From 2b38931cc4a0c66dc0f7b763353a55c0f3fd5ec2 Mon Sep 17 00:00:00 2001 From: Ben Sully Date: Fri, 21 Mar 2025 17:05:11 +0000 Subject: [PATCH 01/15] tests: start adding e2e tests Very WIP. --- tests/.python-version | 1 + tests/README.md | 0 tests/loki_test.py | 90 ++ tests/pyproject.toml | 21 + tests/uv.lock | 2009 +++++++++++++++++++++++++++++++++++++++++ 5 files changed, 2121 insertions(+) create mode 100644 tests/.python-version create mode 100644 tests/README.md create mode 100644 tests/loki_test.py create mode 100644 tests/pyproject.toml create mode 100644 tests/uv.lock diff --git a/tests/.python-version b/tests/.python-version new file mode 100644 index 0000000..24ee5b1 --- /dev/null +++ b/tests/.python-version @@ -0,0 +1 @@ +3.13 diff --git a/tests/README.md b/tests/README.md new file mode 100644 index 0000000..e69de29 diff --git a/tests/loki_test.py b/tests/loki_test.py new file mode 100644 index 0000000..5da6969 --- /dev/null +++ b/tests/loki_test.py @@ -0,0 +1,90 @@ +import os + +import pytest +import pytest_asyncio +from langevals import expect +from langevals_langevals.llm_boolean import ( + CustomLLMBooleanEvaluator, + CustomLLMBooleanSettings, +) +from litellm import acompletion +from mcp.types import Tool +from mcp import ClientSession +from mcp.client.sse import sse_client + +models = ["gpt-3.5-turbo", "gpt-4-turbo", "groq/llama3-70b-8192"] + + +@pytest.fixture +def mcp_url(): + return os.environ.get("MCP_GRAFANA_URL", "http://localhost:8000") + + +@pytest.fixture +def grafana_headers(): + headers = { + "X-Grafana-URL": os.environ.get("GRAFANA_URL", "http://localhost:3000"), + } + if key := os.environ.get("GRAFANA_API_KEY"): + headers["X-Grafana-API-Key"] = key + return headers + + +@pytest_asyncio.fixture +async def mcp_client(mcp_url, grafana_headers): + async with sse_client(mcp_url, headers=grafana_headers) as ( + read, + write, + ): + async with ClientSession(read, write) as session: + # Initialize the connection + await session.initialize() + yield session + + +@pytest.mark.asyncio +@pytest.mark.parametrize("model", models) +async def test_loki(model: str, mcp_client: ClientSession): + tools = await mcp_client.list_tools() + prompt = "what are the most recent log lines from Grafana?" + + response = await acompletion( + model=model, + messages=[ + {"role": "system"}, + {"role": "user", "content": prompt}, + ], + tools=[convert_tool(t) for t in tools.tools], + ) + + # Check that there is at least one tool call in the response. + + # Call the tool with the requested args. + + # Call the LLM including the tool call result. + + # Check that there's another tool call. + + # Call the tool with the requested args. + + # Call the LLM including the tool call result. + + # Check that the response has some log lines. + content = response.choices[0].message.content # type: ignore + log_line_checker = CustomLLMBooleanEvaluator( + settings=CustomLLMBooleanSettings( + prompt="Does the response look like it contains Grafana log lines?", + ) + ) + expect(input=prompt, output=content).to_pass(log_line_checker) + + +def convert_tool(tool: Tool) -> dict: + return { + "type": "function", + "function": { + "name": tool.name, + "description": tool.description, + "parameters": tool.inputSchema, + }, + } diff --git a/tests/pyproject.toml b/tests/pyproject.toml new file mode 100644 index 0000000..53a86c7 --- /dev/null +++ b/tests/pyproject.toml @@ -0,0 +1,21 @@ +[project] +name = "tests" +version = "0.1.0" +description = "Add your description here" +readme = "README.md" +authors = [ + { name = "Ben Sully", email = "ben.sully@grafana.com" }, + { name = "Ioanna Armouti", email = "ioanna.armouti@grafana.com" }, + { name = "Chris Marchbanks", email = "chris.marchbanks@grafana.com" }, +] +requires-python = ">=3.13" +dependencies = [] + +[dependency-groups] +dev = [ + "langevals[langevals]>=0.1.8", + "litellm>=1.63.12", + "mcp>=1.1.3", + "pytest>=8.3.5", + "pytest-asyncio>=0.25.3", +] diff --git a/tests/uv.lock b/tests/uv.lock new file 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URL --- tests/loki_test.