03b779d4978a85f2f7bd5a540d0b423b4 Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Fri, 17 Jan 2025 02:20:08 +0530
Subject: [PATCH 06/25] consolidate autogen integration tests into a single
 test

---
 tests/fixtures/recordings/test_autogen.yaml   | 160 +++++++
 .../test_autogen_logger_session_flow.yaml     | 422 ------------------
 .../test_math_agent_error_handling.yaml       | 382 ----------------
 .../test_math_agent_termination.yaml          | 382 ----------------
 .../test_math_agent_tool_usage.yaml           | 382 ----------------
 tests/integration/test_partners.py            |  47 +-
 6 files changed, 173 insertions(+), 1602 deletions(-)
 create mode 100644 tests/fixtures/recordings/test_autogen.yaml
 delete mode 100644 tests/fixtures/recordings/test_autogen_logger_session_flow.yaml
 delete mode 100644 tests/fixtures/recordings/test_math_agent_error_handling.yaml
 delete mode 100644 tests/fixtures/recordings/test_math_agent_termination.yaml
 delete mode 100644 tests/fixtures/recordings/test_math_agent_tool_usage.yaml

diff --git a/tests/fixtures/recordings/test_autogen.yaml b/tests/fixtures/recordings/test_autogen.yaml
new file mode 100644
index 000000000..fc0debc82
--- /dev/null
+++ b/tests/fixtures/recordings/test_autogen.yaml
@@ -0,0 +1,160 @@
+interactions:
+- request:
+    body: null
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '10803'
+      Content-Type:
+      - application/json; charset=UTF-8
+      Keep-Alive:
+      - timeout=10, max=1000
+      User-Agent:
+      - python-requests/2.32.3
+      x-agentops-api-key:
+      - REDACTED
+    method: POST
+    uri: https://api.agentops.ai/v2/create_session
+  response:
+    body:
+      string: '{"jwt":"eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzZXNzaW9uX2lkIjoiMTcwNjg5ZjAtZTI4MS00ODdjLTkzMTctOWExOTU3ZDc4OWJmIiwiZXhwIjoxNzM3MTQ2ODk1Ljc5OTY0fQ.K38gltvALNeeUckcFDPRfPaO3NOVzdbiShZF86xutTY","session_url":"https://app.agentops.ai/drilldown?session_id=170689f0-e281-487c-9317-9a1957d789bf","status":"Success"}'
+    headers:
+      Content-Length:
+      - '310'
+      Content-Type:
+      - application/json
+      Date:
+      - Thu, 16 Jan 2025 20:48:15 GMT
+      Server:
+      - railway-edge
+      X-Railway-Request-Id:
+      - REDACTED
+    status:
+      code: 200
+      message: OK
+- request:
+    body: null
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '68'
+      Content-Type:
+      - application/json; charset=UTF-8
+      Keep-Alive:
+      - timeout=10, max=1000
+      User-Agent:
+      - python-requests/2.32.3
+      authorization:
+      - REDACTED
+      x-agentops-api-key:
+      - REDACTED
+    method: POST
+    uri: https://api.agentops.ai/v2/create_agent
+  response:
+    body:
+      string: '"Success"'
+    headers:
+      Content-Length:
+      - '9'
+      Content-Type:
+      - application/json
+      Date:
+      - Thu, 16 Jan 2025 20:48:16 GMT
+      Server:
+      - railway-edge
+      X-Railway-Request-Id:
+      - REDACTED
+    status:
+      code: 200
+      message: OK
+- request:
+    body: null
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '67'
+      Content-Type:
+      - application/json; charset=UTF-8
+      Keep-Alive:
+      - timeout=10, max=1000
+      User-Agent:
+      - python-requests/2.32.3
+      authorization:
+      - REDACTED
+      x-agentops-api-key:
+      - REDACTED
+    method: POST
+    uri: https://api.agentops.ai/v2/create_agent
+  response:
+    body:
+      string: '"Success"'
+    headers:
+      Content-Length:
+      - '9'
+      Content-Type:
+      - application/json
+      Date:
+      - Thu, 16 Jan 2025 20:48:16 GMT
+      Server:
+      - railway-edge
+      X-Railway-Request-Id:
+      - REDACTED
+    status:
+      code: 200
+      message: OK
+- request:
+    body: null
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '11101'
+      Content-Type:
+      - application/json; charset=UTF-8
+      Keep-Alive:
+      - timeout=10, max=1000
+      User-Agent:
+      - python-requests/2.32.3
+      authorization:
+      - REDACTED
+      x-agentops-api-key:
+      - REDACTED
+    method: POST
+    uri: https://api.agentops.ai/v2/update_session
+  response:
+    body:
+      string: '{"session_url":"https://app.agentops.ai/drilldown?session_id=170689f0-e281-487c-9317-9a1957d789bf","status":"success","token_cost":"0.00"}'
+    headers:
+      Content-Length:
+      - '138'
+      Content-Type:
+      - application/json
+      Date:
+      - Thu, 16 Jan 2025 20:48:17 GMT
+      Server:
+      - railway-edge
+      X-Railway-Request-Id:
+      - REDACTED
+    status:
+      code: 200
+      message: OK
+version: 1
diff --git a/tests/fixtures/recordings/test_autogen_logger_session_flow.yaml b/tests/fixtures/recordings/test_autogen_logger_session_flow.yaml
deleted file mode 100644
index 19e24d354..000000000
--- a/tests/fixtures/recordings/test_autogen_logger_session_flow.yaml
+++ /dev/null
@@ -1,422 +0,0 @@
-interactions:
-- request:
-    body: '{"session": {"end_timestamp": null, "end_state": "Indeterminate", "session_id":
-      "3ebf07b3-1417-433f-856f-b00c2626c64b", "init_timestamp": "2025-01-16T20:42:43.001822+00:00",
-      "tags": [], "video": null, "end_state_reason": null, "host_env": {"SDK": {"AgentOps
-      SDK Version": "0.3.21", "Python Version": "3.10.16", "System Packages": {"future_fstrings":
-      "1.2.0", "pluggy": "1.5.0", "exceptiongroup": "1.2.2", "importlib.metadata":
-      "8.5.0", "iniconfig": "2.0.0", "pytest": "8.3.4", "tomli": "2.2.1", "pytest_recording":
-      "0.13.2", "pytest_cov": "6.0.0", "coverage": "7.6.10", "pyfakefs": "5.7.4",
-      "fancycompleter": "0.9.1", "pytest_asyncio": "0.25.2", "termcolor": "2.4.0",
-      "pytest_sugar": "1.0.0", "sniffio": "1.3.1", "typing_extensions": "4.12.2",
-      "anyio": "4.8.0", "pytest_mock": "3.14.0", "colorama": "0.4.6", "importlib.resources":
-      "6.5.2", "networkx": "3.4.2", "pytest_depends": "1.0.1", "urllib3": "2.3.0",
-      "charset_normalizer": "3.4.1", "idna": "3.10", "certifi": "2024.12.14", "requests":
-      "2.32.3", "requests_mock": "1.12.1", "psutil": "6.0.0", "packaging": "24.2",
-      "wrapt": "1.17.2", "deprecated": "1.2.15", "importlib_metadata": "8.5.0", "zipp":
-      "3.21.0", "opentelemetry.sdk": "1.29.0", "tenacity": "8.5.0", "langchain_core":
-      "0.2.43", "pydantic": "2.10.5", "pydantic_core": "2.27.2", "annotated_types":
-      "0.7.0", "langsmith": "0.1.147", "requests_toolbelt": "1.0.0", "attrs": "24.3.0",
-      "outcome": "1.3.0.post0", "sortedcontainers": "2.4.0", "trio": "0.28.0", "h11":
-      "0.14.0", "h2": "4.1.0", "hyperframe": "6.0.1", "hpack": "4.0.0", "httpcore":
-      "1.0.7", "click": "8.1.8", "pygments": "2.19.1", "rich": "13.9.4", "httpx":
-      "0.27.2", "orjson": "3.10.14", "jsonpointer": "3.0.0", "jsonpatch": "1.33",
-      "langchain": "0.2.17", "agentops": "0.3.21", "distro": "1.9.0", "jiter": "0.8.2",
-      "openai": "1.59.7", "multidict": "6.1.0", "propcache": "0.2.1", "yarl": "1.18.3",
-      "async_timeout": "5.0.1", "aiohappyeyeballs": "2.4.4", "frozenlist": "1.5.0",
-      "aiosignal": "1.3.2", "aiohttp": "3.11.11", "regex": "2024.11.6", "tiktoken":
-      "0.8.0", "tokenizers": "0.21.0", "markupsafe": "3.0.2", "jinja2": "3.1.5", "litellm":
-      "1.58.2", "anthropic": "0.43.0", "sentencepiece": "0.2.0", "ai21_tokenizer":
-      "0.12.0", "ai21": "3.0.1", "httpx_sse": "0.4.0", "fastavro": "1.10.0", "cohere":
-      "5.13.8", "groq": "0.15.0", "mypy_extensions": "1.0.0", "typing_inspect": "0.9.0",
-      "mistralai": "1.3.1", "websockets": "14.1", "diskcache": "5.6.3", "docker":
-      "7.1.0", "google.api_core": "2.24.0", "ollama": "0.4.6", "numpy": "1.26.4",
-      "pytz": "2024.2", "pyarrow": "19.0.0", "six": "1.17.0", "pandas": "2.2.3", "flaml":
-      "2.3.3", "autogen": "0.3.2"}}, "OS": {"Hostname": "HawK-X-MBP.local", "OS":
-      "Darwin", "OS Version": "Darwin Kernel Version 24.2.0: Fri Dec  6 18:56:34 PST
-      2024; root:xnu-11215.61.5~2/RELEASE_ARM64_T6020", "OS Release": "24.2.0"}, "CPU":
-      {"Physical cores": 12, "Total cores": 12, "CPU Usage": "46.8%"}, "RAM": {"Total":
-      "32.00 GB", "Available": "5.82 GB", "Used": "9.81 GB", "Percentage": "81.8%"},
-      "Disk": {"/dev/disk3s1s1": {"Mountpoint": "/", "Total": "926.35 GB", "Used":
-      "10.43 GB", "Free": "507.02 GB", "Percentage": "2.0%"}, "/dev/disk3s6": {"Mountpoint":
-      "/System/Volumes/VM", "Total": "926.35 GB", "Used": "41.00 GB", "Free": "507.02
-      GB", "Percentage": "7.5%"}, "/dev/disk3s2": {"Mountpoint": "/System/Volumes/Preboot",
-      "Total": "926.35 GB", "Used": "6.36 GB", "Free": "507.02 GB", "Percentage":
-      "1.2%"}, "/dev/disk3s4": {"Mountpoint": "/System/Volumes/Update", "Total": "926.35
-      GB", "Used": "0.00 GB", "Free": "507.02 GB", "Percentage": "0.0%"}, "/dev/disk1s2":
-      {"Mountpoint": "/System/Volumes/xarts", "Total": "0.49 GB", "Used": "0.01 GB",
-      "Free": "0.47 GB", "Percentage": "1.2%"}, "/dev/disk1s1": {"Mountpoint": "/System/Volumes/iSCPreboot",
-      "Total": "0.49 GB", "Used": "0.01 GB", "Free": "0.47 GB", "Percentage": "1.1%"},
-      "/dev/disk1s3": {"Mountpoint": "/System/Volumes/Hardware", "Total": "0.49 GB",
-      "Used": "0.00 GB", "Free": "0.47 GB", "Percentage": "0.6%"}, "/dev/disk3s5":
-      {"Mountpoint": "/System/Volumes/Data", "Total": "926.35 GB", "Used": "360.38
-      GB", "Free": "507.02 GB", "Percentage": "41.5%"}, "/dev/disk5s1": {"Mountpoint":
-      "/Library/Developer/CoreSimulator/Cryptex/Images/bundle/SimRuntimeBundle-B4E5023D-40BB-40DD-AAE6-1286B3994E15",
-      "Total": "8.24 GB", "Used": "7.97 GB", "Free": "0.24 GB", "Percentage": "97.1%"},
-      "/dev/disk7s1": {"Mountpoint": "/Library/Developer/CoreSimulator/Volumes/iOS_22B81",
-      "Total": "18.13 GB", "Used": "17.63 GB", "Free": "0.46 GB", "Percentage": "97.5%"},
-      "/dev/disk3s3": {"Mountpoint": "/Volumes/Recovery", "Total": "926.35 GB", "Used":
-      "0.96 GB", "Free": "507.02 GB", "Percentage": "0.2%"}}, "Installed Packages":
-      {"Installed Packages": {"agentops": "0.3.21", "pytest-recording": "0.13.2",
-      "shellingham": "1.5.4", "anthropic": "0.43.0", "opentelemetry-instrumentation":
-      "0.50b0", "langchain-experimental": "0.0.65", "opentelemetry-api": "1.29.0",
-      "coloredlogs": "15.0.1", "chromadb": "0.4.24", "humanfriendly": "10.0", "hyperframe":
-      "6.0.1", "Pygments": "2.19.1", "pandas": "2.2.3", "coverage": "7.6.10", "tomli":
-      "2.2.1", "opentelemetry-proto": "1.29.0", "importlib_metadata": "8.5.0", "async-timeout":
-      "5.0.1", "pypdf": "4.3.1", "filelock": "3.16.1", "idna": "3.10", "h2": "4.1.0",
-      "pytest-cov": "6.0.0", "pyasn1_modules": "0.4.1", "termcolor": "2.4.0", "diskcache":
-      "5.6.3", "multidict": "6.1.0", "outcome": "1.3.0.post0", "langchain-core": "0.2.43",
-      "fastapi": "0.115.6", "grpc-google-iam-v1": "0.14.0", "huggingface-hub": "0.27.1",
-      "docx2txt": "0.8", "overrides": "7.7.0", "colorama": "0.4.6", "uvicorn": "0.34.0",
-      "opentelemetry-util-http": "0.50b0", "tokenizers": "0.21.0", "lancedb": "0.18.0",
-      "zipp": "3.21.0", "pyfakefs": "5.7.4", "typer": "0.15.1", "fancycompleter":
-      "0.9.1", "qdrant-client": "1.12.1", "google-cloud-resource-manager": "1.14.0",
-      "rich-toolkit": "0.13.2", "schema": "0.7.7", "flatbuffers": "24.12.23", "opentelemetry-exporter-otlp-proto-grpc":
-      "1.29.0", "pytest-asyncio": "0.25.2", "crewai-tools": "0.17.0", "langchain-cohere":
-      "0.1.9", "referencing": "0.35.1", "googleapis-common-protos": "1.66.0", "selenium":
-      "4.27.1", "requests": "2.32.3", "frozenlist": "1.5.0", "dnspython": "2.7.0",
-      "httpx-sse": "0.4.0", "opentelemetry-instrumentation-fastapi": "0.50b0", "shapely":
-      "2.0.6", "mem0ai": "0.1.44", "soupsieve": "2.6", "google-api-core": "2.24.0",
-      "json_repair": "0.25.3", "markdown-it-py": "3.0.0", "pytest": "8.3.4", "litellm":
-      "1.58.2", "httpx": "0.27.2", "sympy": "1.13.3", "FLAML": "2.3.3", "mypy-extensions":
-      "1.0.0", "h11": "0.14.0", "langchain-openai": "0.1.25", "networkx": "3.4.2",
-      "google-cloud-aiplatform": "1.77.0", "opentelemetry-sdk": "1.29.0", "pytest-sugar":
-      "1.0.0", "autogen": "0.3.2", "typing-inspect": "0.9.0", "pyrepl": "0.9.0", "PySocks":
-      "1.7.1", "google-cloud-bigquery": "3.28.0", "iniconfig": "2.0.0", "rich": "13.9.4",
-      "opentelemetry-instrumentation-asgi": "0.50b0", "google-resumable-media": "2.7.2",
-      "tqdm": "4.67.1", "urllib3": "2.3.0", "Mako": "1.3.8", "hpack": "4.0.0", "protobuf":
-      "5.29.3", "ollama": "0.4.6", "exceptiongroup": "1.2.2", "jsonpatch": "1.33",
-      "click": "8.1.8", "jsonpointer": "3.0.0", "grpcio-tools": "1.69.0", "numpy":
-      "1.26.4", "docstring_parser": "0.16", "kubernetes": "31.0.0", "grpcio-status":
-      "1.69.0", "appdirs": "1.4.4", "aiohttp": "3.11.11", "jsonschema": "4.23.0",
-      "google-crc32c": "1.6.0", "opentelemetry-semantic-conventions": "0.50b0", "ruff":
-      "0.9.1", "propcache": "0.2.1", "pyasn1": "0.6.1", "Jinja2": "3.1.5", "cachetools":
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-      Content-Length:
-      - '138'
-      Content-Type:
-      - application/json
-      Date:
-      - Thu, 16 Jan 2025 20:42:48 GMT
-      Server:
-      - railway-edge
-      X-Railway-Request-Id:
-      - REDACTED
-    status:
-      code: 200
-      message: OK
-version: 1
diff --git a/tests/integration/test_partners.py b/tests/integration/test_partners.py
index c9696ea7b..b6aaf5798 100644
--- a/tests/integration/test_partners.py
+++ b/tests/integration/test_partners.py
@@ -3,71 +3,50 @@
 
