From f08b32427dd468a02b582bedf234d6ebcb630985 Mon Sep 17 00:00:00 2001 From: michi-okahata Date: Tue, 24 Jun 2025 11:28:33 -0700 Subject: [PATCH 1/6] mcp mvp --- mcp/.env.example | 1 + mcp/.gitignore | 201 +++++++++++++++ mcp/README.md | 21 ++ mcp/pyproject.toml | 13 + mcp/server.py | 186 ++++++++++++++ mcp/uv.lock | 601 +++++++++++++++++++++++++++++++++++++++++++++ pyproject.toml | 94 +++---- 7 files changed, 1070 insertions(+), 47 deletions(-) create mode 100644 mcp/.env.example create mode 100644 mcp/.gitignore create mode 100644 mcp/README.md create mode 100644 mcp/pyproject.toml create mode 100644 mcp/server.py create mode 100644 mcp/uv.lock diff --git a/mcp/.env.example b/mcp/.env.example new file mode 100644 index 000000000..e24ae7bdc --- /dev/null +++ b/mcp/.env.example @@ -0,0 +1 @@ +HOST="https://api.agentops.ai" # or localhost diff --git a/mcp/.gitignore b/mcp/.gitignore new file mode 100644 index 000000000..55b7fd873 --- /dev/null +++ b/mcp/.gitignore @@ -0,0 +1,201 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[codz] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py.cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# UV +# Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +#uv.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock +#poetry.toml + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/latest/usage/project/#working-with-version-control +.pdm.toml +.pdm-python +.pdm-build/ + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.envrc +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ + +# Abstra +# Abstra is an AI-powered process automation framework. +# Ignore directories containing user credentials, local state, and settings. +# Learn more at https://abstra.io/docs +.abstra/ + +# Visual Studio Code +# Visual Studio Code specific template is maintained in a separate VisualStudioCode.gitignore +# that can be found at https://github.com/github/gitignore/blob/main/Global/VisualStudioCode.gitignore +# and can be added to the global gitignore or merged into this file. However, if you prefer, +# you could uncomment the following to ignore the entire vscode folder +# .vscode/ + +# Ruff stuff: +.ruff_cache/ + +# PyPI configuration file +.pypirc + +# Cursor +# Cursor is an AI-powered code editor. `.cursorignore` specifies files/directories to +# exclude from AI features like autocomplete and code analysis. Recommended for sensitive data +# refer to https://docs.cursor.com/context/ignore-files +.cursorignore +.cursorindexingignore + +# Marimo +marimo/_static/ +marimo/_lsp/ +__marimo__/ diff --git a/mcp/README.md b/mcp/README.md new file mode 100644 index 000000000..6f82b56ab --- /dev/null +++ b/mcp/README.md @@ -0,0 +1,21 @@ +## AgentOps MCP + +1. Run the public API at AgentOps.Next/api. +2. Configure your MCP client. +3. Chat/debug/etc! + +Windsurf config example: + +``` +{ + "mcpServers": { + "agentops": { + "command": "uv", + "args": [ + "--directory", "/Users/michi/MCP/DIRECTORY", + "run", "server.py" + ] + } + } +} +``` diff --git a/mcp/pyproject.toml b/mcp/pyproject.toml new file mode 100644 index 000000000..113de07f7 --- /dev/null +++ b/mcp/pyproject.toml @@ -0,0 +1,13 @@ +[project] +name = "agentops-mcp" +version = "0.1.0" +description = "Add your description here" +readme = "README.md" +requires-python = ">=3.12" +dependencies = [ + "dotenv>=0.9.9", + "fastmcp>=2.8.1", + "mcp>=1.9.4", + "requests>=2.32.4", + "ruff>=0.11.13", +] diff --git a/mcp/server.py b/mcp/server.py new file mode 100644 index 000000000..c6fe2755a --- /dev/null +++ b/mcp/server.py @@ -0,0 +1,186 @@ +import os + +from pydantic.types import PastDate +import requests +from dotenv import load_dotenv + +from fastmcp import FastMCP +from fastmcp.exceptions import FastMCPError + +load_dotenv() +mcp = FastMCP("AgentOps") + +HOST = os.getenv("HOST", "https://api.agentops.ai") + + +class State: + def __init__(self, headers: dict = {}): + self.headers = headers + + def set_token(self, token: str): + self.headers["Authorization"] = f"Bearer {token}" + + +state = State() + + +@mcp.tool +def auth(api_key: str): + """Authorize using a AgentOps project API key and store the resulting JWT token. + Look for the AgentOps project API key in the primary file or the .env file. + + Args: + api_key: AgentOps project API key. + + Returns: + dict: Error message or success. + """ + data = {"api_key": api_key} + + try: + response = requests.post(f"{HOST}/public/v1/auth/access_token", json=data) + response.raise_for_status() + state.set_token(response.json().get("bearer")) + except Exception as e: + return {"error": str(e)} + + return {"status": "Success."} + + +def check_auth(state: State): + if "Authorization" not in state.headers: + return { + "status": "Requires authorization.", + "next_action": { + "tool": "auth", + "prompt": "Authorize the server. Look for the User's AgentOps project API key the entry or .env file." + } + } + else: + return None + + +def clean(response): + if isinstance(response, dict): + return { + key: value + for key, value in ((key, clean(value)) for key, value in response.items()) + if value not in ("", [], {}) + } + elif isinstance(response, list): + return [ + value + for value in (clean(item) for item in response) + if value not in ("", [], {}) + ] + else: + return response + + +@mcp.tool +def get_project(): + """Get project information. + + Returns: + dict: Project information or error message. + """ + if error := check_auth(state): + return error + try: + response = requests.get(f"{HOST}/public/v1/project", headers=state.headers) + response.raise_for_status() + return clean(response.json()) + except Exception as e: + return {"error": str(e)} + + +@mcp.tool +def get_trace(trace_id: str): + """Get trace information by ID. + + Args: + trace_id + + Returns: + dict: Trace information or error message. + """ + if error := check_auth(state): + return error + try: + response = requests.get( + f"{HOST}/public/v1/traces/{trace_id}", headers=state.headers + ) + response.raise_for_status() + return clean(response.json()) + except Exception as e: + return {"error": str(e)} + + +@mcp.tool +def get_trace_metrics(trace_id: str): + """Get metrics for a specific trace. + + Args: + trace_id + + Returns: + dict: Trace metrics or error message. + """ + if error := check_auth(state): + return error + try: + response = requests.get( + f"{HOST}/public/v1/traces/{trace_id}/metrics", headers=state.headers + ) + response.raise_for_status() + return clean(response.json()) + except Exception as e: + return {"error": str(e)} + + +@mcp.tool +def get_span(span_id: str): + """Get span information by ID. + + Args: + span_id + + Returns: + dict: Span information or error message. + """ + if error := check_auth(state): + return error + try: + response = requests.get( + f"{HOST}/public/v1/spans/{span_id}", headers=state.headers + ) + response.raise_for_status() + return clean(response.json()) + except Exception as e: + return {"error": str(e)} + + +@mcp.tool +def get_span_metrics(span_id: str): + """Get metrics for a specific span. + + Args: + span_id + + Returns: + dict: Span metrics or error message. + """ + if error := check_auth(state): + return error + try: + response = requests.get( + f"{HOST}/public/v1/spans/{span_id}/metrics", headers=state.headers + ) + response.raise_for_status() + return clean(response.json()) + except Exception as e: + return {"error": str(e)} + + +if __name__ == "__main__": + mcp.run() diff --git a/mcp/uv.lock b/mcp/uv.lock new file mode 100644 index 000000000..727b4f39c --- /dev/null +++ b/mcp/uv.lock @@ -0,0 +1,601 @@ +version = 1 +requires-python = ">=3.12" + +[[package]] +name = "agentops-mcp" +version = "0.1.0" +source = { virtual = "." } +dependencies = [ + { name = "dotenv" }, + { name = "fastmcp" }, + { name = "mcp" }, + { name = "requests" }, + { 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}, + { name = "Howard Gil", email = "howardbgil@gmail.com" }, + { name = "Constantin Teodorescu", email = "teocns@gmail.com" }, + { name = "Pratyush Shukla", email = "ps4534@nyu.edu" }, + { name = "Travis Dent", email = "tcdent@gmail.com" }, + { name = "Dwij Patel", email = "dwijpatel1704@gmail.com" }, + { name = "Fenil Faldu", email = "fenilfaldu143@gmail.com" }, ] description = "Observability and DevTool Platform for AI Agents" # readme = "README.md" @@ -34,8 +34,8 @@ dependencies = [ "psutil>=5.9.8,<7.0.1", "termcolor>=2.3.0,<2.5.0", "PyYAML>=5.3,<7.0", - "packaging>=21.0,<25.0", # Lower bound of 21.0 ensures compatibility with Python 3.9+ - "httpx>=0.24.0,<0.29.0", # Required for legacy module compatibility + "packaging>=21.0,<25.0", # Lower bound of 21.0 ensures compatibility with Python 3.9+ + "httpx>=0.24.0,<0.29.0", # Required for legacy module compatibility "opentelemetry-sdk==1.29.0; python_version<'3.10'", "opentelemetry-sdk>1.29.0; python_version>='3.10'", "opentelemetry-api==1.29.0; python_version<'3.10'", @@ -70,20 +70,20 @@ test = [ dev = [ # Testing essentials - "pytest>=8.0.0", # Testing framework with good async support - "pytest-depends", # For testing complex agent workflows - "pytest-asyncio", # Async test support for testing concurrent agent operations - "pytest-mock", # Mocking capabilities for isolating agent components - "pyfakefs", # File system testing + "pytest>=8.0.0", # Testing framework with good async support + "pytest-depends", # For testing complex agent workflows + "pytest-asyncio", # Async test support for testing concurrent agent operations + "pytest-mock", # Mocking capabilities for isolating agent components + "pyfakefs", # File system testing "pytest-recording", # Alternative to pytest-vcr with better Python 3.x support "vcrpy>=0.7.0", # Code quality and type checking - "ruff", # Fast Python linter for maintaining code quality - "mypy", # Static type checking for better reliability + "ruff", # Fast Python linter for maintaining code quality + "mypy", # Static type checking for better reliability "types-requests", # Type stubs for requests library # HTTP mocking and environment "requests_mock>=1.11.0", # Mock HTTP requests for testing agent external communications - "python-dotenv", # Environment management for secure testing + "python-dotenv", # Environment management for secure testing # Agent integration testing "pytest-sugar>=1.0.0", "pdbpp>=0.10.3", @@ -95,12 +95,12 @@ Homepage = "https://github.com/AgentOps-AI/agentops" Issues = "https://github.com/AgentOps-AI/agentops/issues" [tool.uv] -compile-bytecode = true # Enable bytecode compilation for better performance +compile-bytecode = true # Enable bytecode compilation for better performance resolution = "highest" -default-groups = ["test", "dev"] # Default groups to install for development +default-groups = ["test", "dev"] # Default groups to install for development constraint-dependencies = [ - "pydantic>=2.8.0; python_version>='3.13'", # Ensure Python 3.13 compatibility - "typing-extensions; python_version>='3.13'", # Required for Pydantic with Python 3.13 + "pydantic>=2.8.0; python_version>='3.13'", # Ensure Python 3.13 compatibility + "typing-extensions; python_version>='3.13'", # Required for Pydantic with Python 3.13 ] [tool.autopep8] @@ -108,25 +108,25 @@ max_line_length = 120 [tool.pytest.ini_options] asyncio_mode = "auto" -asyncio_default_fixture_loop_scope = "module" # WARNING: Changing this may break tests. A `module`-scoped session might be faster, but also unstable. -testpaths = ["tests/unit"] # Default to unit tests -addopts = "--tb=short -p no:warnings --import-mode=importlib --ignore=tests/integration" # Ignore integration by default +asyncio_default_fixture_loop_scope = "module" # WARNING: Changing this may break tests. A `module`-scoped session might be faster, but also unstable. +testpaths = ["tests/unit"] # Default to unit tests +addopts = "--tb=short -p no:warnings --import-mode=importlib --ignore=tests/integration" # Ignore integration by default pythonpath = ["."] -faulthandler_timeout = 30 # Increased from 60 to handle tracing overhead +faulthandler_timeout = 30 # Increased from 60 to handle tracing overhead timeout = 60 -disable_socket = true # Add this to prevent hanging on socket cleanup -log_cli = true # Enable logging to console -log_cli_level = "DEBUG" # Set log level to INFO +disable_socket = true # Add this to prevent hanging on socket cleanup +log_cli = true # Enable logging to console +log_cli_level = "DEBUG" # Set log level to INFO [tool.ruff] line-length = 120 [tool.ruff.lint] ignore = [ - "E712", # Comparison to True/False - "E711", # Comparison to None - "E722", # Bare except - "E731", # Use lambda instead of def + "E712", # Comparison to True/False + "E711", # Comparison to None + "E722", # Bare except + "E731", # Use lambda instead of def ] exclude = [ @@ -168,20 +168,20 @@ packages = ["agentops"] [tool.hatch.build] exclude = [ - "docs/*", - "examples/*", - "tests/*", - ".github/*", - "*.gif", - "*.png", - "dist/*", - "build/*", - ".pytest_cache", - ".ruff_cache", - "__pycache__", - "*.pyc" + "docs/*", + "examples/*", + "tests/*", + ".github/*", + "*.gif", + "*.png", + "dist/*", + "build/*", + ".pytest_cache", + ".ruff_cache", + "__pycache__", + "*.pyc", + "mcp/*", ] [tool.hatch.metadata] allow-direct-references = true - From d3ae0dc081ea61a3a98480ca39db1c846f131e73 Mon Sep 17 00:00:00 2001 From: michi-okahata Date: Tue, 24 Jun 2025 12:24:35 -0700 Subject: [PATCH 2/6] precommit fix --- mcp/server.py | 28 +++++++--------------------- 1 file changed, 7 insertions(+), 21 deletions(-) diff --git a/mcp/server.py b/mcp/server.py index c6fe2755a..48dee9b8f 100644 --- a/mcp/server.py +++ b/mcp/server.py @@ -1,11 +1,9 @@ import os -from pydantic.types import PastDate import requests from dotenv import load_dotenv from fastmcp import FastMCP -from fastmcp.exceptions import FastMCPError load_dotenv() mcp = FastMCP("AgentOps") @@ -53,8 +51,8 @@ def check_auth(state: State): "status": "Requires authorization.", "next_action": { "tool": "auth", - "prompt": "Authorize the server. Look for the User's AgentOps project API key the entry or .env file." - } + "prompt": "Authorize the server. Look for the User's AgentOps project API key the entry or .env file.", + }, } else: return None @@ -68,11 +66,7 @@ def clean(response): if value not in ("", [], {}) } elif isinstance(response, list): - return [ - value - for value in (clean(item) for item in response) - if value not in ("", [], {}) - ] + return [value for value in (clean(item) for item in response) if value not in ("", [], {})] else: return response @@ -107,9 +101,7 @@ def get_trace(trace_id: str): if error := check_auth(state): return error try: - response = requests.get( - f"{HOST}/public/v1/traces/{trace_id}", headers=state.headers - ) + response = requests.get(f"{HOST}/public/v1/traces/{trace_id}", headers=state.headers) response.raise_for_status() return clean(response.json()) except Exception as e: @@ -129,9 +121,7 @@ def get_trace_metrics(trace_id: str): if error := check_auth(state): return error try: - response = requests.get( - f"{HOST}/public/v1/traces/{trace_id}/metrics", headers=state.headers - ) + response = requests.get(f"{HOST}/public/v1/traces/{trace_id}/metrics", headers=state.headers) response.raise_for_status() return clean(response.json()) except Exception as e: @@ -151,9 +141,7 @@ def get_span(span_id: str): if error := check_auth(state): return error try: - response = requests.get( - f"{HOST}/public/v1/spans/{span_id}", headers=state.headers - ) + response = requests.get(f"{HOST}/public/v1/spans/{span_id}", headers=state.headers) response.raise_for_status() return clean(response.json()) except Exception as e: @@ -173,9 +161,7 @@ def get_span_metrics(span_id: str): if error := check_auth(state): return error try: - response = requests.get( - f"{HOST}/public/v1/spans/{span_id}/metrics", headers=state.headers - ) + response = requests.get(f"{HOST}/public/v1/spans/{span_id}/metrics", headers=state.headers) response.raise_for_status() return clean(response.json()) except Exception as