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/loki_test.py b/tests/loki_test.py index 5da6969..06c15f6 100644 --- a/tests/loki_test.py +++ b/tests/loki_test.py @@ -17,7 +17,7 @@ @pytest.fixture def mcp_url(): - return os.environ.get("MCP_GRAFANA_URL", "http://localhost:8000") + return os.environ.get("MCP_GRAFANA_URL", "http://localhost:8000/sse") @pytest.fixture From b6512b2aac7e504768ebc761f0c1d9ddd8e88372 Mon Sep 17 00:00:00 2001 From: Ben Sully Date: Sat, 22 Mar 2025 11:14:53 +0000 Subject: [PATCH 03/15] Get tests running, if not passing --- tests/loki_test.py | 143 +++++++++++++++++++++++++++++++++++++------ tests/pyproject.toml | 5 ++ 2 files changed, 130 insertions(+), 18 deletions(-) diff --git a/tests/loki_test.py b/tests/loki_test.py index 06c15f6..0adbc78 100644 --- a/tests/loki_test.py +++ b/tests/loki_test.py @@ -1,5 +1,8 @@ +import json import os +from typing import Any +from litellm.types.utils import ModelResponse import pytest import pytest_asyncio from langevals import expect @@ -7,20 +10,20 @@ CustomLLMBooleanEvaluator, CustomLLMBooleanSettings, ) -from litellm import acompletion -from mcp.types import Tool +from litellm import ChatCompletionMessageToolCall, Choices, Message, acompletion +from mcp.types import TextContent, Tool from mcp import ClientSession from mcp.client.sse import sse_client -models = ["gpt-3.5-turbo", "gpt-4-turbo", "groq/llama3-70b-8192"] +models = ["gpt-4o", "claude-3-5-sonnet-20240620"] -@pytest.fixture +@pytest.fixture(scope="session") def mcp_url(): return os.environ.get("MCP_GRAFANA_URL", "http://localhost:8000/sse") -@pytest.fixture +@pytest.fixture(scope="session") def grafana_headers(): headers = { "X-Grafana-URL": os.environ.get("GRAFANA_URL", "http://localhost:3000"), @@ -30,7 +33,7 @@ def grafana_headers(): return headers -@pytest_asyncio.fixture +@pytest_asyncio.fixture(loop_scope="session", scope="session") async def mcp_client(mcp_url, grafana_headers): async with sse_client(mcp_url, headers=grafana_headers) as ( read, @@ -42,32 +45,93 @@ async def mcp_client(mcp_url, grafana_headers): yield session -@pytest.mark.asyncio +@pytest.mark.asyncio(loop_scope="session") @pytest.mark.parametrize("model", models) async def test_loki(model: str, mcp_client: ClientSession): tools = await mcp_client.list_tools() - prompt = "what are the most recent log lines from Grafana?" + prompt = "what are the most recent log lines coming from Grafana?" + + messages: list[Message] = [ + Message(role="system", content="You are a helpful assistant."), # type: ignore + Message(role="user", content=prompt), # type: ignore + ] + tools = [convert_tool(t) for t in tools.tools] response = await acompletion( model=model, - messages=[ - {"role": "system"}, - {"role": "user", "content": prompt}, - ], - tools=[convert_tool(t) for t in tools.tools], + messages=messages, + tools=tools, ) - # Check that there is at least one tool call in the response. + # Check that there's a tool call. + assert isinstance(response, ModelResponse) + messages.extend( + await assert_and_handle_tool_call(response, mcp_client, "list_datasources") + ) - # Call the tool with the requested args. + # Call the LLM including the tool call result. + response = await acompletion( + model=model, + messages=messages, + tools=tools, + ) + + # Check that there's a tool call. + assert isinstance(response, ModelResponse) + messages.extend( + await assert_and_handle_tool_call( + response, + mcp_client, + "list_loki_label_names", + {"datasourceUid": "loki"}, + ) + ) # Call the LLM including the tool call result. + response = await acompletion( + model=model, + messages=messages, + tools=tools, + ) - # Check that there's another tool call. + # Check that there's a tool call. + assert isinstance(response, ModelResponse) + messages.extend( + await assert_and_handle_tool_call( + response, + mcp_client, + "list_loki_label_values", + {"datasourceUid": "loki", "labelName": "container"}, + ) + ) - # Call the tool with the requested args. + # Call the LLM including the tool call result. + response = await acompletion( + model=model, + messages=messages, + tools=tools, + ) + + # Check that there's another tool call. + assert isinstance(response, ModelResponse) + messages.extend( + await assert_and_handle_tool_call( + response, + mcp_client, + "query_loki_logs", + { + "datasourceUid": "loki", + "logql": 'container="grafana"', + }, + ) + ) # Call the LLM including the tool call result. + response = await acompletion( + model=model, + messages=messages, + tools=tools, + ) # Check that the response has some log lines. content = response.choices[0].message.content # type: ignore @@ -79,12 +143,55 @@ async def test_loki(model: str, mcp_client: ClientSession): expect(input=prompt, output=content).to_pass(log_line_checker) +async def assert_and_handle_tool_call( + response: ModelResponse, + mcp_client: ClientSession, + expected_tool: str, + expected_args: dict[str, Any] | None = None, +) -> list[Message]: + messages: list[Message] = [] + tool_calls: list[ChatCompletionMessageToolCall] = [] + for c in response.choices: + assert isinstance(c, Choices) + tool_calls.extend(c.message.tool_calls or []) + # Add the message to the list of messages. + # We'll need to send these back to the LLM with the tool call result. + messages.append(c.message) + + # Check that the expected tool