diff --git a/docs/mint.json b/docs/mint.json index b220e09c7..eb05f020e 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" }, { @@ -193,6 +178,7 @@ "v2/usage/dashboard-info", "v2/usage/sdk-reference", "v2/usage/typescript-sdk", + "v2/usage/mcp-server", "v2/usage/advanced-configuration", "v2/usage/context-managers", "v2/usage/tracking-llm-calls", 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/mcp-server.mdx b/docs/v2/usage/mcp-server.mdx new file mode 100644 index 000000000..ad599eb6d --- /dev/null +++ b/docs/v2/usage/mcp-server.mdx @@ -0,0 +1,88 @@ +--- +title: "MCP Server" +description: "MCP server for accessing AgentOps trace and span data" +--- + + + +# MCP Server + +AgentOps provides a [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) server that exposes the Public API as a set of tools for AI assistants. This allows AI models to directly query your AgentOps data during conversations and debug AI agents with greater context. + +### Configuration & Installation + +Add the AgentOps MCP to your MCP client's configuration file. + +**npx configuration:** +```json +{ + "mcpServers": { + "agentops": { + "command": "npx", + "args": [ + "agentops-mcp" + ], + "env": { + "AGENTOPS_API_KEY": "" + } + } + } +} +``` + +**Cursor Deeplink:** + +Add the AgentOps MCP to Cursor with Deeplink. + +[![Install MCP Server](https://cursor.com/deeplink/mcp-install-dark.svg)](https://cursor.com/install-mcp?name=agentops&config=eyJjb21tYW5kIjoibnB4IGFnZW50b3BzLW1jcCIsImVudiI6eyJBR0VOVE9QU19BUElfS0VZIjoiIn19) + +**Smithery:** + +To install agentops-mcp for Claude Desktop automatically via [Smithery](https://smithery.ai/server/@AgentOps-AI/agentops-mcp): + +```bash +npx -y @smithery/cli install @AgentOps-AI/agentops-mcp --client claude +``` + +### 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 trace information by ID. +- **Parameters**: `trace_id` (string) - The trace identifier +- **Returns**: Trace details and metrics + +#### `get_span` +Get span information by ID. +- **Parameters**: `span_id` (string) - The span identifier +- **Returns**: Span attributes and metrics + +#### `get_complete_trace` +Get complete trace information by ID. +- **Parameters**: `span_id` (string) - The trace identifier +- **Returns**: Complete trace and associated span details. + +### 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`) 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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