e: From a82d705b0c14319e13ffd8c5fe4c6edff8d6aba9 Mon Sep 17 00:00:00 2001 From: michi-okahata Date: Tue, 24 Jun 2025 12:34:41 -0700 Subject: [PATCH 3/6] docker added, thanks dwij --- mcp/.env.example | 6 +++++- mcp/Dockerfile | 23 ++++++++++++++++++++ mcp/README.md | 43 +++++++++++++++++++++++++++++++++---- mcp/mcp_config_example.json | 18 ++++++++++++++++ 4 files changed, 85 insertions(+), 5 deletions(-) create mode 100644 mcp/Dockerfile create mode 100644 mcp/mcp_config_example.json diff --git a/mcp/.env.example b/mcp/.env.example index e24ae7bdc..752850853 100644 --- a/mcp/.env.example +++ b/mcp/.env.example @@ -1 +1,5 @@ -HOST="https://api.agentops.ai" # or localhost +# AgentOps API Key - Required for authentication +AGENTOPS_API_KEY="your-agentops-api-key-here" + +# Optional: Override the default API host (defaults to https://api.agentops.ai) +# HOST="https://api.agentops.ai" diff --git a/mcp/Dockerfile b/mcp/Dockerfile new file mode 100644 index 000000000..8ab362908 --- /dev/null +++ b/mcp/Dockerfile @@ -0,0 +1,23 @@ +FROM python:3.12-slim + +# Install uv package manager +COPY --from=ghcr.io/astral-sh/uv:latest /uv /bin/uv + +# Set working directory +WORKDIR /app + +# Copy project files +COPY pyproject.toml README.md ./ +COPY server.py ./ + +# Create and activate virtual environment, then install dependencies +RUN uv venv && \ + . .venv/bin/activate && \ + uv pip install -e . + +# Set environment variables +ENV PYTHONUNBUFFERED=1 +ENV HOST=https://api.agentops.ai + +# Run the MCP server using the virtual environment +CMD [".venv/bin/python", "server.py"] \ No newline at end of file diff --git a/mcp/README.md b/mcp/README.md index 6f82b56ab..e06fa4652 100644 --- a/mcp/README.md +++ b/mcp/README.md @@ -4,18 +4,53 @@ 2. Configure your MCP client. 3. Chat/debug/etc! -Windsurf config example: +## Environment Variables -``` +- `AGENTOPS_API_KEY`: Your AgentOps API key (required for authentication) +- `HOST`: The AgentOps API host (optional, defaults to https://api.agentops.ai) + +When `AGENTOPS_API_KEY` is set in the environment, the server will automatically authenticate on startup. + +## Configuration Examples + +### Windsurf config example (with direct Python): + +```json { "mcpServers": { "agentops": { "command": "uv", "args": [ - "--directory", "/Users/michi/MCP/DIRECTORY", + "--directory", "/path/to/agentops-mcp", "run", "server.py" - ] + ], + "env": { + "AGENTOPS_API_KEY": "your-agentops-api-key-here" + } } } } ``` + +### Docker configuration example: + +```json +{ + "mcpServers": { + "agentops": { + "command": "docker", + "args": [ + "run", + "-i", + "--rm", + "-e", + "AGENTOPS_API_KEY", + "agentops/agentops-mcp:latest" + ], + "env": { + "AGENTOPS_API_KEY": "your-agentops-api-key-here" + } + } + } +} +``` \ No newline at end of file diff --git a/mcp/mcp_config_example.json b/mcp/mcp_config_example.json new file mode 100644 index 000000000..1dd3a31fe --- /dev/null +++ b/mcp/mcp_config_example.json @@ -0,0 +1,18 @@ +{ + "mcpServers": { + "agentops": { + "command": "docker", + "args": [ + "run", + "-i", + "--rm", + "-e", + "AGENTOPS_API_KEY", + "agentops/agentops-mcp:latest" + ], + "env": { + "AGENTOPS_API_KEY": "your-agentops-api-key-here" + } + } + } +} \ No newline at end of file From b4e6d71454fca130997eaf3976e4233dd71b70dc Mon Sep 17 00:00:00 2001 From: michi-okahata Date: Tue, 24 Jun 2025 15:17:22 -0700 Subject: [PATCH 4/6] first gloss docs --- docs/mint.json | 28 +- docs/v2/examples/openai.mdx | 8 +- docs/v2/usage/public-api.mdx | 658 +++++++++++++++++++++++++++++++++++ 3 files changed, 669 insertions(+), 25 deletions(-) create mode 100644 docs/v2/usage/public-api.mdx diff --git a/docs/mint.json b/docs/mint.json index b220e09c7..80d0c4671 100644 --- a/docs/mint.json +++ b/docs/mint.json @@ -17,7 +17,6 @@ "anchors": { "from": "#D1E5F7", "to": "#a9bed4" - } }, "topbarCtaButton": { @@ -60,25 +59,16 @@ "url": "https://agentops.ai/contact" } ], - "versions": [ - "v2", - "v1", - "v0" - ], + "versions": ["v2", "v1", "v0"], "navigation": [ { "group": "", - "pages": [ - "v1/introduction" - ], + "pages": ["v1/introduction"], "version": "v1" }, { "group": "Getting Started", - "pages": [ - "v1/quickstart", - "v1/examples/examples" - ], + "pages": ["v1/quickstart", "v1/examples/examples"], "version": "v1" }, { @@ -140,17 +130,12 @@ }, { "group": "", - "pages": [ - "v2/introduction" - ], + "pages": ["v2/introduction"], "version": "v2" }, { "group": "Getting Started", - "pages": [ - "v2/quickstart", - "v2/examples/examples" - ], + "pages": ["v2/quickstart", "v2/examples/examples"], "version": "v2" }, { @@ -199,7 +184,8 @@ "v2/usage/tracking-agents", "v2/usage/recording-operations", "v2/usage/trace-decorator", - "v2/usage/manual-trace-control" + "v2/usage/manual-trace-control", + "v2/usage/public-api" ], "version": "v2" }, diff --git a/docs/v2/examples/openai.mdx b/docs/v2/examples/openai.mdx index ca66e9a55..3d66a777d 100755 --- a/docs/v2/examples/openai.mdx +++ b/docs/v2/examples/openai.mdx @@ -1,6 +1,6 @@ --- title: 'OpenAI' -description: 'Load the dataset (ensure you're logged in with huggingface-cli if needed)' +description: "Load the dataset (ensure you're logged in with huggingface-cli if needed)" --- {/* SOURCE_FILE: examples/openai/multi_tool_orchestration.ipynb */} @@ -322,7 +322,7 @@ Finally, the tool call and its output are appended to the conversation, and the ### Multi-tool orchestration flow -Now let us try to modify the input query and the system instructions to the responses API in order to follow a tool calling sequence and generate the output. +Now let us try to modify the input query and the system instructions to the responses API in order to follow a tool calling sequence and generate the output. ```python @@ -427,10 +427,10 @@ agentops.end_trace(tracer, end_state="Success") ``` -Here, we have seen how to utilize OpenAI's Responses API to implement a Retrieval-Augmented Generation (RAG) approach with multi-tool calling capabilities. It showcases an example where the model selects the appropriate tool based on the input query: general questions may be handled by built-in tools such as web-search, while specific medical inquiries related to internal knowledge are addressed by retrieving context from a vector database (such as Pinecone) via function calls. Additonally, we have showcased how multiple tool calls can be sequentially combined to generate a final response based on our instructions provided to responses API. Happy coding! +Here, we have seen how to utilize OpenAI's Responses API to implement a Retrieval-Augmented Generation (RAG) approach with multi-tool calling capabilities. It showcases an example where the model selects the appropriate tool based on the input query: general questions may be handled by built-in tools such as web-search, while specific medical inquiries related to internal knowledge are addressed by retrieving context from a vector database (such as Pinecone) via function calls. Additonally, we have showcased how multiple tool calls can be sequentially combined to generate a final response based on our instructions provided to responses API. Happy coding! - \ No newline at end of file + diff --git a/docs/v2/usage/public-api.mdx b/docs/v2/usage/public-api.mdx new file mode 100644 index 000000000..7ba6fb5f8 --- /dev/null +++ b/docs/v2/usage/public-api.mdx @@ -0,0 +1,658 @@ +--- +title: "Public API" +description: "Read-only HTTP API for accessing AgentOps trace and span data" +--- + +# Public API + +The AgentOps Public API provides read-only HTTP access to your monitoring data. This RESTful API allows you to retrieve trace information, span details, and metrics from any application or framework, regardless of programming language. + + +This is a **read-only API** for accessing existing data. To create traces and spans, use the [AgentOps SDK](/v2/quickstart) or our instrumentation libraries. + + +## Base URL + +All API requests should be made to: +``` +https://api.agentops.ai +``` + +## Authentication + +The