call is in the response. + assert len(tool_calls) == 1 + + # Call the tool(s) with the requested args. + for tool_call in tool_calls: + assert isinstance(tool_call.function.name, str) + arguments = ( + {} + if len(tool_call.function.arguments) == 0 + else json.loads(tool_call.function.arguments) + ) + assert tool_call.function.name == expected_tool + assert arguments == (expected_args or {}) + result = await mcp_client.call_tool(tool_call.function.name, arguments) + # Assume each tool returns a single text content for now + assert len(result.content) == 1 + assert isinstance(result.content[0], TextContent) + messages.append( + Message( + role="tool", tool_call_id=tool_call.id, content=result.content[0].text + ) + ) + return messages + + def convert_tool(tool: Tool) -> dict: return { "type": "function", "function": { "name": tool.name, "description": tool.description, - "parameters": tool.inputSchema, + "parameters": { + **tool.inputSchema, + "properties": tool.inputSchema.get("properties", {}), + }, }, } diff --git a/tests/pyproject.toml b/tests/pyproject.toml index 53a86c7..2c6ccdf 100644 --- a/tests/pyproject.toml +++ b/tests/pyproject.toml @@ -19,3 +19,8 @@ dev = [ "pytest>=8.3.5", "pytest-asyncio>=0.25.3", ] + +[tool.pytest.ini_options] +asyncio_mode = "auto" +asyncio_default_fixture_loop_scope = "session" +asyncio_default_test_loop_scope = "session" From 8dba5c2e273b59eb9699b23cfe98a99ce165ffb2 Mon Sep 17 00:00:00 2001 From: Ben Sully Date: Wed, 2 Apr 2025 11:02:26 +0100 Subject: [PATCH 04/15] Use anyio to run async tests instead of pytest-asyncio --- tests/loki_test.py | 11 ++++++++--- tests/pyproject.toml | 5 +---- tests/uv.lock | 17 +++-------------- 3 files changed, 12 insertions(+), 21 deletions(-) diff --git a/tests/loki_test.py b/tests/loki_test.py index 0adbc78..e373bcd 100644 --- a/tests/loki_test.py +++ b/tests/loki_test.py @@ -4,7 +4,6 @@ from litellm.types.utils import ModelResponse import pytest -import pytest_asyncio from langevals import expect from langevals_langevals.llm_boolean import ( CustomLLMBooleanEvaluator, @@ -17,6 +16,13 @@ models = ["gpt-4o", "claude-3-5-sonnet-20240620"] +pytestmark = pytest.mark.anyio + + +@pytest.fixture(scope="session") +def anyio_backend(): + return "asyncio" + @pytest.fixture(scope="session") def mcp_url(): @@ -33,7 +39,7 @@ def grafana_headers(): return headers -@pytest_asyncio.fixture(loop_scope="session", scope="session") +@pytest.fixture(scope="session") async def mcp_client(mcp_url, grafana_headers): async with sse_client(mcp_url, headers=grafana_headers) as ( read, @@ -45,7 +51,6 @@ async def mcp_client(mcp_url, grafana_headers): yield session -@pytest.mark.asyncio(loop_scope="session") @pytest.mark.parametrize("model", models) async def test_loki(model: str, mcp_client: ClientSession): tools = await mcp_client.list_tools() diff --git a/tests/pyproject.toml b/tests/pyproject.toml index 2c6ccdf..8358b79 100644 --- a/tests/pyproject.toml +++ b/tests/pyproject.toml @@ -13,14 +13,11 @@ dependencies = [] [dependency-groups] dev = [ + "anyio>=4.9.0", "langevals[langevals]>=0.1.8", "litellm>=1.63.12", "mcp>=1.1.3", "pytest>=8.3.5", - "pytest-asyncio>=0.25.3", ] [tool.pytest.ini_options] -asyncio_mode = "auto" -asyncio_default_fixture_loop_scope = "session" -asyncio_default_test_loop_scope = "session" diff --git a/tests/uv.lock b/tests/uv.lock index 8c3914d..d7c113e 100644 --- a/tests/uv.lock +++ b/tests/uv.lock @@ -559,6 +559,7 @@ wheels = [ { url = 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+1709,22 @@ source = { virtual = "." } [package.dev-dependencies] dev = [ + { name = "anyio" }, { name = "langevals", extra = ["langevals"] }, { name = "litellm" }, { name = "mcp" }, { name = "pytest" }, - { name = "pytest-asyncio" }, ] [package.metadata] [package.metadata.requires-dev] dev = [ + { name = "anyio", specifier = ">=4.9.0" }, { name = "langevals", extras = ["langevals"], specifier = ">=0.1.8" }, { name = "litellm", specifier = ">=1.63.12" }, { name = "mcp", specifier = ">=1.1.3" }, { name = "pytest", specifier = ">=8.3.5" }, - { name = "pytest-asyncio", specifier = ">=0.25.3" }, ] [[package]] From 338e9beb4e32d571d611c1cf7fb2956ccb5049f2 Mon Sep 17 00:00:00 2001 From: Ben Sully Date: Wed, 2 Apr 2025 11:05:41 +0100 Subject: [PATCH 05/15] Don't use session-scoped fixtures --- tests/conftest.py | 6 ++++++ tests/loki_test.py | 11 +++-------- 2 files changed, 9 insertions(+), 8 deletions(-) create mode 100644 tests/conftest.py diff --git a/tests/conftest.py b/tests/conftest.py new file mode 100644 index 0000000..af7e479 --- /dev/null +++ b/tests/conftest.py @@ -0,0 +1,6 @@ +import pytest + + +@pytest.fixture +def anyio_backend(): + return "asyncio" diff --git