 @pytest.mark.usefixtures("agentops_session")
 @pytest.mark.vcr
-def test_autogen_logger_init(autogen_logger):
-    """Test AutogenLogger initialization"""
+def test_autogen(autogen_logger, math_agents):
+    """Test complete AutogenLogger integration with math agents"""
+    # 1. Verify logger initialization
     assert isinstance(autogen_logger, AutogenLogger)
     assert hasattr(autogen_logger, 'start')
     assert hasattr(autogen_logger, 'stop')
     assert hasattr(autogen_logger, 'get_connection')
 
-@pytest.mark.usefixtures("agentops_session")
-@pytest.mark.vcr
-def test_autogen_logger_session_flow(autogen_logger, math_agents):
-    """Test complete session flow with AutogenLogger"""
     user_proxy, assistant = math_agents
-    
+
+    # 2. Test basic calculation and agent registration
     user_proxy.initiate_chat(
         assistant,
         message="What is 2 + 2?",
     )
     
-    # Check that events were logged through the logger's methods
-    assert len(autogen_logger.agent_store) > 0  # Agents were registered
+    # Verify agent registration
+    assert len(autogen_logger.agent_store) > 0
     assert any(agent["autogen_id"] == str(id(user_proxy)) for agent in autogen_logger.agent_store)
     assert any(agent["autogen_id"] == str(id(assistant)) for agent in autogen_logger.agent_store)
 
-@pytest.mark.usefixtures("agentops_session")
-@pytest.mark.vcr
-def test_math_agent_tool_usage(autogen_logger, math_agents):
-    """Test math agent tool usage tracking"""
-    user_proxy, assistant = math_agents
-    
+    # 3. Test complex calculation with tool usage
     user_proxy.initiate_chat(
         assistant,
         message="What is (1423 - 123) / 3 + (32 + 23) * 5?",
     )
     
-    # Check that tool usage was logged
-    assert len(autogen_logger.agent_store) > 0
+    # Verify tool usage logging
     assert any(agent["autogen_id"] == str(id(assistant)) for agent in autogen_logger.agent_store)
 
-@pytest.mark.usefixtures("agentops_session")
-@pytest.mark.vcr
-def test_math_agent_error_handling(autogen_logger, math_agents):
-    """Test math agent error handling"""
-    user_proxy, assistant = math_agents
-    
-    # The assistant should handle invalid operators gracefully
+    # 4. Test error handling
     user_proxy.initiate_chat(
         assistant,
         message="What is 123 @ 456?",
     )
     
-    # Check that error was logged
-    assert len(autogen_logger.agent_store) > 0
+    # Verify error logging
     assert any(agent["autogen_id"] == str(id(assistant)) for agent in autogen_logger.agent_store)
 
-@pytest.mark.usefixtures("agentops_session")
-@pytest.mark.vcr
-def test_math_agent_termination(autogen_logger, math_agents):
-    """Test math agent termination"""
-    user_proxy, assistant = math_agents
-    
+    # 5. Test termination
     user_proxy.initiate_chat(
         assistant,
         message="What is 1 + 1? Return TERMINATE when done.",
     )
     
-    # Check that termination was logged
-    assert len(autogen_logger.agent_store) > 0
+    # Verify termination logging
     assert any(agent["autogen_id"] == str(id(assistant)) for agent in autogen_logger.agent_store)

From f98497fa88d6d60a7f203e146647c4458ce49644 Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Fri, 17 Jan 2025 03:32:11 +0530
Subject: [PATCH 07/25] update vcr config to handle dynamic body content in
 autogen integration test

---
 tests/fixtures/vcr.py | 56 ++++++++++++++++++++++++++++++++++++-------
 1 file changed, 47 insertions(+), 9 deletions(-)

diff --git a/tests/fixtures/vcr.py b/tests/fixtures/vcr.py
index 48912ed0e..8c46906ce 100644
--- a/tests/fixtures/vcr.py
+++ b/tests/fixtures/vcr.py
@@ -1,5 +1,6 @@
 import pytest
 from pathlib import Path
+import json
 
 
 @pytest.fixture(scope="session")
@@ -85,13 +86,6 @@ def vcr_config():
         ("x-debug-trace-id", "REDACTED")
     ]
 
-    def before_record_request(request):
-        """Filter sensitive data from request body"""
-        if request.body:
-            # Don't match on dynamic fields in the request body
-            request.body = None
-        return request
-
     def filter_response_headers(response):
         """Filter sensitive headers from response."""
         headers = response["headers"]
@@ -104,11 +98,55 @@ def filter_response_headers(response):
 
         return response
 
+    def scrub_request_body(request):
+        """Scrub sensitive and dynamic data from request body."""
+        if request.body:
+            try:
+                body_dict = json.loads(request.body)
+                
+                # Handle session creation/update requests
+                if request.uri.endswith('/v2/create_session') or request.uri.endswith('/v2/update_session'):
+                    if 'session' in body_dict:
+                        session = body_dict['session']
+                        # Standardize session fields
+                        session['session_id'] = 'SESSION_ID'
+                        session['init_timestamp'] = 'TIMESTAMP'
+                        session['end_timestamp'] = 'TIMESTAMP'
+                        session['jwt'] = 'JWT_TOKEN'
+                        
+                        # Minimize host_env to essential fields only
+                        if 'host_env' in session:
+                            session['host_env'] = {
+                                'SDK': {
+                                    'AgentOps SDK Version': session['host_env']['SDK'].get('AgentOps SDK Version')
+                                },
+                                'OS': {
+                                    'OS': session['host_env']['OS'].get('OS')
+                                }
+                            }
+                            
+                        # Reset dynamic counts and states
+                        session['event_counts'] = {
+                            'llms': 0, 'tools': 0, 'actions': 0, 
+                            'errors': 0, 'apis': 0
+                        }
+                        session['is_running'] = False
+                
+                # Handle agent creation requests
+                if request.uri.endswith('/v2/create_agent'):
+                    if 'id' in body_dict:
+                        body_dict['id'] = 'AGENT_ID'
+                
+                request.body = json.dumps(body_dict).encode()
+            except (json.JSONDecodeError, AttributeError):
+                pass
+        return request
+
     return {
         # Basic VCR configuration
         "serializer": "yaml",
         "cassette_library_dir": str(vcr_cassettes),
-        "match_on": ["uri", "method"],
+        "match_on": ["uri", "method", "body"],
         "record_mode": "once",
         "ignore_localhost": True,
         "ignore_hosts": [
@@ -121,10 +159,10 @@ def filter_response_headers(response):
         ],
         # Header filtering for requests and responses
         "filter_headers": sensitive_headers,
-        "before_record_request": before_record_request,
         "before_record_response": filter_response_headers,
         # Add these new options
         "decode_compressed_response": True,
         "record_on_exception": False,
         "allow_playback_repeats": True,
+        "before_record_request": scrub_request_body,
     }

From 1b09285891861f248edeb74c0172d91c1cd93580 Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Fri, 17 Jan 2025 03:32:32 +0530
Subject: [PATCH 08/25] re-record autogen cassette after new vcr config

---
 tests/fixtures/recordings/test_autogen.yaml | 38 ++++++++++++++-------
 1 file changed, 25 insertions(+), 13 deletions(-)