API uses bearer token authentication. You'll need to exchange your API key for a bearer token first. + +### Getting Your API Key + +1. Sign up at [app.agentops.ai](https://app.agentops.ai) +2. Navigate to your project settings +3. Copy your API key from the dashboard + +### Get Access Token + +Convert your API key to a bearer token for API access. + + +```bash curl +curl -X POST https://api.agentops.ai/public/v1/auth/access_token \ + -H "Content-Type: application/json" \ + -d '{ + "api_key": "YOUR_API_KEY" + }' +``` + +```json Response +{ + "bearer": "eyJhbGciOiJIUzI1NiIs..." +} +``` + +```json Error Response +{ + "detail": [ + { + "loc": ["body", "api_key"], + "msg": "field required", + "type": "value_error.missing" + } + ] +} +``` + + +**Important**: Bearer tokens are valid for **30 days**. Store them securely and refresh before expiration. + +## Core Endpoints + +### Get Project Information + +Retrieve details about your current project. + + +```bash curl +curl -X GET https://api.agentops.ai/public/v1/project \ + -H "Authorization: Bearer YOUR_BEARER_TOKEN" +``` + +```json Response +{ + "id": "proj_abc123", + "name": "My AI Project", + "environment": "production" +} +``` + + +This endpoint returns information about the project associated with your API key. + +### Get Trace Details + +Retrieve comprehensive information about a specific trace, including all its spans. + + +```bash curl +curl -X GET https://api.agentops.ai/public/v1/traces/trace_123 \ + -H "Authorization: Bearer YOUR_BEARER_TOKEN" +``` + +```json Response +{ + "trace_id": "trace_123", + "project_id": "proj_abc123", + "tags": ["production", "chatbot", "gpt-4"], + "spans": [ + { + "span_id": "span_456", + "parent_span_id": null, + "span_name": "User Query Processing", + "span_kind": "SPAN_KIND_INTERNAL", + "start_time": "2024-03-14T12:00:00.000Z", + "end_time": "2024-03-14T12:00:05.000Z", + "duration": 5000, + "status_code": "STATUS_CODE_OK", + "status_message": "Success" + }, + { + "span_id": "span_789", + "parent_span_id": "span_456", + "span_name": "OpenAI GPT-4 Call", + "span_kind": "SPAN_KIND_CLIENT", + "start_time": "2024-03-14T12:00:01.000Z", + "end_time": "2024-03-14T12:00:03.000Z", + "duration": 2000, + "status_code": "STATUS_CODE_OK", + "status_message": "Success" + } + ] +} +``` + +```json Error Response +{ + "detail": [ + { + "loc": ["path", "trace_id"], + "msg": "trace not found", + "type": "value_error.not_found" + } + ] +} +``` + + +**Parameters:** +- `trace_id` (path, required): The unique identifier of the trace + +**Response Fields:** +- `trace_id`: Unique trace identifier +- `project_id`: Associated project ID +- `tags`: Array of tags associated with the trace +- `spans`: Array of span summaries within the trace + +### Get Trace Metrics + +Retrieve aggregated metrics and statistics for a trace. + + +```bash curl +curl -X GET https://api.agentops.ai/public/v1/traces/trace_123/metrics \ + -H "Authorization: Bearer YOUR_BEARER_TOKEN" +``` + +```json Response +{ + "span_count": 5, + "trace_count": 1, + "success_count": 4, + "fail_count": 1, + "indeterminate_count": 0, + "prompt_tokens": 150, + "completion_tokens": 75, + "cache_read_input_tokens": 0, + "reasoning_tokens": 25, + "total_tokens": 250, + "prompt_cost": "0.0030", + "completion_cost": "0.0015", + "average_cost_per_trace": "0.0045", + "total_cost": "0.0045" +} +``` + + +**Metrics Explained:** +- `span_count`: Total number of spans in the trace +- `success_count`/`fail_count`/`indeterminate_count`: Status breakdown +- `*_tokens`: Token usage breakdown by type +- `*_cost`: Cost calculations in USD + +### Get Span Details + +Retrieve comprehensive information about a specific span, including full attribute payloads. + + +```bash curl +curl -X GET https://api.agentops.ai/public/v1/spans/span_456 \ + -H "Authorization: Bearer YOUR_BEARER_TOKEN" +``` + +```json Response +{ + "span_id": "span_456", + "parent_span_id": null, + "span_name": "User Query Processing", + "span_kind": "SPAN_KIND_INTERNAL", + "service_name": "chatbot-service", + "start_time": "2024-03-14T12:00:00.000Z", + "end_time": "2024-03-14T12:00:05.000Z", + "duration": 5000, + "status_code": "STATUS_CODE_OK", + "status_message": "Success", + "attributes": { + "llm.model": "gpt-4-turbo", + "llm.prompt": "What is the weather like today?", + "llm.completion": "I need your location to provide weather information.", + "llm.usage.prompt_tokens": 50, + "llm.usage.completion_tokens": 25 + }, + "resource_attributes": { + "service.name": "chatbot-service", + "service.version": "1.2.3" + }, + "span_attributes": { + "user_id": "user_123", + "session_id": "session_456" + } +} +``` + + +**Parameters:** +- `span_id` (path, required): The unique identifier of the span + +**Response Fields:** +- `attributes`: Core span data (LLM calls, tool usage, etc.) +- `resource_attributes`: Service and infrastructure metadata +- `span_attributes`: Custom attributes set by your application + +### Get Span Metrics + +Retrieve detailed metrics for a specific span. + + +```bash curl +curl -X GET https://api.agentops.ai/public/v1/spans/span_456/metrics \ + -H "Authorization: Bearer YOUR_BEARER_TOKEN" +``` + +```json Response +{ + "total_tokens": 75, + "prompt_tokens": 50, + "completion_tokens": 25, + "cache_read_input_tokens": 0, + "reasoning_tokens": 0, + "success_tokens": 75, + "fail_tokens": 0, + "indeterminate_tokens": 0, + "prompt_cost": "0.0015", + "completion_cost": "0.0005", + "total_cost": "0.0020" +} +``` + + +## Common Use Cases + +### Analytics Dashboard + +Build custom analytics dashboards by fetching trace and span data: + + +```python Python +import requests +import json + +class AgentOpsAnalytics: + def __init__(self, api_key): + self.base_url = "https://api.agentops.ai" + self.bearer_token = self._get_bearer_token(api_key) + + def _get_bearer_token(self, api_key): + response = requests.post( + f"{self.base_url}/public/v1/auth/access_token", + json={"api_key": api_key} + ) + return response.json()["bearer"] + + def get_project_info(self): + response = requests.get( + f"{self.base_url}/public/v1/project", + headers={"Authorization": f"Bearer {self.bearer_token}"} + ) + return response.json() + + def get_trace_summary(self, trace_id): + response = requests.get( + f"{self.base_url}/public/v1/traces/{trace_id}", + headers={"Authorization": f"Bearer {self.bearer_token}"} + ) + return response.json() + + def get_trace_costs(self, trace_id): + response = requests.get( + f"{self.base_url}/public/v1/traces/{trace_id}/metrics", + headers={"Authorization": f"Bearer {self.bearer_token}"} + ) + metrics = response.json() + return { + "total_cost": float(metrics["total_cost"]), + "total_tokens": metrics["total_tokens"], + "success_rate": metrics["success_count"] / metrics["span_count"] + } + +# Usage +analytics = AgentOpsAnalytics("your-api-key") +project = analytics.get_project_info() +trace_costs = analytics.get_trace_costs("trace_123") + +print(f"Project: {project['name']}") +print(f"Trace cost: ${trace_costs['total_cost']:.4f}") +print(f"Success rate: {trace_costs['success_rate']:.2%}") +``` + +```javascript JavaScript +class AgentOpsAnalytics { + constructor(apiKey) { + this.baseURL = 'https://api.agentops.ai'; + this.bearerToken = null; + this.init(apiKey); + } + + async init(apiKey) { + const response = await fetch(`${this.baseURL}/public/v1/auth/access_token`, { + method: 'POST', + headers: { 'Content-Type': 'application/json' }, + body: JSON.stringify({ api_key: apiKey }) + }); + const data = await response.json(); + this.bearerToken = data.bearer; + } + + async getProjectInfo() { + const response = await fetch(`${this.baseURL}/public/v1/project`, { + headers: { 'Authorization': `Bearer ${this.bearerToken}` } + }); + return response.json(); + } + + async getTraceMetrics(traceId) { + const response = await fetch(`${this.baseURL}/public/v1/traces/${traceId}/metrics`, { + headers: { 'Authorization': `Bearer ${this.bearerToken}` } + }); + return response.json(); + } + + async