a/tests/loki_test.py b/tests/loki_test.py index e373bcd..16d4f0a 100644 --- a/tests/loki_test.py +++ b/tests/loki_test.py @@ -19,17 +19,12 @@ pytestmark = pytest.mark.anyio -@pytest.fixture(scope="session") -def anyio_backend(): - return "asyncio" - - -@pytest.fixture(scope="session") +@pytest.fixture def mcp_url(): return os.environ.get("MCP_GRAFANA_URL", "http://localhost:8000/sse") -@pytest.fixture(scope="session") +@pytest.fixture def grafana_headers(): headers = { "X-Grafana-URL": os.environ.get("GRAFANA_URL", "http://localhost:3000"), @@ -39,7 +34,7 @@ def grafana_headers(): return headers -@pytest.fixture(scope="session") +@pytest.fixture async def mcp_client(mcp_url, grafana_headers): async with sse_client(mcp_url, headers=grafana_headers) as ( read, From 78ea7f8d030ebce57285b6f831eb2ea5905c7d99 Mon Sep 17 00:00:00 2001 From: Ioanna Armouti Date: Wed, 2 Apr 2025 13:30:30 +0300 Subject: [PATCH 06/15] test label values question --- tests/loki_test.py | 49 +++++++--------------------------------------- 1 file changed, 7 insertions(+), 42 deletions(-) diff --git a/tests/loki_test.py b/tests/loki_test.py index 16d4f0a..bdc8b57 100644 --- a/tests/loki_test.py +++ b/tests/loki_test.py @@ -49,7 +49,7 @@ async def mcp_client(mcp_url, grafana_headers): @pytest.mark.parametrize("model", models) async def test_loki(model: str, mcp_client: ClientSession): tools = await mcp_client.list_tools() - prompt = "what are the most recent log lines coming from Grafana?" + prompt = "Can you show me the unique container values from the Grafana container using any available Loki datasource? Use the least amount of tools possible." messages: list[Message] = [ Message(role="system", content="You are a helpful assistant."), # type: ignore @@ -69,23 +69,9 @@ async def test_loki(model: str, mcp_client: ClientSession): await assert_and_handle_tool_call(response, mcp_client, "list_datasources") ) - # Call the LLM including the tool call result. - response = await acompletion( - model=model, - messages=messages, - tools=tools, - ) - - # Check that there's a tool call. - assert isinstance(response, ModelResponse) - messages.extend( - await assert_and_handle_tool_call( - response, - mcp_client, - "list_loki_label_names", - {"datasourceUid": "loki"}, - ) - ) + datasources_response = messages[-1].content + datasources_data = json.loads(datasources_response) + assert len(datasources_data) > 0, "Should have at least one datasource" # Call the LLM including the tool call result. response = await acompletion( @@ -112,35 +98,14 @@ async def test_loki(model: str, mcp_client: ClientSession): tools=tools, ) - # Check that there's another tool call. - assert isinstance(response, ModelResponse) - messages.extend( - await assert_and_handle_tool_call( - response, - mcp_client, - "query_loki_logs", - { - "datasourceUid": "loki", - "logql": 'container="grafana"', - }, - ) - ) - - # Call the LLM including the tool call result. - response = await acompletion( - model=model, - messages=messages, - tools=tools, - ) - # Check that the response has some log lines. content = response.choices[0].message.content # type: ignore - log_line_checker = CustomLLMBooleanEvaluator( + container_label_checker = CustomLLMBooleanEvaluator( settings=CustomLLMBooleanSettings( - prompt="Does the response look like it contains Grafana log lines?", + prompt="Does the response look like it contains container label values?", ) ) - expect(input=prompt, output=content).to_pass(log_line_checker) + expect(input=prompt, output=content).to_pass(container_label_checker) async def assert_and_handle_tool_call( From 79c23f29c76593db65351cbf2428b2335cec6555 Mon Sep 17 00:00:00 2001 From: Ioanna Armouti Date: Wed, 2 Apr 2025 13:36:50 +0300 Subject: [PATCH 07/15] verify loki datasource exists --- tests/loki_test.py | 13 ++++++++++--- 1 file changed, 10 insertions(+), 3 deletions(-) diff --git a/tests/loki_test.py b/tests/loki_test.py index bdc8b57..cf84797 100644 --- a/tests/loki_test.py +++ b/tests/loki_test.py @@ -14,20 +14,22 @@ from mcp import ClientSession from mcp.client.sse import sse_client +DEFAULT_GRAFANA_URL = "http://localhost:3000" +DEFAULT_MCP_URL = "http://localhost:8000/sse" + models = ["gpt-4o", "claude-3-5-sonnet-20240620"] pytestmark = pytest.mark.anyio - @pytest.fixture def mcp_url(): - return os.environ.get("MCP_GRAFANA_URL", "http://localhost:8000/sse") + return os.environ.get("MCP_GRAFANA_URL", DEFAULT_MCP_URL) @pytest.fixture def grafana_headers(): headers = { - "X-Grafana-URL": os.environ.get("GRAFANA_URL", "http://localhost:3000"), + "X-Grafana-URL": os.environ.get("GRAFANA_URL", DEFAULT_GRAFANA_URL), } if key := os.environ.get("GRAFANA_API_KEY"): headers["X-Grafana-API-Key"] = key @@ -73,6 +75,11 @@ async def test_loki(model: str, mcp_client: ClientSession): datasources_data = json.loads(datasources_response) assert len(datasources_data) > 0, "Should have at least one datasource" + # Verify Loki datasource exists + loki_datasources = [ds for ds in datasources_data if ds.get("type") == "loki"] + assert len(loki_datasources) > 0, "No Loki datasource found" + print(f"\nFound Loki datasource: {loki_datasources[0]['name']} (uid: {loki_datasources[0]['uid']})") + # Call the LLM including the tool call result. response = await acompletion( model=model, From 159b14535ff562ffa1bb1d59e51b797ccb7b2d0f Mon Sep 17 00:00:00 2001 From: Ioanna Armouti Date: Wed, 2 Apr 2025 15:45:26 +0300 Subject: [PATCH 08/15] change the flow to test loki logs tool --- tests/loki_test.py | 26 +++++++++++++++----------- 1 file changed, 15 insertions(+), 11 deletions(-) diff --git a/tests/loki_test.py b/tests/loki_test.py index cf84797..c41d550 100644 --- a/tests/loki_test.py +++ b/tests/loki_test.py @@ -51,11 +51,11 @@ async def mcp_client(mcp_url, grafana_headers): @pytest.mark.parametrize("model", models) async def test_loki(model: str, mcp_client: ClientSession): tools = await mcp_client.list_tools() - prompt = "Can you show me the unique container values from the Grafana container using any available Loki datasource? Use the least amount of tools possible." + prompt = "Can you show me the last 10 log lines from all containers using any available Loki datasource? Use the least amount of tools possible." messages: list[Message] = [ - Message(role="system", content="You are a helpful assistant."), # type: ignore - Message(role="user", content=prompt), # type: ignore + Message(role="system", content="You are a helpful assistant."), + Message(role="user", content=prompt), ] tools = [convert_tool(t) for t in tools.tools] @@ -65,7 +65,7 @@ async def test_loki(model: str, mcp_client: ClientSession): tools=tools, ) - # Check that there's a tool call. + # Check that there's a datasources tool call. assert isinstance(response, ModelResponse) messages.extend( await assert_and_handle_tool_call(response, mcp_client, "list_datasources") @@ -87,14 +87,14 @@ async def test_loki(model: str, mcp_client: ClientSession): tools=tools, ) - # Check that there's a tool call. + # Check that there's a loki logstool call. assert isinstance(response, ModelResponse) messages.extend( await assert_and_handle_tool_call( response, mcp_client, - "list_loki_label_values", - {"datasourceUid": "loki", "labelName": "container"}, + "query_loki_logs", + {"datasourceUid": "loki"}, ) ) @@ -107,12 +107,12 @@ async def test_loki(model: str, mcp_client: ClientSession): # Check that the response has some log lines. content = response.choices[0].message.content # type: ignore - container_label_checker = CustomLLMBooleanEvaluator( + log_lines_checker = CustomLLMBooleanEvaluator( settings=CustomLLMBooleanSettings( - prompt="Does the response look like it contains container label values?", + prompt="Does the response provide a meaningful analysis or summary of the log data retrieved from Grafana? It should interpret and present the information in a clear, human-readable way rather than just showing raw log lines.", ) ) - expect(input=prompt, output=content).to_pass(container_label_checker) + expect(input=prompt, output=content).to_pass(log_lines_checker) async def assert_and_handle_tool_call( @@ -142,7 +142,11 @@ async def assert_and_handle_tool_call( else json.loads(tool_call.function.arguments) ) assert tool_call.function.name == expected_tool - assert arguments == (expected_args or {}) + + if expected_args: + for key, value in expected_args.items(): + assert key in arguments, f"Missing required argument '{key}' in tool call" + assert arguments[key] == value, f"Argument '{key}' has wrong value. Expected: {value}, Got: {arguments[key]}" result = await mcp_client.call_tool(tool_call.function.name, arguments) # Assume each tool returns a single text content for now assert len(result.content) == 1 From 7419c1ae195f1f85e9667272fd039bf7e5977429 Mon Sep 17 00:00:00 2001 From: Ioanna Armouti Date: Wed, 2 Apr 2025 16:17:14 +0300 Subject: [PATCH 09/15] iterate on the prompts --- tests/loki_test.py | 75 ++++++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 73 insertions(+), 2 deletions(-) diff --git a/tests/loki_test.py b/tests/loki_test.py index c41d550..21c1e5e 100644 --- a/tests/loki_test.py +++ b/tests/loki_test.py @@ -51,7 +51,7 @@ async def mcp_client(mcp_url, grafana_headers): @pytest.mark.parametrize("model", models) async def test_loki(model: str, mcp_client: ClientSession): tools = await mcp_client.list_tools() - prompt = "Can you show me the last 10 log lines from all