diff --git a/tests/fixtures/recordings/test_autogen.yaml b/tests/fixtures/recordings/test_autogen.yaml
index fc0debc82..114a1cf13 100644
--- a/tests/fixtures/recordings/test_autogen.yaml
+++ b/tests/fixtures/recordings/test_autogen.yaml
@@ -1,6 +1,12 @@
 interactions:
 - request:
-    body: null
+    body: '{"session": {"end_timestamp": "TIMESTAMP", "end_state": "Indeterminate",
+      "session_id": "SESSION_ID", "init_timestamp": "TIMESTAMP", "tags": [], "video":
+      null, "end_state_reason": null, "host_env": {"SDK": {"AgentOps SDK Version":
+      "0.3.21"}, "OS": {"OS": "Darwin"}}, "config": "", "jwt": "JWT_TOKEN", "_lock":
+      "", "_end_session_lock": "", "token_cost": "", "_session_url": "", "event_counts":
+      {"llms": 0, "tools": 0, "actions": 0, "errors": 0, "apis": 0}, "is_running":
+      false}}'
     headers:
       Accept:
       - '*/*'
@@ -9,7 +15,7 @@ interactions:
       Connection:
       - keep-alive
       Content-Length:
-      - '10803'
+      - '10906'
       Content-Type:
       - application/json; charset=UTF-8
       Keep-Alive:
@@ -22,14 +28,14 @@ interactions:
     uri: https://api.agentops.ai/v2/create_session
   response:
     body:
-      string: '{"jwt":"eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzZXNzaW9uX2lkIjoiMTcwNjg5ZjAtZTI4MS00ODdjLTkzMTctOWExOTU3ZDc4OWJmIiwiZXhwIjoxNzM3MTQ2ODk1Ljc5OTY0fQ.K38gltvALNeeUckcFDPRfPaO3NOVzdbiShZF86xutTY","session_url":"https://app.agentops.ai/drilldown?session_id=170689f0-e281-487c-9317-9a1957d789bf","status":"Success"}'
+      string: '{"jwt":"eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzZXNzaW9uX2lkIjoiNTU4ZjExMTUtYjMzMi00MGIyLWIyMTctYTUxYjRkOGE0ZGFjIiwiZXhwIjoxNzM3MTUxMjU3LjI4MzI2OX0.auKxEgxG6x148MSNV3wgm2H5SZ7wtq7RfFxjr9NnkxI","session_url":"https://app.agentops.ai/drilldown?session_id=558f1115-b332-40b2-b217-a51b4d8a4dac","status":"Success"}'
     headers:
       Content-Length:
-      - '310'
+      - '311'
       Content-Type:
       - application/json
       Date:
-      - Thu, 16 Jan 2025 20:48:15 GMT
+      - Thu, 16 Jan 2025 22:00:57 GMT
       Server:
       - railway-edge
       X-Railway-Request-Id:
@@ -38,7 +44,7 @@ interactions:
       code: 200
       message: OK
 - request:
-    body: null
+    body: '{"id": "AGENT_ID", "name": "user_proxy"}'
     headers:
       Accept:
       - '*/*'
@@ -69,7 +75,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Thu, 16 Jan 2025 20:48:16 GMT
+      - Thu, 16 Jan 2025 22:00:58 GMT
       Server:
       - railway-edge
       X-Railway-Request-Id:
@@ -78,7 +84,7 @@ interactions:
       code: 200
       message: OK
 - request:
-    body: null
+    body: '{"id": "AGENT_ID", "name": "assistant"}'
     headers:
       Accept:
       - '*/*'
@@ -109,7 +115,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Thu, 16 Jan 2025 20:48:16 GMT
+      - Thu, 16 Jan 2025 22:00:58 GMT
       Server:
       - railway-edge
       X-Railway-Request-Id:
@@ -118,7 +124,13 @@ interactions:
       code: 200
       message: OK
 - request:
-    body: null
+    body: '{"session": {"end_timestamp": "TIMESTAMP", "end_state": "Indeterminate",
+      "session_id": "SESSION_ID", "init_timestamp": "TIMESTAMP", "tags": [], "video":
+      null, "end_state_reason": null, "host_env": {"SDK": {"AgentOps SDK Version":
+      "0.3.21"}, "OS": {"OS": "Darwin"}}, "config": "", "jwt": "JWT_TOKEN", "_lock":
+      "", "_end_session_lock": "", "token_cost": "", "_session_url": "", "event_counts":
+      {"llms": 0, "tools": 0, "actions": 0, "errors": 0, "apis": 0}, "is_running":
+      false, "_tracer_provider": "", "_otel_tracer": "", "_otel_exporter": ""}}'
     headers:
       Accept:
       - '*/*'
@@ -127,7 +139,7 @@ interactions:
       Connection:
       - keep-alive
       Content-Length:
-      - '11101'
+      - '11205'
       Content-Type:
       - application/json; charset=UTF-8
       Keep-Alive:
@@ -142,14 +154,14 @@ interactions:
     uri: https://api.agentops.ai/v2/update_session
   response:
     body:
-      string: '{"session_url":"https://app.agentops.ai/drilldown?session_id=170689f0-e281-487c-9317-9a1957d789bf","status":"success","token_cost":"0.00"}'
+      string: '{"session_url":"https://app.agentops.ai/drilldown?session_id=558f1115-b332-40b2-b217-a51b4d8a4dac","status":"success","token_cost":"0.00"}'
     headers:
       Content-Length:
       - '138'
       Content-Type:
       - application/json
       Date:
-      - Thu, 16 Jan 2025 20:48:17 GMT
+      - Thu, 16 Jan 2025 22:00:59 GMT
       Server:
       - railway-edge
       X-Railway-Request-Id:

From 53129be5e1d3728a0949de7139318b39ea4d1483 Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Fri, 17 Jan 2025 04:26:23 +0530
Subject: [PATCH 09/25] Add code to redact jwt in response body

---
 tests/fixtures/vcr.py | 88 +++++++++++++++++++++++++++++++++++--------
 1 file changed, 72 insertions(+), 16 deletions(-)

diff --git a/tests/fixtures/vcr.py b/tests/fixtures/vcr.py
index 8c46906ce..80f9120af 100644
--- a/tests/fixtures/vcr.py
+++ b/tests/fixtures/vcr.py
@@ -86,28 +86,82 @@ def vcr_config():
         ("x-debug-trace-id", "REDACTED")
     ]
 
+    def redact_jwt_recursive(obj):
+        """Recursively redact JWT tokens from dict/list structures."""
+        if obj is None:
+            return obj
+            
+        if isinstance(obj, dict):
+            for key, value in obj.items():
+                if isinstance(key, str) and ('jwt' in key.lower()):
+                    obj[key] = 'REDACTED'
+                elif isinstance(value, str) and 'eyJ' in value:  # JWT tokens start with 'eyJ'
+                    obj[key] = 'REDACTED_JWT'
+                else:
+                    redact_jwt_recursive(value)
+        elif isinstance(obj, list):
+            for item in obj:
+                redact_jwt_recursive(item)
+        return obj
+
     def filter_response_headers(response):
-        """Filter sensitive headers from response."""
-        headers = response["headers"]
-        headers_lower = {k.lower(): k for k in headers}
+        """Filter sensitive headers and body content from response."""
+        if not isinstance(response, dict):
+            raise ValueError("Response must be a dictionary")
+            
+        # Filter headers
+        headers = response.get("headers", {})
+        if headers:
+            headers_lower = {k.lower(): k for k in headers}
+
+            for header, replacement in sensitive_headers:
+                header_lower = header.lower()
+                if header_lower in headers_lower:
+                    headers[headers_lower[header_lower]] = [replacement]
 
-        for header, replacement in sensitive_headers:
-            header_lower = header.lower()
-            if header_lower in headers_lower:
-                headers[headers_lower[header_lower]] = [replacement]
+        # Filter response body
+        if "body" in response and isinstance(response["body"], dict):
+            body_content = response["body"].get("string")
+            if body_content is not None:
+                try:
+                    # Handle JSON response bodies
+                    if isinstance(body_content, bytes):
+                        body_str = body_content.decode('utf-8')
+                    else:
+                        body_str = str(body_content)
+                    
+                    try:
+                        body = json.loads(body_str)
+                        body = redact_jwt_recursive(body)
+                        response["body"]["string"] = json.dumps(body).encode('utf-8')
+                    except json.JSONDecodeError:
+                        # If not JSON, handle as plain text
+                        import re
+                        jwt_pattern = r'eyJ[a-zA-Z0-9_-]+\.[a-zA-Z0-9_-]+\.[a-zA-Z0-9_-]+'
+                        body_str = re.sub(jwt_pattern, 'REDACTED_JWT', body_str)
+                        response["body"]["string"] = body_str.encode('utf-8')
+                except (AttributeError, UnicodeDecodeError) as e:
+                    raise ValueError(f"Failed to process response body: {str(e)}")
 
         return response
 
     def scrub_request_body(request):
         """Scrub sensitive and dynamic data from request body."""
+        if not request or not hasattr(request, 'body'):
+            raise ValueError("Invalid request object")
+            
         if request.body:
             try:
                 body_dict = json.loads(request.body)
+                if not isinstance(body_dict, dict):
+                    raise ValueError("Request body must be a JSON object")
+                    
+                body_dict = redact_jwt_recursive(body_dict)
                 
                 # Handle session creation/update requests
-                if request.uri.endswith('/v2/create_session') or request.uri.endswith('/v2/update_session'):
-                    if 'session' in body_dict:
-                        session = body_dict['session']
+                if request.uri and (request.uri.endswith('/v2/create_session') or request.uri.endswith('/v2/update_session')):
+                    session = body_dict.get('session')
+                    if session and isinstance(session, dict):
                         # Standardize session fields
                         session['session_id'] = 'SESSION_ID'
                         session['init_timestamp'] = 'TIMESTAMP'
@@ -115,13 +169,14 @@ def scrub_request_body(request):
                         session['jwt'] = 'JWT_TOKEN'
                         
                         # Minimize host_env to essential fields only
-                        if 'host_env' in session:
+                        host_env = session.get('host_env')
+                        if host_env and isinstance(host_env, dict):
                             session['host_env'] = {
                                 'SDK': {
-                                    'AgentOps SDK Version': session['host_env']['SDK'].get('AgentOps SDK Version')
+                                    'AgentOps SDK Version': host_env.get('SDK', {}).get('AgentOps SDK Version')
                                 },
                                 'OS': {
-                                    'OS': session['host_env']['OS'].get('OS')
+                                    'OS': host_env.get('OS', {}).get('OS')
                                 }
                             }
                             
@@ -133,13 +188,14 @@ def scrub_request_body(request):
                         session['is_running'] = False
                 
                 # Handle agent creation requests
-                if request.uri.endswith('/v2/create_agent'):
+                if request.uri and request.uri.endswith('/v2/create_agent'):
                     if 'id' in body_dict:
                         body_dict['id'] = 'AGENT_ID'
                 
                 request.body = json.dumps(body_dict).encode()
-            except (json.JSONDecodeError, AttributeError):
-                pass
+            except (json.JSONDecodeError, AttributeError, UnicodeDecodeError) as e:
+                raise ValueError(f"Failed to process request body: {str(e)}")
+                
         return request
 
     return {

From f1e29325dd3999413e5658fd8c26d26652a625d8 Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Fri, 17 Jan 2025 04:26:32 +0530
Subject: [PATCH 10/25] re-record autogen cassette

---
 tests/fixtures/recordings/test_autogen.yaml | 26 +++++++++++----------
 1 file changed, 14 insertions(+), 12 deletions(-)

diff --git a/tests/fixtures/recordings/test_autogen.yaml b/tests/fixtures/recordings/test_autogen.yaml
index 114a1cf13..e95742157 100644
--- a/tests/fixtures/recordings/test_autogen.yaml
+++ b/tests/fixtures/recordings/test_autogen.yaml
@@ -3,8 +3,8 @@ interactions:
     body: '{"session": {"end_timestamp": "TIMESTAMP", "end_state": "Indeterminate",
       "session_id": "SESSION_ID", "init_timestamp": "TIMESTAMP", "tags": [], "video":
       null, "end_state_reason": null, "host_env": {"SDK": {"AgentOps SDK Version":
-      "0.3.21"}, "OS": {"OS": "Darwin"}}, "config": "", "jwt": "JWT_TOKEN", "_lock":
-      "", "_end_session_lock": "", "token_cost": "", "_session_url": "", "event_counts":
+      null}, "OS": {"OS": "Darwin"}}, "config": "", "jwt": "JWT_TOKEN", "_lock": "",
+      "_end_session_lock": "", "token_cost": "", "_session_url": "", "event_counts":
       {"llms": 0, "tools": 0, "actions": 0, "errors": 0, "apis": 0}, "is_running":
       false}}'
     headers:
@@ -15,7 +15,7 @@ interactions:
       Connection:
       - keep-alive
       Content-Length:
-      - '10906'
+      - '9451'
       Content-Type:
       - application/json; charset=UTF-8
       Keep-Alive:
@@ -28,14 +28,15 @@ interactions:
     uri: https://api.agentops.ai/v2/create_session
   response:
     body:
-      string: '{"jwt":"eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzZXNzaW9uX2lkIjoiNTU4ZjExMTUtYjMzMi00MGIyLWIyMTctYTUxYjRkOGE0ZGFjIiwiZXhwIjoxNzM3MTUxMjU3LjI4MzI2OX0.auKxEgxG6x148MSNV3wgm2H5SZ7wtq7RfFxjr9NnkxI","session_url":"https://app.agentops.ai/drilldown?session_id=558f1115-b332-40b2-b217-a51b4d8a4dac","status":"Success"}'
+      string: '{"jwt": "REDACTED", "session_url": "https://app.agentops.ai/drilldown?session_id=30292ac3-e0bf-4880-a5b8-116aada31960",
+        "status": "Success"}'
     headers:
       Content-Length:
       - '311'
       Content-Type:
       - application/json
       Date:
-      - Thu, 16 Jan 2025 22:00:57 GMT
+      - Thu, 16 Jan 2025 22:54:16 GMT
       Server:
       - railway-edge
       X-Railway-Request-Id:
@@ -75,7 +76,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Thu, 16 Jan 2025 22:00:58 GMT
+      - Thu, 16 Jan 2025 22:54:17 GMT
       Server:
       - railway-edge
       X-Railway-Request-Id:
@@ -115,7 +116,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Thu, 16 Jan 2025 22:00:58 GMT
+      - Thu, 16 Jan 2025 22:54:18 GMT
       Server:
       - railway-edge
       X-Railway-Request-Id:
@@ -127,8 +128,8 @@ interactions:
     body: '{"session": {"end_timestamp": "TIMESTAMP", "end_state": "Indeterminate",
       "session_id": "SESSION_ID", "init_timestamp": "TIMESTAMP", "tags": [], "video":
       null, "end_state_reason": null, "host_env": {"SDK": {"AgentOps SDK Version":
-      "0.3.21"}, "OS": {"OS": "Darwin"}}, "config": "", "jwt": "JWT_TOKEN", "_lock":
-      "", "_end_session_lock": "", "token_cost": "", "_session_url": "", "event_counts":
+      null}, "OS": {"OS": "Darwin"}}, "config": "", "jwt": "JWT_TOKEN", "_lock": "",
+      "_end_session_lock": "", "token_cost": "", "_session_url": "", "event_counts":
       {"llms": 0, "tools": 0, "actions": 0, "errors": 0, "apis": 0}, "is_running":
       false, "_tracer_provider": "", "_otel_tracer": "", "_otel_exporter": ""}}'
     headers:
@@ -139,7 +140,7 @@ interactions:
       Connection:
       - keep-alive
       Content-Length:
-      - '11205'
+      - '9750'
       Content-Type:
       - application/json; charset=UTF-8
       Keep-Alive:
@@ -154,14 +155,15 @@ interactions:
     uri: https://api.agentops.ai/v2/update_session
   response:
     body:
-      string: '{"session_url":"https://app.agentops.ai/drilldown?session_id=558f1115-b332-40b2-b217-a51b4d8a4dac","status":"success","token_cost":"0.00"}'
+      string: '{"session_url": "https://app.agentops.ai/drilldown?session_id=30292ac3-e0bf-4880-a5b8-116aada31960",
+        "status": "success", "token_cost": "0.00"}'
     headers:
       Content-Length:
       - '138'
       Content-Type:
       - application/json
       Date:
-      - Thu, 16 Jan 2025 22:00:59 GMT
+      - Thu, 16 Jan 2025 22:54:18 GMT
       Server:
       - railway-edge
       X-Railway-Request-Id:

From 4c81469cc10ed15a5340938a51cc75f18459bcfc Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Fri, 17 Jan 2025 04:29:34 +0530
Subject: [PATCH 11/25] update vcr config to handle body response more robustly

---
 tests/fixtures/vcr.py | 34 ++++++++++++++++++++++------------
 1 file changed, 22 insertions(+), 12 deletions(-)

diff --git a/tests/fixtures/vcr.py b/tests/fixtures/vcr.py
index 80f9120af..9a2d90376 100644
--- a/tests/fixtures/vcr.py
+++ b/tests/fixtures/vcr.py
@@ -162,30 +162,40 @@ def scrub_request_body(request):
                 if request.uri and (request.uri.endswith('/v2/create_session') or request.uri.endswith('/v2/update_session')):
                     session = body_dict.get('session')
                     if session and isinstance(session, dict):
-                        # Standardize session fields
+                        # Standardize all dynamic fields
+                        for key in session:
+                            if key.startswith('_'):  # Internal fields
+                                session[key] = ''
+                            elif isinstance(session[key], str):  # String fields that might be dynamic
+                                if key not in ['end_state', 'OS']:  # Preserve specific fields
+                                    session[key] = ''
+                        
+                        # Standardize known fields
                         session['session_id'] = 'SESSION_ID'
                         session['init_timestamp'] = 'TIMESTAMP'
                         session['end_timestamp'] = 'TIMESTAMP'
                         session['jwt'] = 'JWT_TOKEN'
+                        session['token_cost'] = ''
+                        session['_session_url'] = ''
                         
-                        # Minimize host_env to essential fields only
-                        host_env = session.get('host_env')
-                        if host_env and isinstance(host_env, dict):
+                        # Standardize host environment
+                        if 'host_env' in session:
                             session['host_env'] = {
-                                'SDK': {
-                                    'AgentOps SDK Version': host_env.get('SDK', {}).get('AgentOps SDK Version')
-                                },
-                                'OS': {
-                                    'OS': host_env.get('OS', {}).get('OS')
-                                }
+                                'SDK': {'AgentOps SDK Version': None},
+                                'OS': {'OS': session.get('host_env', {}).get('OS', {}).get('OS', 'Darwin')}
                             }
-                            
-                        # Reset dynamic counts and states
+                        
+                        # Reset all counters and states
                         session['event_counts'] = {
                             'llms': 0, 'tools': 0, 'actions': 0, 
                             'errors': 0, 'apis': 0
                         }
                         session['is_running'] = False
+                        
+                        # Clear any dynamic lists
+                        session['tags'] = []
+                        session['video'] = None
+                        session['end_state_reason'] = None
                 
                 # Handle agent creation requests
                 if request.uri and request.uri.endswith('/v2/create_agent'):

From b7f761e5dfaa5ea04525f972660488af65d74476 Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Fri, 17 Jan 2025 04:29:45 +0530
Subject: [PATCH 12/25] re-record autogen cassette (again)

---
 tests/fixtures/recordings/test_autogen.yaml | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/tests/fixtures/recordings/test_autogen.yaml b/tests/fixtures/recordings/test_autogen.yaml
index e95742157..da2a00d42 100644
--- a/tests/fixtures/recordings/test_autogen.yaml
+++ b/tests/fixtures/recordings/test_autogen.yaml
@@ -15,7 +15,7 @@ interactions:
       Connection:
       - keep-alive
       Content-Length:
-      - '9451'
+      - '12002'
       Content-Type:
       - application/json; charset=UTF-8
       Keep-Alive:
@@ -28,7 +28,7 @@ interactions:
     uri: https://api.agentops.ai/v2/create_session
   response:
     body:
-      string: '{"jwt": "REDACTED", "session_url": "https://app.agentops.ai/drilldown?session_id=30292ac3-e0bf-4880-a5b8-116aada31960",
+      string: '{"jwt": "REDACTED", "session_url": "https://app.agentops.ai/drilldown?session_id=2fc8be5b-2176-49e8-9969-49fb3c951700",
         "status": "Success"}'
     headers:
       Content-Length:
@@ -36,7 +36,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Thu, 16 Jan 2025 22:54:16 GMT
+      - Thu, 16 Jan 2025 22:58:43 GMT
       Server:
       - railway-edge
       X-Railway-Request-Id:
@@ -76,7 +76,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Thu, 16 Jan 2025 22:54:17 GMT
+      - Thu, 16 Jan 2025 22:58:44 GMT
       Server:
       - railway-edge
       X-Railway-Request-Id:
@@ -116,7 +116,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Thu, 16 Jan 2025 22:54:18 GMT
+      - Thu, 16 Jan 2025 22:58:45 GMT
       Server:
       - railway-edge
       X-Railway-Request-Id:
@@ -140,7 +140,7 @@ interactions:
       Connection:
       - keep-alive
       Content-Length:
-      - '9750'
+      - '12301'
       Content-Type:
       - application/json; charset=UTF-8
       Keep-Alive:
@@ -155,7 +155,7 @@ interactions:
     uri: https://api.agentops.ai/v2/update_session
   response:
     body:
-      string: '{"session_url": "https://app.agentops.ai/drilldown?session_id=30292ac3-e0bf-4880-a5b8-116aada31960",
+      string: '{"session_url": "https://app.agentops.ai/drilldown?session_id=2fc8be5b-2176-49e8-9969-49fb3c951700",
         "status": "success", "token_cost": "0.00"}'
     headers:
       Content-Length:
@@ -163,7 +163,7 @@ interactions:
       Content-Type:
       - application/json
       Date:
-      - Thu, 16 Jan 2025 22:54:18 GMT
+      - Thu, 16 Jan 2025 22:58:46 GMT
       Server:
       - railway-edge
       X-Railway-Request-Id:

From dd5ed08680de95561059de88d05f5bd3b7857c47 Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Sun, 19 Jan 2025 15:52:44 +0530
Subject: [PATCH 13/25] add taskweaver in provider integration tests and fix
 litellm integration test

---
 pyproject.toml                                |   1 +
 tests/fixtures/providers.py                   |  39 +-
 .../recordings/test_litellm_provider.yaml     | 401 ++++++----
 .../recordings/test_taskweaver_provider.yaml  | 722 ++++++++++++++++++
 tests/integration/test_llm_providers.py       |  40 +-
 5 files changed, 1055 insertions(+), 148 deletions(-)
 create mode 100644 tests/fixtures/recordings/test_taskweaver_provider.yaml

diff --git a/pyproject.toml b/pyproject.toml
index d3f09da22..36e5fb5cd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -58,6 +58,7 @@ test = [
     # "crewai-tools @ git+https://github.com/crewAIInc/crewAI-tools.git@a14091abb24527c97ccfcc8539d529c8b4559a0f; python_version>='3.10'", 
     # ------------------------------------------------------------------------------------------------------------------------------------
     # ;;
+    "taskweaver @ git+https://github.com/microsoft/TaskWeaver@v0.0.1; python_version>='3.10'",
     "autogen<0.4.0",
     "pytest-cov",
     "fastapi[standard]",
diff --git a/tests/fixtures/providers.py b/tests/fixtures/providers.py
index b199d5338..e5ab91677 100644
--- a/tests/fixtures/providers.py
+++ b/tests/fixtures/providers.py
@@ -1,7 +1,9 @@
 import os
+import json
 import pytest
-from typing import Any, List
 import litellm
+import tempfile
+from pathlib import Path
 from openai import OpenAI
 from anthropic import Anthropic
 from ai21 import AI21Client, AsyncAI21Client
@@ -10,6 +12,8 @@
 from mistralai import Mistral
 from ai21.models.chat import ChatMessage
 from dotenv import load_dotenv
+from taskweaver.app.app import TaskWeaverApp
+from taskweaver.llm import LLMApi
 
 load_dotenv()
 
@@ -90,10 +94,39 @@ def litellm_client():
 
     openai_key = os.getenv("OPENAI_API_KEY", "test-api-key")
     anthropic_key = os.getenv("ANTHROPIC_API_KEY", "test-api-key")
-    openrouter_key = os.getenv("OPENROUTER_API_KEY", "test-api-key")
 
     litellm.openai_key = openai_key
     litellm.anthropic_key = anthropic_key
-    litellm.openrouter_key = openrouter_key
 