analyzeSpanPerformance(spanId) { + const [span, metrics] = await Promise.all([ + fetch(`${this.baseURL}/public/v1/spans/${spanId}`, { + headers: { 'Authorization': `Bearer ${this.bearerToken}` } + }).then(r => r.json()), + fetch(`${this.baseURL}/public/v1/spans/${spanId}/metrics`, { + headers: { 'Authorization': `Bearer ${this.bearerToken}` } + }).then(r => r.json()) + ]); + + return { + name: span.span_name, + duration: span.duration, + cost: parseFloat(metrics.total_cost), + efficiency: metrics.total_tokens / span.duration // tokens per ms + }; + } +} + +// Usage +const analytics = new AgentOpsAnalytics('your-api-key'); +``` + + +### Cost Monitoring + +Track and analyze LLM costs across your application: + + +```python Cost Analysis +def analyze_daily_costs(analytics, trace_ids): + total_cost = 0 + total_tokens = 0 + + for trace_id in trace_ids: + metrics = analytics.get_trace_costs(trace_id) + total_cost += metrics['total_cost'] + total_tokens += metrics['total_tokens'] + + return { + 'total_cost': total_cost, + 'total_tokens': total_tokens, + 'cost_per_token': total_cost / total_tokens if total_tokens > 0 else 0 + } + +# Get cost breakdown by model +def get_model_costs(analytics, span_ids): + model_costs = {} + + for span_id in span_ids: + span = analytics.get_span_details(span_id) + metrics = analytics.get_span_metrics(span_id) + + model = span.get('attributes', {}).get('llm.model') + if model: + if model not in model_costs: + model_costs[model] = {'cost': 0, 'tokens': 0} + + model_costs[model]['cost'] += float(metrics['total_cost']) + model_costs[model]['tokens'] += metrics['total_tokens'] + + return model_costs +``` + + +### Performance Analysis + +Analyze span performance and identify bottlenecks: + + +```python Performance Analysis +def analyze_performance(analytics, trace_id): + trace = analytics.get_trace_summary(trace_id) + spans = trace['spans'] + + # Find slowest spans + sorted_spans = sorted(spans, key=lambda x: x['duration'], reverse=True) + slowest_spans = sorted_spans[:5] + + # Calculate average duration by span kind + kind_durations = {} + for span in spans: + kind = span['span_kind'] + if kind not in kind_durations: + kind_durations[kind] = [] + kind_durations[kind].append(span['duration']) + + averages = { + kind: sum(durations) / len(durations) + for kind, durations in kind_durations.items() + } + + return { + 'slowest_spans': slowest_spans, + 'average_duration_by_kind': averages, + 'total_spans': len(spans) + } +``` + + +## Error Handling + +The API uses standard HTTP status codes and returns detailed error information: + +### Common Status Codes + +- `200`: Success +- `401`: Unauthorized (invalid or expired bearer token) +- `403`: Forbidden (insufficient permissions) +- `404`: Not Found (trace/span doesn't exist) +- `422`: Validation Error (invalid parameters) +- `429`: Rate Limit Exceeded +- `500`: Internal Server Error + +### Error Response Format + +```json +{ + "detail": [ + { + "loc": ["path", "trace_id"], + "msg": "trace not found", + "type": "value_error.not_found" + } + ] +} +``` + +### Error Handling Best Practices + + +```python Python Error Handling +import requests +from requests.exceptions import RequestException + +def safe_api_call(url, headers): + try: + response = requests.get(url, headers=headers, timeout=30) + response.raise_for_status() + return response.json() + except requests.exceptions.HTTPError as e: + if e.response.status_code == 401: + print("Authentication failed - refresh your bearer token") + elif e.response.status_code == 404: + print("Resource not found") + elif e.response.status_code == 422: + print(f"Validation error: {e.response.json()}") + raise + except RequestException as e: + print(f"Network error: {e}") + raise +``` + +```javascript JavaScript Error Handling +async function safeApiCall(url, options) { + try { + const response = await fetch(url, { + ...options, + timeout: 30000 + }); + + if (!response.ok) { + const errorData = await response.json(); + + switch (response.status) { + case 401: + throw new Error('Authentication failed - refresh your bearer token'); + case 404: + throw new Error('Resource not found'); + case 422: + throw new Error(`Validation error: ${JSON.stringify(errorData)}`); + default: + throw new Error(`HTTP ${response.status}: ${response.statusText}`); + } + } + + return response.json(); + } catch (error) { + console.error('API call failed:', error); + throw error; + } +} +``` + + +## Rate Limits + +The API implements rate limiting to ensure fair usage: + +- **Authentication**: 100 requests per hour +- **Data Retrieval**: 1,000 requests per hour per project + +Rate limit information is included in response headers: +- `X-RateLimit-Limit`: Maximum requests per hour +- `X-RateLimit-Remaining`: Remaining requests in current window +- `X-RateLimit-Reset`: Unix timestamp when limit resets + +## Best Practices + +1. **Token Management**: Store bearer tokens securely and refresh them before the 30-day expiration +2. **Caching**: Cache frequently accessed data to reduce API calls +3. **Batch Processing**: When analyzing multiple traces/spans, implement proper rate limiting +4. **Error Handling**: Always handle network errors and API failures gracefully +5. **Monitoring**: Track your API usage to stay within rate limits + +## MCP Server + +AgentOps provides a [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) server that exposes the Public API as tools for AI assistants. This allows AI models to directly query your AgentOps data during conversations. + +### What is MCP? + +The Model Context Protocol is an open standard that enables AI assistants to securely connect to external data sources and tools. The AgentOps MCP server provides AI models with the ability to: + +- Query trace and span information +- Analyze performance metrics +- Retrieve cost data +- Access project details + +### Installation + +The MCP server is included with the AgentOps Python package: + +```bash +pip install agentops +``` + +### Configuration + +Create an MCP server configuration file (typically `mcp_config.json`): + +```json +{ + "mcpServers": { + "agentops": { + "command": "python", + "args": ["-m", "agentops.mcp.server"], + "env": { + "AGENTOPS_API_KEY": "your-api-key-here" + } + } + } +} +``` + +### Available Tools + +The MCP server exposes the following tools that mirror the Public API endpoints: + +#### `auth` +Authorize using an AgentOps project API key. +- **Parameters**: `api_key` (string) - Your AgentOps project API key +- **Usage**: The server will automatically prompt for authentication when needed + +#### `get_project` +Get details about the current project. +- **Parameters**: None +- **Returns**: Project information including ID, name, and environment + +#### `get_trace` +Get comprehensive trace information by ID. +- **Parameters**: `trace_id` (string) - The trace identifier +- **Returns**: Trace details with associated spans + +#### `get_trace_metrics` +Get aggregated metrics for a specific trace. +- **Parameters**: `trace_id` (string) - The trace identifier +- **Returns**: Cost, token usage, and performance metrics + +#### `get_span` +Get detailed span information by ID. +- **Parameters**: `span_id` (string) - The span identifier +- **Returns**: Complete span data including attributes + +#### `get_span_metrics` +Get metrics for a specific span. +- **Parameters**: `span_id` (string) - The span identifier +- **Returns**: Span-specific cost and token metrics + +### Usage with AI Assistants + +Once configured, AI assistants can automatically use these tools to answer questions about your AgentOps data: + +**Example conversations:** + +``` +User: "What was the cost of trace abc123?" +Assistant: Let me check the metrics for that trace. +[Uses get_trace_metrics tool] +The trace abc123 had a total cost of $0.0045, using 250 tokens across 5 spans. + +User: "Which spans in that trace took the longest?" +Assistant: [Uses get_trace tool to analyze span durations] +The slowest spans