containers using any available Loki datasource? Use the least amount of tools possible." + prompt = "Can you list the last 10 log lines from all containers using any available Loki datasource? Give me the raw log lines. Please use only the necessary tools to get this information." messages: list[Message] = [ Message(role="system", content="You are a helpful assistant."), @@ -109,12 +109,83 @@ async def test_loki(model: str, mcp_client: ClientSession): content = response.choices[0].message.content # type: ignore log_lines_checker = CustomLLMBooleanEvaluator( settings=CustomLLMBooleanSettings( - prompt="Does the response provide a meaningful analysis or summary of the log data retrieved from Grafana? It should interpret and present the information in a clear, human-readable way rather than just showing raw log lines.", + prompt="Does the response contain specific information that could only come from a Loki datasource? This could be actual log lines with timestamps, container names, or a summary that references specific log data. The response should show evidence of real data rather than generic statements.", ) ) + print("content", content) expect(input=prompt, output=content).to_pass(log_lines_checker) +@pytest.mark.parametrize("model", models) +async def test_loki_container_labels(model: str, mcp_client: ClientSession): + tools = await mcp_client.list_tools() + prompt = "Can you list the values for the container label in any available loki datasource? Please use only the necessary tools to get this information." + + messages: list[Message] = [ + Message(role="system", content="You are a helpful assistant."), + Message(role="user", content=prompt), + ] + tools = [convert_tool(t) for t in tools.tools] + + response = await acompletion( + model=model, + messages=messages, + tools=tools, + ) + + # Check that there's a datasources tool call. + assert isinstance(response, ModelResponse) + messages.extend( + await assert_and_handle_tool_call(response, mcp_client, "list_datasources") + ) + + datasources_response = messages[-1].content + datasources_data = json.loads(datasources_response) + assert len(datasources_data) > 0, "Should have at least one datasource" + + # Verify Loki datasource exists + loki_datasources = [ds for ds in datasources_data if ds.get("type") == "loki"] + assert len(loki_datasources) > 0, "No Loki datasource found" + print(f"\nFound Loki datasource: {loki_datasources[0]['name']} (uid: {loki_datasources[0]['uid']})") + + # Call the LLM including the tool call result. + response = await acompletion( + model=model, + messages=messages, + tools=tools, + ) + + # Check that there's a list_loki_label_values tool call. + assert isinstance(response, ModelResponse) + messages.extend( + await assert_and_handle_tool_call( + response, + mcp_client, + "list_loki_label_values", + { + "datasourceUid": "loki", + "labelName": "container" + }, + ) + ) + + # Call the LLM including the tool call result. + response = await acompletion( + model=model, + messages=messages, + tools=tools, + ) + + # Check that the response provides a meaningful summary of container labels + content = response.choices[0].message.content # type: ignore + label_checker = CustomLLMBooleanEvaluator( + settings=CustomLLMBooleanSettings( + prompt="Does the response provide a clear and organized list of container names found in the logs? It should present the container names in a readable format and may include additional context about their usage.", + ) + ) + expect(input=prompt, output=content).to_pass(label_checker) + + async def assert_and_handle_tool_call( response: ModelResponse, mcp_client: ClientSession, From 76c20c48a7705b9262de4a3d192f00a10d8569c5 Mon Sep 17 00:00:00 2001 From: Ioanna Armouti Date: Thu, 3 Apr 2025 12:20:36 +0300 Subject: [PATCH 10/15] Update README --- tests/.gitignore | 1 + tests/README.md | 38 +++++ tests/loki_test.py | 3 + tests/uv.lock | 418 +++++++++++++++++++++++---------------------- 4 files changed, 258 insertions(+), 202 deletions(-) create mode 100644 tests/.gitignore diff --git a/tests/.gitignore b/tests/.gitignore new file mode 100644 index 0000000..4c49bd7 --- /dev/null +++ b/tests/.gitignore @@ -0,0 +1 @@ +.env diff --git a/tests/README.md b/tests/README.md index e69de29..77fc0c9 100644 --- a/tests/README.md +++ b/tests/README.md @@ -0,0 +1,38 @@ +# Tests + +This directory contains an e2e test suite for the Grafana MCP server. + +The test suite evaluates the LLM's ability to use Grafana MCP tools effectively: + +- **Loki tests**: Evaluates how well the LLM can use Grafana tools to: + - Navigate and use available tools + - Make appropriate tool calls + - Process and present the results in a meaningful way + - Evaluating the