     return litellm
+
+
+@pytest.fixture(scope="function")
+def taskweaver_app():
+    """Initialize TaskWeaver app with minimal config."""
+    # Create a temporary directory for TaskWeaver project
+    with tempfile.TemporaryDirectory() as temp_dir:
+        app_dir = Path(temp_dir)
+        
+        # Create config file
+        config_file = app_dir / "taskweaver_config.json"
+        config = {
+            "llm.type": "openai",
+            "llm.api_type": "openai",
+            "llm.api_key": os.getenv("OPENAI_API_KEY", "test-api-key"),
+            "llm.api_base": "https://api.openai.com/v1",
+            "llm.model": "gpt-4o-mini",
+        }
+        
+        with open(config_file, "w") as f:
+            json.dump(config, f, indent=4)
+        
+        # Initialize TaskWeaver app
+        app = TaskWeaverApp(app_dir=str(app_dir))
+        yield app
+
+
+@pytest.fixture
+def taskweaver_client(taskweaver_app):
+    """Get LLM interface from TaskWeaver app."""
+    return taskweaver_app.app_injector.get(LLMApi)
diff --git a/tests/fixtures/recordings/test_litellm_provider.yaml b/tests/fixtures/recordings/test_litellm_provider.yaml
index 09531459f..73ae4b0fe 100644
--- a/tests/fixtures/recordings/test_litellm_provider.yaml
+++ b/tests/fixtures/recordings/test_litellm_provider.yaml
@@ -29,8 +29,6 @@ interactions:
       - REDACTED
       x-stainless-package-version:
       - 1.59.7
-      x-stainless-raw-response:
-      - 'true'
       x-stainless-retry-count:
       - '0'
       x-stainless-runtime:
@@ -41,35 +39,33 @@ interactions:
     uri: https://api.openai.com/v1/chat/completions
   response:
     body:
-      string: "{\n  \"id\": \"chatcmpl-ApjGiJn585luUEit6xN0jw5dKDo2h\",\n  \"object\":
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-        \ \"choices\": [\n    {\n      \"index\": 0,\n      \"message\": {\n        \"role\":
-        \"assistant\",\n        \"content\": \"Hello! I hope you\u2019re having a
-        wonderful day. If there\u2019s anything you need or want to talk about, I\u2019m
-        here to help!\",\n        \"refusal\": null\n      },\n      \"logprobs\":
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-        22,\n    \"completion_tokens\": 30,\n    \"total_tokens\": 52,\n    \"prompt_tokens_details\":
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-        {\n      \"reasoning_tokens\": 0,\n      \"audio_tokens\": 0,\n      \"accepted_prediction_tokens\":
-        0,\n      \"rejected_prediction_tokens\": 0\n    }\n  },\n  \"service_tier\":
-        \"default\",\n  \"system_fingerprint\": \"fp_72ed7ab54c\"\n}\n"
+      string: '{"id": "chatcmpl-AqTe330pv7SLEYXnCO181XaS3DkAG", "object": "chat.completion",
+        "created": 1737070375, "model": "gpt-4o-mini-2024-07-18", "choices": [{"index":
+        0, "message": {"role": "assistant", "content": "Hello! I hope this message
+        finds you well. Wishing you a day filled with positivity and joy!", "refusal":
+        null}, "logprobs": null, "finish_reason": "stop"}], "usage": {"prompt_tokens":
+        22, "completion_tokens": 22, "total_tokens": 44, "prompt_tokens_details":
+        {"cached_tokens": 0, "audio_tokens": 0}, "completion_tokens_details": {"reasoning_tokens":
+        0, "audio_tokens": 0, "accepted_prediction_tokens": 0, "rejected_prediction_tokens":
+        0}}, "service_tier": "default", "system_fingerprint": "fp_72ed7ab54c"}'
     headers:
       CF-Cache-Status:
       - DYNAMIC
-      CF-RAY: REDACTED
+      CF-RAY:
+      - REDACTED
       Connection:
       - keep-alive
       Content-Type:
       - application/json
       Date:
-      - Tue, 14 Jan 2025 22:01:46 GMT
+      - Thu, 16 Jan 2025 23:32:56 GMT
       Server:
       - cloudflare
       Set-Cookie:
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-        path=/; expires=Tue, 14-Jan-25 22:31:46 GMT; domain=.api.openai.com; HttpOnly;
+      - __cf_bm=lGaQhW4BjRDeXT.6zix6reiEXUeDd_aaNKE1IxS0MWg-1737070376-1.0.1.1-jeCbEYifseE1DCcX8tLSxc4zUrHSiGBqAdcibXJpWyxV3ds5hODd1hALWy4HjBes_upToyOphEl.rR6oGvEYWA;
+        path=/; expires=Fri, 17-Jan-25 00:02:56 GMT; domain=.api.openai.com; HttpOnly;
         Secure; SameSite=None
-      - _cfuvid=i1qHe5Dq7I0tQx8N2yiSC49IpHCpAnBX.8W87TNF3Uk-1736892106225-0.0.1.1-604800000;
+      - _cfuvid=0cbbyNo9078pru7YpRA_NIGoOsI8oKHqut1xMbYedlY-1737070376012-0.0.1.1-604800000;
         path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
       Transfer-Encoding:
       - chunked
@@ -80,230 +76,351 @@ interactions:
       alt-svc:
       - h3=":443"; ma=86400
       content-length:
-      - '900'
-      openai-organization: REDACTED
+      - '872'
+      openai-organization:
+      - REDACTED
       openai-processing-ms:
-      - '1148'
+      - '501'
       openai-version:
       - '2020-10-01'
       strict-transport-security:
       - max-age=31536000; includeSubDomains; preload
-      x-ratelimit-limit-requests: REDACTED
-      x-ratelimit-limit-tokens: REDACTED
-      x-ratelimit-remaining-requests: REDACTED
-      x-ratelimit-remaining-tokens: REDACTED
-      x-ratelimit-reset-requests: REDACTED
-      x-ratelimit-reset-tokens: REDACTED
-      x-request-id: REDACTED
+      x-ratelimit-limit-requests:
+      - REDACTED
+      x-ratelimit-limit-tokens:
+      - REDACTED
+      x-ratelimit-remaining-requests:
+      - REDACTED
+      x-ratelimit-remaining-tokens:
+      - REDACTED
+      x-ratelimit-reset-requests:
+      - REDACTED
+      x-ratelimit-reset-tokens:
+      - REDACTED
+      x-request-id:
+      - REDACTED
     status:
       code: 200
       message: OK
 - request:
-    body: '{"model": "claude-3-5-sonnet-latest", "messages": [{"role": "user", "content":
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-      "text", "text": "You are a helpful assistant."}], "max_tokens": 4096, "stream":
-      true}'
+    body: '{"messages": [{"role": "system", "content": "You are a helpful assistant."},
+      {"role": "user", "content": "Write a short greeting."}], "model": "gpt-4o-mini",
+      "stream": true}'
     headers:
       accept:
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       accept-encoding:
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       content-length:
-      - '241'
+      - '173'
       content-type:
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+      cookie:
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+        _cfuvid=0cbbyNo9078pru7YpRA_NIGoOsI8oKHqut1xMbYedlY-1737070376012-0.0.1.1-604800000
       host:
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+      - api.openai.com
       user-agent:
-      - litellm/1.58.1
-      x-api-key:
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+      x-stainless-arch:
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+      x-stainless-async:
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+      x-stainless-os:
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+      x-stainless-package-version:
+      - 1.59.7
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - REDACTED
+      x-stainless-runtime-version:
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     method: POST
-    uri: https://api.anthropic.com/v1/messages
+    uri: https://api.openai.com/v1/chat/completions
   response:
     body:
-      string: 'event: message_start
+      string: 'data: {"id":"chatcmpl-AqTe4V9Qjvtq7jxBouSAsv1iI5Qr7","object":"chat.completion.chunk","created":1737070376,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_72ed7ab54c","choices":[{"index":0,"delta":{"role":"assistant","content":"","refusal":null},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-AqTe4V9Qjvtq7jxBouSAsv1iI5Qr7","object":"chat.completion.chunk","created":1737070376,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_72ed7ab54c","choices":[{"index":0,"delta":{"content":"Hello"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-AqTe4V9Qjvtq7jxBouSAsv1iI5Qr7","object":"chat.completion.chunk","created":1737070376,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_72ed7ab54c","choices":[{"index":0,"delta":{"content":"!"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-AqTe4V9Qjvtq7jxBouSAsv1iI5Qr7","object":"chat.completion.chunk","created":1737070376,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_72ed7ab54c","choices":[{"index":0,"delta":{"content":"
+        I"},"logprobs":null,"finish_reason":null}]}
+
+
+        data: {"id":"chatcmpl-AqTe4V9Qjvtq7jxBouSAsv1iI5Qr7","object":"chat.completion.chunk","created":1737070376,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_72ed7ab54c","choices":[{"index":0,"delta":{"content":"
+        hope"},"logprobs":null,"finish_reason":null}]}
 
-        data: {"type":"message_start","message":{"id":"msg_01NHdXbMbxAY5St4JoFySmKD","type":"message","role":"assistant","model":"claude-3-5-sonnet-20241022","content":[],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":18,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"output_tokens":1}}    }
 
+        data: {"id":"chatcmpl-AqTe4V9Qjvtq7jxBouSAsv1iI5Qr7","object":"chat.completion.chunk","created":1737070376,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_72ed7ab54c","choices":[{"index":0,"delta":{"content":"
+        this"},"logprobs":null,"finish_reason":null}]}
 
-        event: content_block_start
 
-        data: {"type":"content_block_start","index":0,"content_block":{"type":"text","text":""}             }
+        data: {"id":"chatcmpl-AqTe4V9Qjvtq7jxBouSAsv1iI5Qr7","object":"chat.completion.chunk","created":1737070376,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_72ed7ab54c","choices":[{"index":0,"delta":{"content":"
+        message"},"logprobs":null,"finish_reason":null}]}
 
 
-        event: ping
+        data: {"id":"chatcmpl-AqTe4V9Qjvtq7jxBouSAsv1iI5Qr7","object":"chat.completion.chunk","created":1737070376,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_72ed7ab54c","choices":[{"index":0,"delta":{"content":"
+        finds"},"logprobs":null,"finish_reason":null}]}
 
-        data: {"type": "ping"}
 
+        data: {"id":"chatcmpl-AqTe4V9Qjvtq7jxBouSAsv1iI5Qr7","object":"chat.completion.chunk","created":1737070376,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_72ed7ab54c","choices":[{"index":0,"delta":{"content":"
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-        event: content_block_delta
 
-        data: {"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"Hi"}            }
+        data: {"id":"chatcmpl-AqTe4V9Qjvtq7jxBouSAsv1iI5Qr7","object":"chat.completion.chunk","created":1737070376,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_72ed7ab54c","choices":[{"index":0,"delta":{"content":"
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-        event: content_block_delta
+        data: {"id":"chatcmpl-AqTe4V9Qjvtq7jxBouSAsv1iI5Qr7","object":"chat.completion.chunk","created":1737070376,"model":"gpt-4o-mini-2024-07-18","service_tier":"default","system_fingerprint":"fp_72ed7ab54c","choices":[{"index":0,"delta":{"content":"."},"logprobs":null,"finish_reason":null}]}
 
-        data: {"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"
-        there! I hope"} }
 
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-        event: content_block_delta
 
-        data: {"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"
-        you''re having a great day. How can I"}      }
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diff --git a/tests/integration/test_llm_providers.py b/tests/integration/test_llm_providers.py
index bf9afc668..214835e89 100644
--- a/tests/integration/test_llm_providers.py
+++ b/tests/integration/test_llm_providers.py
@@ -1,6 +1,6 @@
 import asyncio
-from asyncio import TimeoutError
 from typing import Any, Dict, List
+import json
 
 import pytest
 
@@ -261,7 +261,7 @@ def test_litellm_provider(litellm_client, test_messages: List[Dict[str, Any]]):
 
     # Stream completion
     stream_response = litellm_client.completion(
-        model="anthropic/claude-3-5-sonnet-latest",
+        model="openai/gpt-4o-mini",
         messages=test_messages,
         stream=True,
     )
@@ -271,7 +271,7 @@ def test_litellm_provider(litellm_client, test_messages: List[Dict[str, Any]]):
     # Async completion
     async def async_test():
         async_response = await litellm_client.acompletion(
-            model="openrouter/deepseek/deepseek-chat",
+            model="anthropic/claude-3-5-sonnet-latest",
             messages=test_messages,
         )
         return async_response
@@ -314,3 +314,37 @@ async def async_test():
 
     async_response = asyncio.run(async_test())
     assert async_response["message"]["content"]
+
+
+# TaskWeaver Tests
+@pytest.mark.vcr()
+def test_taskweaver_provider(taskweaver_client, test_messages):
+    """Test TaskWeaver provider integration."""
+    # Test with code execution messages
+    code_messages = [
+        {"role": "system", "content": "You are a Python coding assistant."},
+        {"role": "user", "content": "Write a function to calculate factorial. Answer in the JSON format."}
+    ]
+    
+    response = taskweaver_client.chat_completion(
+        messages=code_messages,
+        temperature=0,
+        max_tokens=200,
+        top_p=1.0,
+    )
+
+    assert isinstance(response, dict)
+    assert "content" in response
+    
+    # Convert 'content' from string to dictionary
+    content = json.loads(response["content"])
+
+    assert "function" in content
+
+    assert "name" in content["function"]
+    assert "description" in content["function"]
+    assert "parameters" in content["function"]
+    assert "returns" in content["function"]
+    assert "code" in content["function"]
+
+    assert "def factorial" in content["function"]["code"]

From b5fc7cc000f08a29ec48a595eb1e6748ddbf69b6 Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Sun, 19 Jan 2025 15:54:20 +0530
Subject: [PATCH 14/25] add taskweaver fixture to conftest

---
 tests/integration/conftest.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tests/integration/conftest.py b/tests/integration/conftest.py
index b11d59573..72997fe0c 100644
--- a/tests/integration/conftest.py
+++ b/tests/integration/conftest.py
@@ -11,6 +11,8 @@
     litellm_client,
     mistral_client,
     openai_client,
+    taskweaver_app,
+    taskweaver_client,
     test_messages,
 )
 from tests.fixtures.partners import (

From 86d5c6e566ba737cc6175a4fcb1963ca6ada7f74 Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Sun, 19 Jan 2025 17:41:40 +0530
Subject: [PATCH 15/25] fix `ai21` version

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 36e5fb5cd..6adc81867 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -45,7 +45,7 @@ test = [
     "anthropic",
     "cohere",
     "litellm",
-    "ai21>=3.0.0",
+    "ai21>=2.0.0, <3.0.0",
     "groq",
     "ollama",
     "mistralai",

From ef3a4d39328b037fc01c92ad65a3807b70d9a839 Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Sun, 19 Jan 2025 17:52:00 +0530
Subject: [PATCH 16/25] ignore host huggingface.co

---
 tests/fixtures/vcr.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tests/fixtures/vcr.py b/tests/fixtures/vcr.py
index 9a2d90376..e9fb7aa26 100644
--- a/tests/fixtures/vcr.py
+++ b/tests/fixtures/vcr.py
@@ -222,6 +222,7 @@ def scrub_request_body(request):
             "localhost:4318",  # Default OTLP HTTP endpoint
             "127.0.0.1:4317",
             "127.0.0.1:4318",
+            "huggingface.co"
         ],
         # Header filtering for requests and responses
         "filter_headers": sensitive_headers,

From 42d90877098cc85487d3544342657e98610182ff Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Sun, 19 Jan 2025 18:02:09 +0530
Subject: [PATCH 17/25] add gemini provider integration test

---
 tests/fixtures/providers.py             | 10 ++++++++
 tests/fixtures/vcr.py                   |  2 ++
 tests/integration/conftest.py           |  1 +
 tests/integration/test_llm_providers.py | 33 +++++++++++++++++++++++++
 4 files changed, 46 insertions(+)

diff --git a/tests/fixtures/providers.py b/tests/fixtures/providers.py
index e5ab91677..fe3f80833 100644
--- a/tests/fixtures/providers.py
+++ b/tests/fixtures/providers.py
@@ -87,6 +87,16 @@ def mistral_client():
     api_key = os.getenv("MISTRAL_API_KEY", "test-api-key")
     return Mistral(api_key=api_key)
 
+@pytest.fixture
+def gemini_client():
+    """Initialize Google's Gemini client."""
+    import google.generativeai as genai
+    
+    api_key = os.getenv("GEMINI_API_KEY", "test-api-key")
+    genai.configure(api_key=api_key)
+    
+    return genai.GenerativeModel('gemini-1.5-flash')
+
 