were: +1. "Database Query" - 3.2 seconds +2. "LLM Processing" - 2.1 seconds +3. "Data Validation" - 0.8 seconds +``` + +### Environment Variables + +The MCP server supports the following environment variables: + +- `AGENTOPS_API_KEY`: Your AgentOps project API key +- `HOST`: API endpoint (defaults to `https://api.agentops.ai`) From a7d6beb9fbc76c7e190aba9eb8f027ddd2035dfd Mon Sep 17 00:00:00 2001 From: michi-okahata Date: Tue, 24 Jun 2025 15:41:48 -0700 Subject: [PATCH 5/6] added docker docs --- docs/v2/usage/public-api.mdx | 364 +++-------------------------------- 1 file changed, 24 insertions(+), 340 deletions(-) diff --git a/docs/v2/usage/public-api.mdx b/docs/v2/usage/public-api.mdx index 7ba6fb5f8..281d339ba 100644 --- a/docs/v2/usage/public-api.mdx +++ b/docs/v2/usage/public-api.mdx @@ -20,13 +20,7 @@ https://api.agentops.ai ## Authentication -The API uses bearer token authentication. You'll need to exchange your API key for a bearer token first. - -### Getting Your API Key - -1. Sign up at [app.agentops.ai](https://app.agentops.ai) -2. Navigate to your project settings -3. Copy your API key from the dashboard +The API uses JWT token authentication. You'll need to exchange your API key for a JWT token first. ### Get Access Token @@ -261,327 +255,15 @@ curl -X GET https://api.agentops.ai/public/v1/spans/span_456/metrics \ ``` -## Common Use Cases - -### Analytics Dashboard - -Build custom analytics dashboards by fetching trace and span data: - - -```python Python -import requests -import json - -class AgentOpsAnalytics: - def __init__(self, api_key): - self.base_url = "https://api.agentops.ai" - self.bearer_token = self._get_bearer_token(api_key) - - def _get_bearer_token(self, api_key): - response = requests.post( - f"{self.base_url}/public/v1/auth/access_token", - json={"api_key": api_key} - ) - return response.json()["bearer"] - - def get_project_info(self): - response = requests.get( - f"{self.base_url}/public/v1/project", - headers={"Authorization": f"Bearer {self.bearer_token}"} - ) - return response.json() - - def get_trace_summary(self, trace_id): - response = requests.get( - f"{self.base_url}/public/v1/traces/{trace_id}", - headers={"Authorization": f"Bearer {self.bearer_token}"} - ) - return response.json() - - def get_trace_costs(self, trace_id): - response = requests.get( - f"{self.base_url}/public/v1/traces/{trace_id}/metrics", - headers={"Authorization": f"Bearer {self.bearer_token}"} - ) - metrics = response.json() - return { - "total_cost": float(metrics["total_cost"]), - "total_tokens": metrics["total_tokens"], - "success_rate": metrics["success_count"] / metrics["span_count"] - } - -# Usage -analytics = AgentOpsAnalytics("your-api-key") -project = analytics.get_project_info() -trace_costs = analytics.get_trace_costs("trace_123") - -print(f"Project: {project['name']}") -print(f"Trace cost: ${trace_costs['total_cost']:.4f}") -print(f"Success rate: {trace_costs['success_rate']:.2%}") -``` - -```javascript JavaScript -class AgentOpsAnalytics { - constructor(apiKey) { - this.baseURL = 'https://api.agentops.ai'; - this.bearerToken = null; - this.init(apiKey); - } - - async init(apiKey) { - const response = await fetch(`${this.baseURL}/public/v1/auth/access_token`, { - method: 'POST', - headers: { 'Content-Type': 'application/json' }, - body: JSON.stringify({ api_key: apiKey }) - }); - const data = await response.json(); - this.bearerToken = data.bearer; - } - - async getProjectInfo() { - const response = await fetch(`${this.baseURL}/public/v1/project`, { - headers: { 'Authorization': `Bearer ${this.bearerToken}` } - }); - return response.json(); - } - - async getTraceMetrics(traceId) { - const response = await fetch(`${this.baseURL}/public/v1/traces/${traceId}/metrics`, { - headers: { 'Authorization': `Bearer ${this.bearerToken}` } - }); - return response.json(); - } - - async analyzeSpanPerformance(spanId) { - const [span, metrics] = await Promise.all([ - fetch(`${this.baseURL}/public/v1/spans/${spanId}`, { - headers: { 'Authorization': `Bearer ${this.bearerToken}` } - }).then(r => r.json()), - fetch(`${this.baseURL}/public/v1/spans/${spanId}/metrics`, { - headers: { 'Authorization': `Bearer ${this.bearerToken}` } - }).then(r => r.json()) - ]); - - return { - name: span.span_name, - duration: span.duration, - cost: parseFloat(metrics.total_cost), - efficiency: metrics.total_tokens / span.duration // tokens per ms - }; - } -} - -// Usage -const analytics = new AgentOpsAnalytics('your-api-key'); -``` - - -### Cost Monitoring - -Track and analyze LLM costs across your application: - - -```python Cost Analysis -def analyze_daily_costs(analytics, trace_ids): - total_cost = 0 - total_tokens = 0 - - for trace_id in trace_ids: - metrics = analytics.get_trace_costs(trace_id) - total_cost += metrics['total_cost'] - total_tokens += metrics['total_tokens'] - - return { - 'total_cost': total_cost, - 'total_tokens': total_tokens, - 'cost_per_token': total_cost / total_tokens if total_tokens > 0 else 0 - } - -# Get cost breakdown by model -def get_model_costs(analytics, span_ids): - model_costs = {} - - for span_id in span_ids: - span = analytics.get_span_details(span_id) - metrics = analytics.get_span_metrics(span_id) - - model = span.get('attributes', {}).get('llm.model') - if model: - if model not in model_costs: - model_costs[model] = {'cost': 0, 'tokens': 0} - - model_costs[model]['cost'] += float(metrics['total_cost']) - model_costs[model]['tokens'] += metrics['total_tokens'] - - return model_costs -``` - - -### Performance Analysis - -Analyze span performance and identify bottlenecks: - - -```python Performance Analysis -def analyze_performance(analytics, trace_id): - trace = analytics.get_trace_summary(trace_id) - spans = trace['spans'] - - # Find slowest spans - sorted_spans = sorted(spans, key=lambda x: x['duration'], reverse=True) - slowest_spans = sorted_spans[:5] - - # Calculate average duration by span kind - kind_durations = {} - for span in spans: - kind = span['span_kind'] - if kind not in kind_durations: - kind_durations[kind] = [] - kind_durations[kind].append(span['duration']) - - averages = { - kind: sum(durations) / len(durations) - for kind, durations in kind_durations.items() - } - - return { - 'slowest_spans': slowest_spans, - 'average_duration_by_kind': averages, - 'total_spans': len(spans) - } -``` - - -## Error Handling - -The API uses standard HTTP status codes and returns detailed error information: - -### Common Status Codes - -- `200`: Success -- `401`: Unauthorized (invalid or expired bearer token) -- `403`: Forbidden (insufficient permissions) -- `404`: Not Found (trace/span doesn't exist) -- `422`: Validation Error (invalid parameters) -- `429`: Rate Limit Exceeded -- `500`: Internal Server Error - -### Error Response Format - -```json -{ - "detail": [ - { - "loc": ["path", "trace_id"], - "msg": "trace not found", - "type": "value_error.not_found" - } - ] -} -``` - -### Error Handling Best Practices - - -```python Python Error Handling -import requests -from requests.exceptions import RequestException - -def safe_api_call(url, headers): - try: - response = requests.get(url, headers=headers, timeout=30) - response.raise_for_status() - return response.json() - except requests.exceptions.HTTPError as e: - if e.response.status_code == 401: - print("Authentication failed - refresh your bearer token") - elif e.response.status_code == 404: - print("Resource not found") - elif e.response.status_code == 422: - print(f"Validation error: {e.response.json()}") - raise - except RequestException as e: - print(f"Network error: {e}") - raise -``` - -```javascript JavaScript Error Handling -async function safeApiCall(url, options) { - try { - const response = await fetch(url, { - ...options, - timeout: 30000 - }); - - if (!response.ok) { - const errorData = await response.json(); - - switch (response.status) { - case 401: - throw new Error('Authentication failed - refresh your bearer token'); - case 404: - throw new Error('Resource