LLM responses using `langevals` package, using custom LLM-as-a-Judge approach. + +Tests are using [`uv`] to manage dependencies. Install uv following the instructions for your platform. + +## Prerequisites +- Docker installed and running on your system +- Docker containers for the test environment must be started before running tests + +## Setup +1. Create a virtual environment and install the dependencies: + ```bash + uv sync --all-groups + ``` + +2. Create a `.env` file with your API keys: + ```env + OPENAI_API_KEY=sk-... + ANTHROPIC_API_KEY=sk-ant-... + ``` + +3. Start the required Docker containers + +4. Run the tests: + ```bash + uv run pytest + ``` + +[`uv`]: https://docs.astral.sh/uv/ \ No newline at end of file diff --git a/tests/loki_test.py b/tests/loki_test.py index 21c1e5e..23d3e31 100644 --- a/tests/loki_test.py +++ b/tests/loki_test.py @@ -13,6 +13,9 @@ from mcp.types import TextContent, Tool from mcp import ClientSession from mcp.client.sse import sse_client +from dotenv import load_dotenv + +load_dotenv() DEFAULT_GRAFANA_URL = "http://localhost:3000" DEFAULT_MCP_URL = "http://localhost:8000/sse" diff --git a/tests/uv.lock b/tests/uv.lock index d7c113e..438ca9e 100644 --- a/tests/uv.lock +++ b/tests/uv.lock @@ -1,5 +1,4 @@ version = 1 -revision = 1 requires-python = ">=3.13" [[package]] @@ -13,7 +12,7 @@ wheels = [ [[package]] name = "aiohttp" -version = "3.11.14" +version = "3.11.16" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "aiohappyeyeballs" }, @@ -24,24 +23,24 @@ dependencies = [ { name = "propcache" }, { name = "yarl" }, ] -sdist = { 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insertions(+) diff --git a/tests/README.md b/tests/README.md index 77fc0c9..0e4a73a 100644 --- a/tests/README.md +++ b/tests/README.md @@ -10,6 +10,10 @@ The test suite evaluates the LLM's ability to use Grafana MCP tools effectively: - Process and present the results in a meaningful way - Evaluating the LLM responses using `langevals` package, using custom LLM-as-a-Judge approach. +The tests are run against two LLM models: +- GPT-4 +- Claude 3.5 Sonnet + Tests are using [`uv`] to manage dependencies. Install uv following the instructions for your platform. ## Prerequisites From ccf5e21ccc6570d5e5b7d1c115a42a55fa577fd6 Mon Sep 17 00:00:00 2001 From: Ioanna Armouti Date: Thu, 3 Apr 2025 12:39:44 +0300 Subject: [PATCH 12/15] basic linting --- tests/loki_test.py | 27 ++++++++++++++++----------- 1 file changed, 16 insertions(+), 11 deletions(-) diff --git a/tests/loki_test.py b/tests/loki_test.py index 23d3e31..5d14a23 100644 --- a/tests/loki_test.py +++ b/tests/loki_test.py @@ -24,6 +24,7 @@ pytestmark = pytest.mark.anyio + @pytest.fixture def mcp_url(): return os.environ.get("MCP_GRAFANA_URL", DEFAULT_MCP_URL) @@ -46,7 +47,6 @@ async def mcp_client(mcp_url, grafana_headers): write, ): async with ClientSession(read, write) as session: - # Initialize the connection await session.initialize() yield session @@ -81,7 +81,9 @@ async def test_loki(model: str, mcp_client: ClientSession): # Verify Loki datasource exists loki_datasources = [ds for ds in datasources_data if ds.get("type") == "loki"] assert len(loki_datasources) > 0, "No Loki datasource found" - print(f"\nFound Loki datasource: {loki_datasources[0]['name']} (uid: {loki_datasources[0]['uid']})") + print( + f"\nFound Loki datasource: {loki_datasources[0]['name']} (uid: {loki_datasources[0]['uid']})" + ) # Call the LLM including the tool call result. response = await acompletion( @@ -109,7 +111,7 @@ async def test_loki(model: str, mcp_client: ClientSession): ) # Check that the response has some log lines. - content = response.choices[0].message.content # type: ignore + content = response.choices[0].message.content log_lines_checker = CustomLLMBooleanEvaluator( settings=CustomLLMBooleanSettings( prompt="Does the response contain specific information that could only come from a Loki datasource? This could be actual log lines with timestamps, container names, or a summary that references specific log data. The response should show evidence of real data rather than generic statements.", @@ -149,7 +151,9 @@ async def test_loki_container_labels(model: str, mcp_client: ClientSession): # Verify Loki datasource exists loki_datasources = [ds for ds in datasources_data if ds.get("type") == "loki"] assert len(loki_datasources) > 0, "No Loki datasource found" - print(f"\nFound Loki datasource: {loki_datasources[0]['name']} (uid: {loki_datasources[0]['uid']})") + print( + f"\nFound Loki datasource: {loki_datasources[0]['name']} (uid: {loki_datasources[0]['uid']})" + ) # Call the LLM including the tool call result. response = await acompletion( @@ -165,10 +169,7 @@ async def