 @pytest.fixture
 def litellm_client():
diff --git a/tests/fixtures/vcr.py b/tests/fixtures/vcr.py
index e9fb7aa26..00d143ec5 100644
--- a/tests/fixtures/vcr.py
+++ b/tests/fixtures/vcr.py
@@ -36,6 +36,8 @@ def vcr_config():
         ("replicate-api-token", "REDACTED"),
         ("huggingface-api-key", "REDACTED"),
         ("x-huggingface-api-key", "REDACTED"),
+        ("gemini-api-key", "REDACTED"),
+        ("x-gemini-api-key", "REDACTED"),
         ("claude-api-key", "REDACTED"),
         ("x-claude-api-key", "REDACTED"),
         ("x-railway-request-id", "REDACTED"),
diff --git a/tests/integration/conftest.py b/tests/integration/conftest.py
index 72997fe0c..e288c5efc 100644
--- a/tests/integration/conftest.py
+++ b/tests/integration/conftest.py
@@ -7,6 +7,7 @@
     ai21_test_messages,
     anthropic_client,
     cohere_client,
+    gemini_client,
     groq_client,
     litellm_client,
     mistral_client,
diff --git a/tests/integration/test_llm_providers.py b/tests/integration/test_llm_providers.py
index 214835e89..c18b321cc 100644
--- a/tests/integration/test_llm_providers.py
+++ b/tests/integration/test_llm_providers.py
@@ -15,6 +15,7 @@ def collect_stream_content(stream_response: Any, provider: str) -> List[str]:
         "cohere": lambda event: event.text if event.event_type == "text-generation" else None,
         "ai21": lambda chunk: chunk.choices[0].delta.content,
         "groq": lambda chunk: chunk.choices[0].delta.content,
+        "gemini": lambda chunk: chunk.text if hasattr(chunk, "text") else None,
         "mistral": lambda event: event.data.choices[0].delta.content
         if hasattr(event.data.choices[0].delta, "content")
         else None,
@@ -196,6 +197,38 @@ def test_cohere_provider(cohere_client):
     assert len(content) > 0
 
 
+# Gemini Tests
+@pytest.mark.vcr()
+def test_gemini_provider(gemini_client, test_messages):
+    """Test Gemini provider integration."""
+    # Convert messages to Gemini format
+    gemini_messages = []
+    for msg in test_messages:
+        if msg["role"] != "system":  # Gemini doesn't support system messages directly
+            gemini_messages.append(msg["content"])
+    
+    # Sync completion
+    response = gemini_client.generate_content(gemini_messages)
+    assert response.text
+    
+    # Stream completion
+    stream = gemini_client.generate_content(
+        gemini_messages,
+        stream=True
+    )
+    
+    content = collect_stream_content(stream, "gemini")
+    assert len(content) > 0
+    
+    # Test async completion
+    async def async_test():
+        response = await gemini_client.generate_content_async(gemini_messages)
+        return response
+    
+    async_response = asyncio.run(async_test())
+    assert async_response.text
+
+
 # Groq Tests
 @pytest.mark.vcr()
 def test_groq_provider(groq_client, test_messages: List[Dict[str, Any]]):

From 7e8aecd629d44f850d2a3194b62b1e7eacb3f074 Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Sun, 19 Jan 2025 18:28:36 +0530
Subject: [PATCH 18/25] modify model in groq provider integration test

---
 tests/integration/test_llm_providers.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/integration/test_llm_providers.py b/tests/integration/test_llm_providers.py
index c18b321cc..24c6a1892 100644
--- a/tests/integration/test_llm_providers.py
+++ b/tests/integration/test_llm_providers.py
@@ -235,14 +235,14 @@ def test_groq_provider(groq_client, test_messages: List[Dict[str, Any]]):
     """Test Groq provider integration."""
     # Sync completion
     response = groq_client.chat.completions.create(
-        model="llama3-70b-8192",
+        model="llama-3.3-70b-versatile",
         messages=test_messages,
     )
     assert response.choices[0].message.content
 
     # Stream completion
     stream = groq_client.chat.completions.create(
-        model="llama3-70b-8192",
+        model="llama-3.3-70b-versatile",
         messages=test_messages,
         stream=True,
     )

From 1c5f06aa0366b26b3cf19f23006b05b29a307306 Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Sun, 19 Jan 2025 19:07:48 +0530
Subject: [PATCH 19/25] re-record groq cassette

---
 .../recordings/test_groq_provider.yaml        | 311 ++++++++++++++++--
 1 file changed, 290 insertions(+), 21 deletions(-)

diff --git a/tests/fixtures/recordings/test_groq_provider.yaml b/tests/fixtures/recordings/test_groq_provider.yaml
index 6b1abd7f1..fbbd1f76f 100644
--- a/tests/fixtures/recordings/test_groq_provider.yaml
+++ b/tests/fixtures/recordings/test_groq_provider.yaml
@@ -39,15 +39,19 @@ interactions:
     uri: https://api.groq.com/openai/v1/chat/completions
   response:
     body:
-      string: '{"id":"chatcmpl-2af4c427-2bd9-4cd3-96f6-b606fdbb3861","object":"chat.completion","created":1736892098,"model":"llama3-70b-8192","choices":[{"index":0,"message":{"role":"assistant","content":"Hello!
-        It''s nice to meet you. I''m here to help with any questions or tasks you
-        may have. How can I assist you today?"},"logprobs":null,"finish_reason":"stop"}],"usage":{"queue_time":0.01813716,"prompt_tokens":26,"prompt_time":0.006384788,"completion_tokens":31,"completion_time":0.088571429,"total_tokens":57,"total_time":0.094956217},"system_fingerprint":"fp_7ab5f7e105","x_groq":{"id":"req_01jhkdc9s1fkms5t70nkenz0cd"}}
-
-        '
+      string: '{"id": "chatcmpl-2af4c427-2bd9-4cd3-96f6-b606fdbb3861", "object": "chat.completion",
+        "created": 1736892098, "model": "llama3-70b-8192", "choices": [{"index": 0,
+        "message": {"role": "assistant", "content": "Hello! It''s nice to meet you.
+        I''m here to help with any questions or tasks you may have. How can I assist
+        you today?"}, "logprobs": null, "finish_reason": "stop"}], "usage": {"queue_time":
+        0.01813716, "prompt_tokens": 26, "prompt_time": 0.006384788, "completion_tokens":
+        31, "completion_time": 0.088571429, "total_tokens": 57, "total_time": 0.094956217},
+        "system_fingerprint": "fp_7ab5f7e105", "x_groq": {"id": "req_01jhkdc9s1fkms5t70nkenz0cd"}}'
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From 8fad06d19adeb752864dd1fd0ff0f6adcb5a786c Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Tue, 21 Jan 2025 13:56:59 +0530
Subject: [PATCH 20/25] ruff

---
 agentops/host_env.py                    |   6 +-
 agentops/llms/providers/ollama.py       |   4 +-
 tests/fixtures/partners.py              |  46 +++++-----
 tests/fixtures/providers.py             |  13 +--
 tests/fixtures/vcr.py                   | 106 ++++++++++++------------
 tests/integration/test_llm_providers.py |  21 ++---
 tests/integration/test_partners.py      |  15 ++--
 7 files changed, 102 insertions(+), 109 deletions(-)

diff --git a/agentops/host_env.py b/agentops/host_env.py
index 5307dec4a..d3f798b72 100644
--- a/agentops/host_env.py
+++ b/agentops/host_env.py
@@ -100,9 +100,9 @@ def get_ram_details():
     try:
         ram_info = psutil.virtual_memory()
         return {
-            "Total": f"{ram_info.total / (1024 ** 3):.2f} GB",
-            "Available": f"{ram_info.available / (1024 ** 3):.2f} GB",
-            "Used": f"{ram_info.used / (1024 ** 3):.2f} GB",
+            "Total": f"{ram_info.total / (1024**3):.2f} GB",
+            "Available": f"{ram_info.available / (1024**3):.2f} GB",
+            "Used": f"{ram_info.used / (1024**3):.2f} GB",
             "Percentage": f"{ram_info.percent}%",
         }
     except:
diff --git a/agentops/llms/providers/ollama.py b/agentops/llms/providers/ollama.py
index c83a85bc9..ce2a7fc8b 100644
--- a/agentops/llms/providers/ollama.py
+++ b/agentops/llms/providers/ollama.py
@@ -26,7 +26,7 @@ def handle_stream_chunk(chunk: dict):
 
             if chunk.get("done"):
                 llm_event.end_timestamp = get_ISO_time()
-                llm_event.model = f'ollama/{chunk.get("model")}'
+                llm_event.model = f"ollama/{chunk.get('model')}"
                 llm_event.returns = chunk
                 llm_event.returns["message"] = llm_event.completion
                 llm_event.prompt = kwargs["messages"]
@@ -53,7 +53,7 @@ def generator():
             return generator()
 
         llm_event.end_timestamp = get_ISO_time()
-        llm_event.model = f'ollama/{response["model"]}'
+        llm_event.model = f"ollama/{response['model']}"
         llm_event.returns = response
         llm_event.agent_id = check_call_stack_for_agent_id()
         llm_event.prompt = kwargs["messages"]
diff --git a/tests/fixtures/partners.py b/tests/fixtures/partners.py
index 83a3dae0e..7dcf8fcac 100644
--- a/tests/fixtures/partners.py
+++ b/tests/fixtures/partners.py
@@ -3,6 +3,7 @@
 from autogen import UserProxyAgent, AssistantAgent, register_function
 import agentops
 
+
 @pytest.fixture
 def autogen_logger(agentops_session):
     """Fixture for AutogenLogger with auto start/stop."""
@@ -11,12 +12,13 @@ def autogen_logger(agentops_session):
     yield logger
     logger.stop()
 
+
 @pytest.fixture
 def math_agents(openai_client, autogen_logger):
     """Math agent group with calculator tool and all configurations."""
     # Initialize AgentOps
     agentops.init()
-    
+
     # Base configuration for all agents
     base_config = {
         "max_consecutive_auto_reply": 0,  # Disable auto-reply
@@ -26,11 +28,13 @@ def math_agents(openai_client, autogen_logger):
 
     # LLM configuration for math assistant
     llm_config = {
-        "config_list": [{
-            "model": "gpt-4",
-            "api_key": openai_client.api_key,
-            "timeout": 10,
-        }],
+        "config_list": [
+            {
+                "model": "gpt-4",
+                "api_key": openai_client.api_key,
+                "timeout": 10,
+            }
+        ],
         "timeout": 10,
         "temperature": 0,  # Deterministic for testing
     }
@@ -39,17 +43,16 @@ def math_agents(openai_client, autogen_logger):
     user_proxy = UserProxyAgent(
         name="user_proxy",
         human_input_mode="NEVER",
-        is_termination_msg=lambda x: "TERMINATE" in x.get("content", "") 
-                                   or x.get("content", "") == "",
-        **base_config
+        is_termination_msg=lambda x: "TERMINATE" in x.get("content", "") or x.get("content", "") == "",
+        **base_config,
     )
-    
+
     # Create assistant agent
     assistant = AssistantAgent(
         name="assistant",
         system_message="You are a math assistant. Use the calculator tool when needed. Return TERMINATE when done.",
         llm_config=llm_config,
-        max_consecutive_auto_reply=1
+        max_consecutive_auto_reply=1,
     )
 
     # Register agents with logger
@@ -70,22 +73,13 @@ def calculator(a: int, b: int, operator: str) -> int:
             raise ValueError("Invalid operator")
 
     # Register calculator with both agents
-    assistant.register_for_llm(
-        name="calculator",
-        description="A simple calculator"
-    )(calculator)
-    
-    user_proxy.register_for_execution(
-        name="calculator"
-    )(calculator)
+    assistant.register_for_llm(name="calculator", description="A simple calculator")(calculator)
+
+    user_proxy.register_for_execution(name="calculator")(calculator)
 
     # Register function between agents
     register_function(
-        calculator,
-        caller=assistant,
-        executor=user_proxy,
-        name="calculator",
-        description="A simple calculator"
+        calculator, caller=assistant, executor=user_proxy, name="calculator", description="A simple calculator"
     )
-    
-    return user_proxy, assistant 
\ No newline at end of file
+
+    return user_proxy, assistant
diff --git a/tests/fixtures/providers.py b/tests/fixtures/providers.py
index fe3f80833..f5eb4460b 100644
--- a/tests/fixtures/providers.py
+++ b/tests/fixtures/providers.py
@@ -87,15 +87,16 @@ def mistral_client():
     api_key = os.getenv("MISTRAL_API_KEY", "test-api-key")
     return Mistral(api_key=api_key)
 
+
 @pytest.fixture
 def gemini_client():
     """Initialize Google's Gemini client."""
     import google.generativeai as genai
-    
+
     api_key = os.getenv("GEMINI_API_KEY", "test-api-key")
     genai.configure(api_key=api_key)
-    
-    return genai.GenerativeModel('gemini-1.5-flash')
+
+    return genai.GenerativeModel("gemini-1.5-flash")
 