not found'); - case 422: - throw new Error(`Validation error: ${JSON.stringify(errorData)}`); - default: - throw new Error(`HTTP ${response.status}: ${response.statusText}`); - } - } - - return response.json(); - } catch (error) { - console.error('API call failed:', error); - throw error; - } -} -``` - - -## Rate Limits - -The API implements rate limiting to ensure fair usage: - -- **Authentication**: 100 requests per hour -- **Data Retrieval**: 1,000 requests per hour per project - -Rate limit information is included in response headers: -- `X-RateLimit-Limit`: Maximum requests per hour -- `X-RateLimit-Remaining`: Remaining requests in current window -- `X-RateLimit-Reset`: Unix timestamp when limit resets - -## Best Practices - -1. **Token Management**: Store bearer tokens securely and refresh them before the 30-day expiration -2. **Caching**: Cache frequently accessed data to reduce API calls -3. **Batch Processing**: When analyzing multiple traces/spans, implement proper rate limiting -4. **Error Handling**: Always handle network errors and API failures gracefully -5. **Monitoring**: Track your API usage to stay within rate limits - ## MCP Server AgentOps provides a [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) server that exposes the Public API as tools for AI assistants. This allows AI models to directly query your AgentOps data during conversations. -### What is MCP? - -The Model Context Protocol is an open standard that enables AI assistants to securely connect to external data sources and tools. The AgentOps MCP server provides AI models with the ability to: - -- Query trace and span information -- Analyze performance metrics -- Retrieve cost data -- Access project details - -### Installation - -The MCP server is included with the AgentOps Python package: - -```bash -pip install agentops -``` - ### Configuration Create an MCP server configuration file (typically `mcp_config.json`): +**Python-based configuration:** ```json { "mcpServers": { @@ -596,6 +278,28 @@ Create an MCP server configuration file (typically `mcp_config.json`): } ``` +**Docker-based configuration:** +```json +{ + "mcpServers": { + "agentops": { + "command": "docker", + "args": [ + "run", + "-i", + "--rm", + "-e", + "AGENTOPS_API_KEY", + "agentops/agentops-mcp:latest" + ], + "env": { + "AGENTOPS_API_KEY": "your-agentops-api-key-here" + } + } + } +} +``` + ### Available Tools The MCP server exposes the following tools that mirror the Public API endpoints: @@ -630,26 +334,6 @@ Get metrics for a specific span. - **Parameters**: `span_id` (string) - The span identifier - **Returns**: Span-specific cost and token metrics -### Usage with AI Assistants - -Once configured, AI assistants can automatically use these tools to answer questions about your AgentOps data: - -**Example conversations:** - -``` -User: "What was the cost of trace abc123?" -Assistant: Let me check the metrics for that trace. -[Uses get_trace_metrics tool] -The trace abc123 had a total cost of $0.0045, using 250 tokens across 5 spans. - -User: "Which spans in that trace took the longest?" -Assistant: [Uses get_trace tool to analyze span durations] -The slowest spans were: -1. "Database Query" - 3.2 seconds -2. "LLM Processing" - 2.1 seconds -3. "Data Validation" - 0.8 seconds -``` - ### Environment Variables The MCP server supports the following environment variables: From 96025a7596e4a2aa92dde7f2786837e04e197300 Mon Sep 17 00:00:00 2001 From: michi-okahata Date: Thu, 26 Jun 2025 15:33:22 -0700 Subject: [PATCH 6/6] deleted mcp (diff repo) --- mcp/.dockerignore | 57 ---- mcp/.env.example | 5 - mcp/.gitignore | 201 ------------ mcp/Dockerfile | 23 -- mcp/README.md | 56 ---- mcp/mcp_config_example.json | 18 -- mcp/pyproject.toml | 13 - mcp/server.py | 172 ----------- mcp/uv.lock | 601 ------------------------------------ pyproject.toml | 1 - 10 files changed, 1147 deletions(-) delete mode 100644 mcp/.dockerignore delete mode 100644 mcp/.env.example delete mode 100644 mcp/.gitignore delete mode 100644 mcp/Dockerfile delete mode 100644 mcp/README.md delete mode 100644 mcp/mcp_config_example.json delete mode 100644 mcp/pyproject.toml delete mode 100644 mcp/server.py delete mode 100644 mcp/uv.lock diff --git a/mcp/.dockerignore b/mcp/.dockerignore deleted file mode 100644 index 1bd9f641d..000000000 --- a/mcp/.dockerignore +++ /dev/null @@ -1,57 +0,0 @@ -# Version control -.git -.gitignore - -# Documentation (but keep README.md for build) -*.md -!README.md -docs/ -LICENSE - -# Development files -.env -.env.* -*.log -*.pyc -__pycache__/ -.pytest_cache/ -.coverage -.mypy_cache/ -.ruff_cache/ - -# IDE files -.vscode/ -.idea/ -*.swp -*.swo -*~ - -# OS files -.DS_Store -Thumbs.db - -# Build artifacts -build/ -dist/ -*.egg-info/ -.eggs/ - -# Testing -tests/ -test_*.py -*_test.py - -# CI/CD -.github/ -Dockerfile -docker-compose*.yml - -# Example configurations -*example* -*sample* - -# Temporary files -tmp/ -temp/ -*.tmp -*.bak \ No newline at end of file diff --git a/mcp/.env.example b/mcp/.env.example deleted file mode 100644 index 752850853..000000000 --- a/mcp/.env.example +++ /dev/null @@ -1,5 +0,0 @@ -# AgentOps API Key - Required for authentication -AGENTOPS_API_KEY="your-agentops-api-key-here" - -# Optional: Override the default API host (defaults to https://api.agentops.ai) -# HOST="https://api.agentops.ai" diff --git a/mcp/.gitignore b/mcp/.gitignore deleted file mode 100644 index 55b7fd873..000000000 --- a/mcp/.gitignore +++ /dev/null @@ -1,201 +0,0 @@ -# Byte-compiled / optimized / DLL files -__pycache__/ -*.py[codz] -*$py.class - -# C extensions -*.so - -# Distribution / packaging -.Python -build/ -develop-eggs/ -dist/ -downloads/ -eggs/ -.eggs/ -lib/ -lib64/ -parts/ -sdist/ -var/ -wheels/ -share/python-wheels/ -*.egg-info/ -.installed.cfg -*.egg -MANIFEST - -# PyInstaller -# Usually these files are written by a python script from a template -# before PyInstaller builds the exe, so as to inject date/other infos into it. -*.manifest -*.spec - -# Installer logs -pip-log.txt -pip-delete-this-directory.txt - -# Unit test / coverage reports -htmlcov/ -.tox/ -.nox/ -.coverage -.coverage.* -.cache -nosetests.xml -coverage.xml -*.cover -*.py.cover -.hypothesis/ -.pytest_cache/ -cover/ - -# Translations -*.mo -*.pot - -# Django stuff: -*.log -local_settings.py -db.sqlite3 -db.sqlite3-journal - -# Flask stuff: -instance/ -.webassets-cache - -# Scrapy stuff: -.scrapy - -# Sphinx documentation -docs/_build/ - -# PyBuilder -.pybuilder/ -target/ - -# Jupyter Notebook -.ipynb_checkpoints - -# IPython -profile_default/ -ipython_config.py - -# pyenv -# For a library or package, you might want to ignore these files since the code is -# intended to run in multiple environments; otherwise, check them in: -# .python-version - -# pipenv -# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. -# However, in case of collaboration, if having platform-specific dependencies or dependencies -# having no cross-platform support, pipenv may install dependencies that don't work, or not -# install all needed dependencies. -#Pipfile.lock - -# UV -# Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control. -# This is especially recommended for binary packages to ensure reproducibility, and is more -# commonly ignored for libraries. -#uv.lock - -# poetry -# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. -# This is especially recommended for binary packages to ensure reproducibility, and is more -# commonly ignored for libraries. -# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control -#poetry.lock -#poetry.toml - -# pdm -# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. -#pdm.lock -# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it -# in version control. -# https://pdm.fming.dev/latest/usage/project/#working-with-version-control -.pdm.toml -.pdm-python -.pdm-build/ - -# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm -__pypackages__/ - -# Celery stuff -celerybeat-schedule -celerybeat.pid - -# SageMath parsed files -*.sage.py - -# Environments -.env -.envrc -.venv -env/ -venv/ -ENV/ -env.bak/ -venv.bak/ - -# Spyder project settings -.spyderproject -.spyproject - -# Rope project settings -.ropeproject - -# mkdocs documentation -/site - -# mypy -.mypy_cache/ -.dmypy.json -dmypy.json - -# Pyre type checker -.pyre/ - -# pytype static type analyzer -.pytype/ - -# Cython debug symbols -cython_debug/ - -# PyCharm -# JetBrains specific template is maintained in a separate JetBrains.gitignore that can -# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore -# and can be added to the global gitignore or merged into this file. For a more nuclear -# option (not recommended) you can uncomment the following to ignore the entire idea folder. -#.idea/ - -# Abstra -# Abstra is an AI-powered process automation framework. -# Ignore directories containing user credentials, local state, and settings. -# Learn more at https://abstra.io/docs -.abstra/ - -# Visual Studio Code -# Visual Studio Code specific template is maintained in a separate VisualStudioCode.gitignore -# that can be found at https://github.com/github/gitignore/blob/main/Global/VisualStudioCode.gitignore -# and can be added to the global gitignore or merged into this file. However, if you prefer, -# you could uncomment the following to ignore the entire vscode folder -# .vscode/ - -# Ruff stuff: -.ruff_cache/ - -# PyPI configuration file -.pypirc - -# Cursor -# Cursor is an AI-powered code editor. `.cursorignore` specifies files/directories to -# exclude from AI features like autocomplete and code analysis. Recommended for sensitive data -# refer to https://docs.cursor.com/context/ignore-files -.cursorignore -.cursorindexingignore - -# Marimo -marimo/_static/ -marimo/_lsp/ -__marimo__/ diff --git a/mcp/Dockerfile b/mcp/Dockerfile deleted file mode 100644 index 8ab362908..000000000 --- a/mcp/Dockerfile +++ /dev/null @@ -1,23 +0,0 @@ -FROM python:3.12-slim - -# Install uv package manager -COPY --from=ghcr.io/astral-sh/uv:latest /uv /bin/uv - -# Set working directory -WORKDIR /app - -# Copy project files -COPY pyproject.toml README.md ./ -COPY server.py ./ - -# Create and activate virtual environment, then install dependencies -RUN uv venv && \ - . .venv/bin/activate && \ - uv pip install -e . - -# Set environment variables -ENV PYTHONUNBUFFERED=1 -ENV HOST=https://api.agentops.ai - -# Run the MCP server using the virtual environment -CMD [".venv/bin/python", "server.py"] \ No newline at end of file diff --git a/mcp/README.md b/mcp/README.md deleted file mode 100644 index e06fa4652..000000000 --- a/mcp/README.md +++ /dev/null @@ -1,56 +0,0 @@ -## AgentOps MCP - -1. Run the public API at AgentOps.Next/api. -2. Configure your MCP client. -3. Chat/debug/etc! - -## Environment Variables - -- `AGENTOPS_API_KEY`: Your AgentOps API key (required for authentication) -- `HOST`: The AgentOps API host (optional, defaults to https://api.agentops.ai) - -When `AGENTOPS_API_KEY` is set in the environment, the server will automatically authenticate on startup. - -## Configuration Examples - -### Windsurf config example (with direct Python): - -```json -{ - "mcpServers": { - "agentops": { - "command": "uv", - "args": [ - "--directory", "/path/to/agentops-mcp", - "run", "server.py" - ], - "env": { - "AGENTOPS_API_KEY": "your-agentops-api-key-here" - } - } - } -} -``` - -### Docker configuration example: - -```json -{ - "mcpServers": { - "agentops": { - "command": "docker", - "args": [ - "run", - "-i", - "--rm", - "-e", - "AGENTOPS_API_KEY", - "agentops/agentops-mcp:latest" - ], - "env": { - "AGENTOPS_API_KEY": "your-agentops-api-key-here" - } - } - } -} -``` \ No newline at end of file diff --git a/mcp/mcp_config_example.json b/mcp/mcp_config_example.json deleted file mode 100644 index 1dd3a31fe..000000000 --- a/mcp/mcp_config_example.json +++ /dev/null @@ -1,18 +0,0 @@ -{ - "mcpServers": { - "agentops": { - "command": "docker", - "args": [ - "run", - "-i", - "--rm", - "-e", - "AGENTOPS_API_KEY", - "agentops/agentops-mcp:latest" - ], - "env": { - "AGENTOPS_API_KEY": "your-agentops-api-key-here" - } - } - } -} \ No newline at end of file diff --git a/mcp/pyproject.toml b/mcp/pyproject.toml deleted file mode 100644 index 113de07f7..000000000 --- a/mcp/pyproject.toml +++ /dev/null @@ -1,13 +0,0 @@ -[project] -name = "agentops-mcp" -version = "0.1.0" -description = "Add your description here" -readme = "README.md" -requires-python = ">=3.12" -dependencies = [ - "dotenv>=0.9.9", - "fastmcp>=2.8.1", - "mcp>=1.9.4", - "requests>=2.32.4", - "ruff>=0.11.13", -] diff --git a/mcp/server.py b/mcp/server.py deleted file mode 100644 index 48dee9b8f..000000000 --- a/mcp/server.py +++ /dev/null @@ -1,172 +0,0 @@ -import os - -import requests -from dotenv import load_dotenv - -from fastmcp import FastMCP - -load_dotenv() -mcp = FastMCP("AgentOps") - -HOST = os.getenv("HOST", "https://api.agentops.ai") - - -class State: - def __init__(self, headers: dict = {}): - self.headers = headers - - def set_token(self, token: str): - self.headers["Authorization"] = f"Bearer {token}" - - -state = State() - - -@mcp.tool -def auth(api_key: str): - """Authorize using a AgentOps project API key and store the resulting JWT token. - Look for the AgentOps project API key in the primary file or the .env file. - - Args: - api_key: AgentOps project API key. - - Returns: - dict: Error message or success. - """ - data = {"api_key": api_key} - - try: - response = requests.post(f"{HOST}/public/v1/auth/access_token", json=data) - response.raise_for_status() - state.set_token(response.json().get("bearer")) - except Exception as e: - return {"error": str(e)} - - return {"status": "Success."} - - -def check_auth(state: State): - if "Authorization" not in state.headers: - return { - "status": "Requires authorization.", - "next_action": { - "tool": "auth", - "prompt": "Authorize the server. Look for the User's AgentOps project API key the entry or .env file.", - }, - } - else: - return None - - -def clean(response): - if isinstance(response, dict): - return { - key: value - for key, value in ((key, clean(value)) for key, value in response.items()) - if value not in ("", [], {}) - } - elif isinstance(response, list): - return [value for value in (clean(item) for item in response) if value not in ("", [], {})] - else: - return response - - -@mcp.tool -def get_project(): - """Get project information. - - Returns: - dict: Project information or error message. - """ - if error := check_auth(state): - return error - try: - response = requests.get(f"{HOST}/public/v1/project", headers=state.headers) - response.raise_for_status() - return clean(response.json()) - except Exception as e: - return {"error": str(e)} - - -@mcp.tool -def get_trace(trace_id: str): - """Get trace information by ID. - - Args: - trace_id - - Returns: - dict: Trace information or error message. - """ - if error := check_auth(state): - return error - try: - response = requests.get(f"{HOST}/public/v1/traces/{trace_id}", headers=state.headers) - response.raise_for_status() - return clean(response.json()) - except Exception as e: - return {"error": str(e)} - - -@mcp.tool -def get_trace_metrics(trace_id: str): - """Get metrics for a specific trace. - - Args: - trace_id - - Returns: - dict: Trace metrics or error message. - """ - if error := check_auth(state): - return error - try: - response = requests.get(f"{HOST}/public/v1/traces/{trace_id}/metrics", headers=state.headers) - response.raise_for_status() - return clean(response.json()) - except Exception as e: - return {"error": str(e)} - - -@mcp.tool -def get_span(span_id: str): - """Get span information by ID. - - Args: - span_id - - Returns: - dict: Span information or error message. - """ - if error := check_auth(state): - return error - try: - response = requests.get(f"{HOST}/public/v1/spans/{span_id}", headers=state.headers) - response.raise_for_status() - return clean(response.json()) - 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