test_loki_container_labels(model: str, mcp_client: ClientSession): response, mcp_client, "list_loki_label_values", - { - "datasourceUid": "loki", - "labelName": "container" - }, + {"datasourceUid": "loki", "labelName": "container"}, ) ) @@ -180,7 +181,7 @@ async def test_loki_container_labels(model: str, mcp_client: ClientSession): ) # Check that the response provides a meaningful summary of container labels - content = response.choices[0].message.content # type: ignore + content = response.choices[0].message.content label_checker = CustomLLMBooleanEvaluator( settings=CustomLLMBooleanSettings( prompt="Does the response provide a clear and organized list of container names found in the logs? It should present the container names in a readable format and may include additional context about their usage.", @@ -219,8 +220,12 @@ async def assert_and_handle_tool_call( if expected_args: for key, value in expected_args.items(): - assert key in arguments, f"Missing required argument '{key}' in tool call" - assert arguments[key] == value, f"Argument '{key}' has wrong value. Expected: {value}, Got: {arguments[key]}" + assert key in arguments, ( + f"Missing required argument '{key}' in tool call" + ) + assert arguments[key] == value, ( + f"Argument '{key}' has wrong value. Expected: {value}, Got: {arguments[key]}" + ) result = await mcp_client.call_tool(tool_call.function.name, arguments) # Assume each tool returns a single text content for now assert len(result.content) == 1 From 461185f7c1a349d00b6fc3a35609b3a101abef35 Mon Sep 17 00:00:00 2001 From: Ioanna Armouti Date: Thu, 3 Apr 2025 12:44:13 +0300 Subject: [PATCH 13/15] rename test --- tests/loki_test.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/loki_test.py b/tests/loki_test.py index 5d14a23..adffc73 100644 --- a/tests/loki_test.py +++ b/tests/loki_test.py @@ -52,7 +52,7 @@ async def mcp_client(mcp_url, grafana_headers): @pytest.mark.parametrize("model", models) -async def test_loki(model: str, mcp_client: ClientSession): +async def test_loki_logs_tool(model: str, mcp_client: ClientSession): tools = await mcp_client.list_tools() prompt = "Can you list the last 10 log lines from all containers using any available Loki datasource? Give me the raw log lines. Please use only the necessary tools to get this information." From af925f24fde17cd85fe602c648907c9a7ccfca5e Mon Sep 17 00:00:00 2001 From: Ioanna Armouti Date: Fri, 4 Apr 2025 12:30:54 +0300 Subject: [PATCH 14/15] add dotenv on dev deps --- tests/pyproject.toml | 1 + tests/uv.lock | 3 +++ 2 files changed, 4 insertions(+) diff --git a/tests/pyproject.toml b/tests/pyproject.toml index 8358b79..b395c64 100644 --- a/tests/pyproject.toml +++ b/tests/pyproject.toml @@ -18,6 +18,7 @@ dev = [ "litellm>=1.63.12", "mcp>=1.1.3", "pytest>=8.3.5", + "python-dotenv>=1.0.0", ] [tool.pytest.ini_options] diff --git a/tests/uv.lock b/tests/uv.lock index 438ca9e..b496381 100644 --- a/tests/uv.lock +++ b/tests/uv.lock @@ -130,6 +130,7 @@ dependencies = [ { name = "jmespath" }, { name = "s3transfer" }, ] +sdist = { url = "https://files.pythonhosted.org/packages/c5/67/624011e0bf632818e786fcaa457e0a9421befede9ea7afe8dbe91ad4c8a3/boto3-1.37.25.tar.gz", hash = "sha256:23e9cbad028ef3723567f4556411ee8d0f732594316b4c78c174a03ba3ca3159", size = 111321 } wheels = [ { url = "https://files.pythonhosted.org/packages/12/6a/05352f633876b28bc311092ba0be5286f604e36d33a1347fff7045721d99/boto3-1.37.25-py3-none-any.whl", hash = "sha256:00a025c621198508dc20c45224baaa7bd2a695323d999cce08b0d4deab5ada6f", size = 139561 }, ] @@ -1716,6 +1717,7 @@ dev = [ { name = "litellm" }, { name = "mcp" }, { name = "pytest" }, + { name = "python-dotenv" }, ] [package.metadata] @@ -1727,6 +1729,7 @@ dev = [ { name = "litellm", specifier = ">=1.63.12" }, { name = "mcp", specifier = ">=1.1.3" }, { name = "pytest", specifier = ">=8.3.5" }, + { name = "python-dotenv", specifier = ">=1.0.0" }, ] [[package]] From 8f935de67c832419dd2b4bbcde16a3d908986839 Mon Sep 17 00:00:00 2001 From: Chris Marchbanks Date: Thu, 17 Apr 2025 09:07:40 -0600 Subject: [PATCH 15/15] Add log line for debugging tool calls --- tests/loki_test.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/tests/loki_test.py b/tests/loki_test.py index adffc73..b862c44 100644 --- a/tests/loki_test.py +++ b/tests/loki_test.py @@ -226,6 +226,8 @@ async def assert_and_handle_tool_call( assert arguments[key] == value, ( f"Argument '{key}' has wrong value. Expected: {value}, Got: {arguments[key]}" ) + + print(f"calling tool: {tool_call.function.name}({arguments})") result = await mcp_client.call_tool(tool_call.function.name, arguments) # Assume each tool returns a single text content for now assert len(result.content) == 1