 
 @pytest.fixture
@@ -117,7 +118,7 @@ def taskweaver_app():
     # Create a temporary directory for TaskWeaver project
     with tempfile.TemporaryDirectory() as temp_dir:
         app_dir = Path(temp_dir)
-        
+
         # Create config file
         config_file = app_dir / "taskweaver_config.json"
         config = {
@@ -127,10 +128,10 @@ def taskweaver_app():
             "llm.api_base": "https://api.openai.com/v1",
             "llm.model": "gpt-4o-mini",
         }
-        
+
         with open(config_file, "w") as f:
             json.dump(config, f, indent=4)
-        
+
         # Initialize TaskWeaver app
         app = TaskWeaverApp(app_dir=str(app_dir))
         yield app
diff --git a/tests/fixtures/vcr.py b/tests/fixtures/vcr.py
index 00d143ec5..4258fbb76 100644
--- a/tests/fixtures/vcr.py
+++ b/tests/fixtures/vcr.py
@@ -82,23 +82,23 @@ def vcr_config():
         # Add JWT-related headers
         ("x-railway-request-id", "REDACTED"),
         ("x-request-id", "REDACTED"),
-        ("x-ratelimit-remaining-tokens", "REDACTED"), 
+        ("x-ratelimit-remaining-tokens", "REDACTED"),
         ("x-ratelimit-reset-requests", "REDACTED"),
         ("x-ratelimit-reset-tokens", "REDACTED"),
-        ("x-debug-trace-id", "REDACTED")
+        ("x-debug-trace-id", "REDACTED"),
     ]
 
     def redact_jwt_recursive(obj):
         """Recursively redact JWT tokens from dict/list structures."""
         if obj is None:
             return obj
-            
+
         if isinstance(obj, dict):
             for key, value in obj.items():
-                if isinstance(key, str) and ('jwt' in key.lower()):
-                    obj[key] = 'REDACTED'
-                elif isinstance(value, str) and 'eyJ' in value:  # JWT tokens start with 'eyJ'
-                    obj[key] = 'REDACTED_JWT'
+                if isinstance(key, str) and ("jwt" in key.lower()):
+                    obj[key] = "REDACTED"
+                elif isinstance(value, str) and "eyJ" in value:  # JWT tokens start with 'eyJ'
+                    obj[key] = "REDACTED_JWT"
                 else:
                     redact_jwt_recursive(value)
         elif isinstance(obj, list):
@@ -110,7 +110,7 @@ def filter_response_headers(response):
         """Filter sensitive headers and body content from response."""
         if not isinstance(response, dict):
             raise ValueError("Response must be a dictionary")
-            
+
         # Filter headers
         headers = response.get("headers", {})
         if headers:
@@ -128,20 +128,21 @@ def filter_response_headers(response):
                 try:
                     # Handle JSON response bodies
                     if isinstance(body_content, bytes):
-                        body_str = body_content.decode('utf-8')
+                        body_str = body_content.decode("utf-8")
                     else:
                         body_str = str(body_content)
-                    
+
                     try:
                         body = json.loads(body_str)
                         body = redact_jwt_recursive(body)
-                        response["body"]["string"] = json.dumps(body).encode('utf-8')
+                        response["body"]["string"] = json.dumps(body).encode("utf-8")
                     except json.JSONDecodeError:
                         # If not JSON, handle as plain text
                         import re
-                        jwt_pattern = r'eyJ[a-zA-Z0-9_-]+\.[a-zA-Z0-9_-]+\.[a-zA-Z0-9_-]+'
-                        body_str = re.sub(jwt_pattern, 'REDACTED_JWT', body_str)
-                        response["body"]["string"] = body_str.encode('utf-8')
+
+                        jwt_pattern = r"eyJ[a-zA-Z0-9_-]+\.[a-zA-Z0-9_-]+\.[a-zA-Z0-9_-]+"
+                        body_str = re.sub(jwt_pattern, "REDACTED_JWT", body_str)
+                        response["body"]["string"] = body_str.encode("utf-8")
                 except (AttributeError, UnicodeDecodeError) as e:
                     raise ValueError(f"Failed to process response body: {str(e)}")
 
@@ -149,65 +150,64 @@ def filter_response_headers(response):
 
     def scrub_request_body(request):
         """Scrub sensitive and dynamic data from request body."""
-        if not request or not hasattr(request, 'body'):
+        if not request or not hasattr(request, "body"):
             raise ValueError("Invalid request object")
-            
+
         if request.body:
             try:
                 body_dict = json.loads(request.body)
                 if not isinstance(body_dict, dict):
                     raise ValueError("Request body must be a JSON object")
-                    
+
                 body_dict = redact_jwt_recursive(body_dict)
-                
+
                 # Handle session creation/update requests
-                if request.uri and (request.uri.endswith('/v2/create_session') or request.uri.endswith('/v2/update_session')):
-                    session = body_dict.get('session')
+                if request.uri and (
+                    request.uri.endswith("/v2/create_session") or request.uri.endswith("/v2/update_session")
+                ):
+                    session = body_dict.get("session")
                     if session and isinstance(session, dict):
                         # Standardize all dynamic fields
                         for key in session:
-                            if key.startswith('_'):  # Internal fields
-                                session[key] = ''
+                            if key.startswith("_"):  # Internal fields
+                                session[key] = ""
                             elif isinstance(session[key], str):  # String fields that might be dynamic
-                                if key not in ['end_state', 'OS']:  # Preserve specific fields
-                                    session[key] = ''
-                        
+                                if key not in ["end_state", "OS"]:  # Preserve specific fields
+                                    session[key] = ""
+
                         # Standardize known fields
-                        session['session_id'] = 'SESSION_ID'
-                        session['init_timestamp'] = 'TIMESTAMP'
-                        session['end_timestamp'] = 'TIMESTAMP'
-                        session['jwt'] = 'JWT_TOKEN'
-                        session['token_cost'] = ''
-                        session['_session_url'] = ''
-                        
+                        session["session_id"] = "SESSION_ID"
+                        session["init_timestamp"] = "TIMESTAMP"
+                        session["end_timestamp"] = "TIMESTAMP"
+                        session["jwt"] = "JWT_TOKEN"
+                        session["token_cost"] = ""
+                        session["_session_url"] = ""
+
                         # Standardize host environment
-                        if 'host_env' in session:
-                            session['host_env'] = {
-                                'SDK': {'AgentOps SDK Version': None},
-                                'OS': {'OS': session.get('host_env', {}).get('OS', {}).get('OS', 'Darwin')}
+                        if "host_env" in session:
+                            session["host_env"] = {
+                                "SDK": {"AgentOps SDK Version": None},
+                                "OS": {"OS": session.get("host_env", {}).get("OS", {}).get("OS", "Darwin")},
                             }
-                        
+
                         # Reset all counters and states
-                        session['event_counts'] = {
-                            'llms': 0, 'tools': 0, 'actions': 0, 
-                            'errors': 0, 'apis': 0
-                        }
-                        session['is_running'] = False
-                        
+                        session["event_counts"] = {"llms": 0, "tools": 0, "actions": 0, "errors": 0, "apis": 0}
+                        session["is_running"] = False
+
                         # Clear any dynamic lists
-                        session['tags'] = []
-                        session['video'] = None
-                        session['end_state_reason'] = None
-                
+                        session["tags"] = []
+                        session["video"] = None
+                        session["end_state_reason"] = None
+
                 # Handle agent creation requests
-                if request.uri and request.uri.endswith('/v2/create_agent'):
-                    if 'id' in body_dict:
-                        body_dict['id'] = 'AGENT_ID'
-                
+                if request.uri and request.uri.endswith("/v2/create_agent"):
+                    if "id" in body_dict:
+                        body_dict["id"] = "AGENT_ID"
+
                 request.body = json.dumps(body_dict).encode()
             except (json.JSONDecodeError, AttributeError, UnicodeDecodeError) as e:
                 raise ValueError(f"Failed to process request body: {str(e)}")
-                
+
         return request
 
     return {
@@ -224,7 +224,7 @@ def scrub_request_body(request):
             "localhost:4318",  # Default OTLP HTTP endpoint
             "127.0.0.1:4317",
             "127.0.0.1:4318",
-            "huggingface.co"
+            "huggingface.co",
         ],
         # Header filtering for requests and responses
         "filter_headers": sensitive_headers,
diff --git a/tests/integration/test_llm_providers.py b/tests/integration/test_llm_providers.py
index 24c6a1892..70527e2ad 100644
--- a/tests/integration/test_llm_providers.py
+++ b/tests/integration/test_llm_providers.py
@@ -206,25 +206,22 @@ def test_gemini_provider(gemini_client, test_messages):
     for msg in test_messages:
         if msg["role"] != "system":  # Gemini doesn't support system messages directly
             gemini_messages.append(msg["content"])
-    
+
     # Sync completion
     response = gemini_client.generate_content(gemini_messages)
     assert response.text
-    
+
     # Stream completion
-    stream = gemini_client.generate_content(
-        gemini_messages,
-        stream=True
-    )
-    
+    stream = gemini_client.generate_content(gemini_messages, stream=True)
+
     content = collect_stream_content(stream, "gemini")
     assert len(content) > 0
-    
+
     # Test async completion
     async def async_test():
         response = await gemini_client.generate_content_async(gemini_messages)
         return response
-    
+
     async_response = asyncio.run(async_test())
     assert async_response.text
 
@@ -356,9 +353,9 @@ def test_taskweaver_provider(taskweaver_client, test_messages):
     # Test with code execution messages
     code_messages = [
         {"role": "system", "content": "You are a Python coding assistant."},
-        {"role": "user", "content": "Write a function to calculate factorial. Answer in the JSON format."}
+        {"role": "user", "content": "Write a function to calculate factorial. Answer in the JSON format."},
     ]
-    
+
     response = taskweaver_client.chat_completion(
         messages=code_messages,
         temperature=0,
@@ -368,7 +365,7 @@ def test_taskweaver_provider(taskweaver_client, test_messages):
 
     assert isinstance(response, dict)
     assert "content" in response
-    
+
     # Convert 'content' from string to dictionary
     content = json.loads(response["content"])
 
diff --git a/tests/integration/test_partners.py b/tests/integration/test_partners.py
index b6aaf5798..7c706b608 100644
--- a/tests/integration/test_partners.py
+++ b/tests/integration/test_partners.py
@@ -1,15 +1,16 @@
 import pytest
 from agentops.partners.autogen_logger import AutogenLogger
 
+
 @pytest.mark.usefixtures("agentops_session")
 @pytest.mark.vcr
 def test_autogen(autogen_logger, math_agents):
     """Test complete AutogenLogger integration with math agents"""
     # 1. Verify logger initialization
     assert isinstance(autogen_logger, AutogenLogger)
-    assert hasattr(autogen_logger, 'start')
-    assert hasattr(autogen_logger, 'stop')
-    assert hasattr(autogen_logger, 'get_connection')
+    assert hasattr(autogen_logger, "start")
+    assert hasattr(autogen_logger, "stop")
+    assert hasattr(autogen_logger, "get_connection")
 
     user_proxy, assistant = math_agents
 
@@ -18,7 +19,7 @@ def test_autogen(autogen_logger, math_agents):
         assistant,
         message="What is 2 + 2?",
     )
-    
+
     # Verify agent registration
     assert len(autogen_logger.agent_store) > 0
     assert any(agent["autogen_id"] == str(id(user_proxy)) for agent in autogen_logger.agent_store)
@@ -29,7 +30,7 @@ def test_autogen(autogen_logger, math_agents):
         assistant,
         message="What is (1423 - 123) / 3 + (32 + 23) * 5?",
     )
-    
+
     # Verify tool usage logging
     assert any(agent["autogen_id"] == str(id(assistant)) for agent in autogen_logger.agent_store)
 
@@ -38,7 +39,7 @@ def test_autogen(autogen_logger, math_agents):
         assistant,
         message="What is 123 @ 456?",
     )
-    
+
     # Verify error logging
     assert any(agent["autogen_id"] == str(id(assistant)) for agent in autogen_logger.agent_store)
 
@@ -47,6 +48,6 @@ def test_autogen(autogen_logger, math_agents):
         assistant,
         message="What is 1 + 1? Return TERMINATE when done.",
     )
-    
+
     # Verify termination logging
     assert any(agent["autogen_id"] == str(id(assistant)) for agent in autogen_logger.agent_store)

From 6c7a261032314dadb228bbcfdc32a15c5b01a076 Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Tue, 21 Jan 2025 14:09:52 +0530
Subject: [PATCH 21/25] remove python files from examples

---
 .../anthropic-example-sync.py                 | 167 ------------------
 .../openai_examples/openai_example_sync.py    | 107 -----------
 2 files changed, 274 deletions(-)
 delete mode 100644 examples/anthropic_examples/anthropic-example-sync.py
 delete mode 100644 examples/openai_examples/openai_example_sync.py

diff --git a/examples/anthropic_examples/anthropic-example-sync.py b/examples/anthropic_examples/anthropic-example-sync.py
deleted file mode 100644
index b4060293c..000000000
--- a/examples/anthropic_examples/anthropic-example-sync.py
+++ /dev/null
@@ -1,167 +0,0 @@
-#!/usr/bin/env python
-# coding: utf-8
-
-# # Anthropic Sync Example
-# 
-# We are going to create a program called "Nier Storyteller". In short, it uses a message system similar to Nier Automata's to generate a one sentence summary before creating a short story.
-# 
-# Example:
-# 
-# {A foolish doll} {died in a world} {of ended dreams.} turns into "In a forgotten land where sunlight barely touched the ground, a little doll wandered through the remains of shattered dreams. Its porcelain face, cracked and wea..."
-
-# First, we start by importing Agentops and Anthropic
-
-# In[ ]:
-
-
-get_ipython().run_line_magic('pip', 'install agentops')
-get_ipython().run_line_magic('pip', 'install anthropic')
-
-
-# Setup our generic default statements
-
-# In[4]:
-
-
-from anthropic import Anthropic, AsyncAnthropic
-import agentops
-from dotenv import load_dotenv
-import os
-import random
-
-
-# And set our API keys.
-
-# In[6]:
-
-
-load_dotenv()
-ANTHROPIC_API_KEY = os.getenv("ANTHROPIC_API_KEY") or "ANTHROPIC KEY HERE"
-AGENTOPS_API_KEY = os.getenv("AGENTOPS_API_KEY") or "AGENTOPS KEY HERE"
-
-
-# Now let's set the client as Anthropic and an AgentOps session!
-
-# In[7]:
-
-
-client = Anthropic(api_key=ANTHROPIC_API_KEY)
-
-
-# In[ ]:
-
-
-agentops.init(AGENTOPS_API_KEY, default_tags=["anthropic-example"])
-
-# Remember that story we made earlier? As of writing, claude-3-5-sonnet-20240620 (the version we will be using) has a 150k word, 680k character length. We also get an 8192 context length. This is great because we can actually set an example for the script! 
-# 
-# Let's assume we have user (the person speaking), assistant (the AI itself) for now and computer (the way the LLM gets references from).
-# Let's set a default story as a script!
-
-# In[10]:
-
-
-defaultstory = "In a forgotten land where sunlight barely touched the ground, a little doll wandered through the remains of shattered dreams. Its porcelain face, cracked and weathered, reflected the emptiness that hung in the air like a lingering fog. The doll's painted eyes, now chipped and dull, stared into the distance, searching for something—anything—that still held life. It had once belonged to a child who dreamt of endless adventures, of castles in the clouds and whispered secrets under starry skies. But those dreams had long since crumbled to dust, leaving behind nothing but a hollow world where even hope dared not tread. The doll, a relic of a life that had faded, trudged through the darkness, its tiny feet stumbling over broken wishes and forgotten stories. Each step took more effort than the last, as if the world itself pulled at the doll's limbs, weary and bitter. It reached a place where the ground fell away into an abyss of despair, the edge crumbling under its weight. The doll paused, teetering on the brink. It reached out, as though to catch a fading dream, but there was nothing left to hold onto. With a faint crack, its brittle body gave way, and the doll tumbled silently into the void. And so, in a world where dreams had died, the foolish little doll met its end. There were no tears, no mourning. Only the soft, empty echo of its fall, fading into the darkness, as the land of ended dreams swallowed the last trace of what once was."
-
-
-# We are almost done! Let's generate a one sentence story summary by taking 3 random sentence fragments and connecting them!
-
-# In[11]:
-
-
-# Define the lists
-first = [
-    "A unremarkable soldier",
-    "A lone swordsman",
-    "A lone lancer",
-    "A lone pugilist",
-    "A dual-wielder",
-    "A weaponless soldier",
-    "A beautiful android",
-    "A small android",
-    "A double-crossing android",
-    "A weapon carrying android",
-]
-
-second = [
-    "felt despair at this cold world",
-    "held nothing back",
-    "gave it all",
-    "could not get up again",
-    "grimaced in anger",
-    "missed the chance of a lifetime",
-    "couldn't find a weakpoint",
-    "was overwhelmed",
-    "was totally outmatched",
-    "was distracted by a flower",
-    "hesitated to land the killing blow",
-    "was attacked from behind",
-    "fell to the ground",
-]
-
-third = [
-    "in a dark hole beneath a city",
-    "underground",
-    "at the enemy's lair",
-    "inside an empty ship",
-    "at a tower built by the gods",
-    "on a tower smiled upon by angels",
-    "inside a tall tower",
-    "at a peace-loving village",
-    "at a village of refugees",
-    "in the free skies",
-    "below dark skies",
-    "in a blood-soaked battlefield",
-]
-
-# Generate a random sentence
-generatedsentence = (
-    f"{random.choice(first)} {random.choice(second)} {random.choice(third)}."
-)
-
-
-# And now to construct a stream/message! We set an example for the assistant now!
-
-# In[ ]:
-
-
-stream = client.messages.create(
-    max_tokens=2400,
-    model="claude-3-5-sonnet-20240620",  # Comma added here
-    messages=[
-        {
-            "role": "user",
-            "content": "Create a story based on the three sentence fragments given to you, it has been combined into one below.",
-        },
-        {
-            "role": "assistant",
-            "content": "{A foolish doll} {died in a world} {of ended dreams.}",
-        },
-        {"role": "assistant", "content": defaultstory},
-        {
-            "role": "user",
-            "content": "Create a story based on the three sentence fragments  given to you, it has been combined into one below.",
-        },
-        {"role": "assistant", "content": generatedsentence},
-    ],
-    stream=True,
-)
-
-response = ""
-for event in stream:
-    if event.type == "content_block_delta":
-        response += event.delta.text
-    elif event.type == "message_stop":
-        print(generatedsentence)
-        print(response)
-
-
-# We can observe the session in the AgentOps dashboard by going to the session URL provided above.
-# 
-# Now we will end the session with a success message. We can also end the session with a failure or intdeterminate status. By default, the session will be marked as indeterminate.
-
-# In[ ]:
-
-
-agentops.end_session("Success")
-
diff --git a/examples/openai_examples/openai_example_sync.py b/examples/openai_examples/openai_example_sync.py
deleted file mode 100644
index c1a64227c..000000000
--- a/examples/openai_examples/openai_example_sync.py
+++ /dev/null
@@ -1,107 +0,0 @@
-#!/usr/bin/env python
-# coding: utf-8
-
-# # OpenAI Sync Example
-# 
-# We are going to create a simple chatbot that creates stories based on a prompt. The chatbot will use the gpt-4o-mini LLM to generate the story using a user prompt.
-# 
-# We will track the chatbot with AgentOps and see how it performs!
-
-# First let's install the required packages
-
-# In[ ]:
-
-
-get_ipython().run_line_magic('pip', 'install -U openai')
-get_ipython().run_line_magic('pip', 'install -U agentops')
-
-
-from openai import OpenAI
-import agentops
-import os
-from dotenv import load_dotenv
-
-# Then continue with the example
-
-
-# Next, we'll grab our API keys. You can use dotenv like below or however else you like to load environment variables
-
-# In[2]:
-
-
-load_dotenv()
-OPENAI_API_KEY = os.getenv("OPENAI_API_KEY") or "<your_openai_key>"
-AGENTOPS_API_KEY = os.getenv("AGENTOPS_API_KEY") or "<your_agentops_key>"
-
-
-# Next we initialize the AgentOps client.
-
-# In[ ]:
-
-
-agentops.init(AGENTOPS_API_KEY, default_tags=["openai-sync-example"])
-
-
-# And we are all set! Note the seesion url above. We will use it to track the chatbot.
-# 
-# Let's create a simple chatbot that generates stories.
-
-# In[4]:
-
-
-client = OpenAI(api_key=OPENAI_API_KEY)
-
-system_prompt = """
-You are a master storyteller, with the ability to create vivid and engaging stories.
-You have experience in writing for children and adults alike.
-You are given a prompt and you need to generate a story based on the prompt.
-"""
-
-user_prompt = "Write a story about a cyber-warrior trapped in the imperial time period."
-
-messages = [
-    {"role": "system", "content": system_prompt},
-    {"role": "user", "content": user_prompt},
-]
-
-
-# In[ ]:
-
-
-response = client.chat.completions.create(
-    model="gpt-4o-mini",
-    messages=messages,
-)
-
-print(response.choices[0].message.content)
-
-
-# The response is a string that contains the story. We can track this with AgentOps by navigating to the session url and viewing the run.
-
-# ## Streaming Version
-# We will demonstrate the streaming version of the API.
-
-# In[ ]:
-
-
-stream = client.chat.completions.create(
-    model="gpt-4o-mini",
-    messages=messages,
-    stream=True,
-)
-
-for chunk in stream:
-  print(chunk.choices[0].delta.content or "", end="")
-
-
-# Note that the response is a generator that yields chunks of the story. We can track this with AgentOps by navigating to the session url and viewing the run.
-
-# In[ ]:
-
-
-agentops.end_session(end_state="Success", end_state_reason="The story was generated successfully.")
-
-
-# We end the session with a success state and a success reason. This is useful if you want to track the success or failure of the chatbot. In that case you can set the end state to failure and provide a reason. By default the session will have an indeterminate end state.
-# 
-# All done!

From 9e1b1658397b3315063921589ba41d82c4a558df Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Tue, 21 Jan 2025 14:10:14 +0530
Subject: [PATCH 22/25] remove use of agentops fixture

---
 tests/fixtures/partners.py         | 5 +----
 tests/integration/test_partners.py | 2 --
 2 files changed, 1 insertion(+), 6 deletions(-)

diff --git a/tests/fixtures/partners.py b/tests/fixtures/partners.py
index 7dcf8fcac..64e8ccc1b 100644
--- a/tests/fixtures/partners.py
+++ b/tests/fixtures/partners.py
@@ -5,7 +5,7 @@
 
 
 @pytest.fixture
-def autogen_logger(agentops_session):
+def autogen_logger():
     """Fixture for AutogenLogger with auto start/stop."""
     logger = AutogenLogger()
     logger.start()
@@ -16,9 +16,6 @@ def autogen_logger(agentops_session):
 @pytest.fixture
 def math_agents(openai_client, autogen_logger):
     """Math agent group with calculator tool and all configurations."""
-    # Initialize AgentOps
-    agentops.init()
-
     # Base configuration for all agents
     base_config = {
         "max_consecutive_auto_reply": 0,  # Disable auto-reply
diff --git a/tests/integration/test_partners.py b/tests/integration/test_partners.py
index 7c706b608..a2182c706 100644
--- a/tests/integration/test_partners.py
+++ b/tests/integration/test_partners.py
@@ -1,8 +1,6 @@
 import pytest
 from agentops.partners.autogen_logger import AutogenLogger
 
-
-@pytest.mark.usefixtures("agentops_session")
 @pytest.mark.vcr
 def test_autogen(autogen_logger, math_agents):
     """Test complete AutogenLogger integration with math agents"""

From e520cc3927e51a06e34dd8a45c57cfccd1ffd472 Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Tue, 21 Jan 2025 14:10:28 +0530
Subject: [PATCH 23/25] re-record autogen cassette

---
 tests/fixtures/recordings/test_autogen.yaml | 431 ++++++++++++++++++++
 1 file changed, 431 insertions(+)

diff --git a/tests/fixtures/recordings/test_autogen.yaml b/tests/fixtures/recordings/test_autogen.yaml
index da2a00d42..8c1350418 100644
--- a/tests/fixtures/recordings/test_autogen.yaml
+++ b/tests/fixtures/recordings/test_autogen.yaml
@@ -171,4 +171,435 @@ interactions:
     status:
       code: 200
       message: OK
+- request:
+    body: '{"messages": [{"content": "You are a math assistant. Use the calculator
+      tool when needed. Return TERMINATE when done.", "role": "system"}, {"content":
+      "What is 2 + 2?", "role": "user", "name": "user_proxy"}], "model": "gpt-4",
+      "stream": false, "temperature": 0, "tools": [{"type": "function", "function":
+      {"description": "A simple calculator", "name": "calculator", "parameters": {"type":
+      "object", "properties": {"a": {"type": "integer", "description": "a"}, "b":
+      {"type": "integer", "description": "b"}, "operator": {"type": "string", "description":
+      "operator"}}, "required": ["a", "b", "operator"]}}}]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
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From d22028ee2b4c39d7f67afc7375e59ab15b128bfd Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Tue, 21 Jan 2025 14:16:39 +0530
Subject: [PATCH 24/25] ruff

---
 tests/integration/test_partners.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tests/integration/test_partners.py b/tests/integration/test_partners.py
index a2182c706..7fadcc0d0 100644
--- a/tests/integration/test_partners.py
+++ b/tests/integration/test_partners.py
@@ -1,6 +1,7 @@
 import pytest
 from agentops.partners.autogen_logger import AutogenLogger
 
+
 @pytest.mark.vcr
 def test_autogen(autogen_logger, math_agents):
     """Test complete AutogenLogger integration with math agents"""

From 54b2e1f936b35216aa222d700ded5f2b9cacb620 Mon Sep 17 00:00:00 2001
From: Pratyush Shukla <ps4534@nyu.edu>
Date: Tue, 21 Jan 2025 15:29:11 +0530
Subject: [PATCH 25/25] skip gemini tests

---
 tests/integration/test_llm_providers.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tests/integration/test_llm_providers.py b/tests/integration/test_llm_providers.py
index 70527e2ad..fa655d228 100644
--- a/tests/integration/test_llm_providers.py
+++ b/tests/integration/test_llm_providers.py
@@ -198,7 +198,8 @@ def test_cohere_provider(cohere_client):
 
 
 # Gemini Tests
-@pytest.mark.vcr()
+# @pytest.mark.vcr()
+@pytest.mark.skip(reason="Gemini tests require gRPC transport not supported by VCR")
 def test_gemini_provider(gemini_client, test_messages):
     """Test Gemini provider integration."""
     # Convert messages to Gemini format