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Merge branch 'main' into feat/advanced-litellm-callback-handler
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‎.github/workflows/compile-llms-txt.yml‎

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name: Compile llms.txt
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on:
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push:
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branches: [ main ]
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paths:
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- 'docs/**'
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- 'README.md'
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- 'CONTRIBUTING.md'
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- 'examples/*/README.md'
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- 'agentops/*/README.md'
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workflow_dispatch:
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jobs:
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compile-llms-txt:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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with:
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token: ${{ secrets.GITHUB_TOKEN }}
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- name: Set up Python
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uses: actions/setup-python@v4
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with:
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python-version: '3.11'
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- name: Install dependencies
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run: |
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pip install llms-txt
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- name: Compile llms.txt
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run: |
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cd docs
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python compile_llms_txt.py
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- name: Commit and push if changed
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run: |
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git config --local user.email "action@github.com"
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git config --local user.name "GitHub Action"
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git add llms.txt
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git diff --staged --quiet || git commit -m "Auto-update llms.txt from documentation changes"
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git push

‎.github/workflows/docker-mcp-publish.yml‎

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name: Build and Push MCP Docker Image
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on:
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push:
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branches:
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- main
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tags:
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- 'v*'
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- 'mcp-v*'
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paths:
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- 'mcp/**'
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- '.github/workflows/docker-mcp-publish.yml'
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workflow_dispatch:
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jobs:
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build-and-push:
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runs-on: ubuntu-latest
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steps:
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- name: Checkout repository
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uses: actions/checkout@v4
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- name: Set up Docker Buildx
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uses: docker/setup-buildx-action@v3
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- name: Log in to DockerHub
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uses: docker/login-action@v3
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with:
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username: ${{ secrets.DOCKERHUB_USERNAME }}
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password: ${{ secrets.DOCKERHUB_TOKEN }}
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- name: Extract metadata
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id: meta
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uses: docker/metadata-action@v5
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with:
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images: |
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${{ secrets.DOCKERHUB_USERNAME }}/agentops-mcp
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tags: |
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type=ref,event=branch
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type=semver,pattern={{version}}
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type=semver,pattern={{major}}.{{minor}}
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type=raw,value=latest,enable={{is_default_branch}}
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- name: Build and push Docker image
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uses: docker/build-push-action@v5
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with:
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context: ./mcp
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file: ./mcp/Dockerfile
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push: true
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tags: ${{ steps.meta.outputs.tags }}
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labels: ${{ steps.meta.outputs.labels }}
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cache-from: type=gha
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cache-to: type=gha,mode=max

‎.github/workflows/examples-integration-test.yml‎

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name: Examples Integration Test
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# This workflow runs all example scripts to ensure they work correctly
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# and that LLM spans are properly tracked in AgentOps using the
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# integrated validation functionality.
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on:
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push:
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branches: [ main, develop ]
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paths:
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- 'examples/**/*.py'
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- 'agentops/**'
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- '.github/workflows/examples-integration-test.yml'
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pull_request:
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branches: [ main, develop ]
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paths:
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- 'examples/**/*.py'
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- 'agentops/**'
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- '.github/workflows/examples-integration-test.yml'
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workflow_dispatch:
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env:
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PYTHON_VERSION: '3.11'
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jobs:
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test-examples:
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runs-on: ubuntu-latest
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timeout-minutes: 30
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strategy:
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fail-fast: false
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matrix:
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example:
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# OpenAI examples
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- { path: 'examples/openai/openai_example_sync.py', name: 'OpenAI Sync' }
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- { path: 'examples/openai/openai_example_async.py', name: 'OpenAI Async' }
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- { path: 'examples/openai/multi_tool_orchestration.py', name: 'OpenAI Multi-Tool' }
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- { path: 'examples/openai/web_search.py', name: 'OpenAI Web Search' }
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- { path: 'examples/openai/o3_responses_example.py', name: 'OpenAI o3 Responses' }
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# Anthropic examples
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- { path: 'examples/anthropic/anthropic-example-sync.py', name: 'Anthropic Sync' }
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- { path: 'examples/anthropic/anthropic-example-async.py', name: 'Anthropic Async' }
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- { path: 'examples/anthropic/agentops-anthropic-understanding-tools.py', name: 'Anthropic Tools' }
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# LangChain examples
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- { path: 'examples/langchain/langchain_examples.py', name: 'LangChain' }
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# LiteLLM examples
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- { path: 'examples/litellm/litellm_example.py', name: 'LiteLLM' }
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# Google Generative AI examples
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- { path: 'examples/google_genai/gemini_example.py', name: 'Google Gemini' }
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# xAI examples
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- { path: 'examples/xai/grok_examples.py', name: 'xAI Grok' }
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- { path: 'examples/xai/grok_vision_examples.py', name: 'xAI Grok Vision' }
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# CrewAI examples
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- { path: 'examples/crewai/job_posting.py', name: 'CrewAI Job Posting' }
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- { path: 'examples/crewai/markdown_validator.py', name: 'CrewAI Markdown' }
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# AutoGen examples
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- { path: 'examples/autogen/AgentChat.py', name: 'AutoGen Agent Chat' }
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- { path: 'examples/autogen/MathAgent.py', name: 'AutoGen Math Agent' }
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# AG2 examples
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- { path: 'examples/ag2/async_human_input.py', name: 'AG2 Async Human Input' }
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- { path: 'examples/ag2/tools_wikipedia_search.py', name: 'AG2 Wikipedia Search' }
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# Agno examples
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- { path: 'examples/agno/agno_async_operations.py', name: 'Agno Async Operations' }
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- { path: 'examples/agno/agno_basic_agents.py', name: 'Agno Basic Agents' }
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- { path: 'examples/agno/agno_research_team.py', name: 'Agno Research Team' }
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- { path: 'examples/agno/agno_tool_integrations.py', name: 'Agno Tool Integrations' }
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- { path: 'examples/agno/agno_workflow_setup.py', name: 'Agno Workflow Setup' }
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# Google ADK examples
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- { path: 'examples/google_adk/human_approval.py', name: 'Google ADK Human Approval' }
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# LlamaIndex examples
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# - { path: 'examples/llamaindex/llamaindex_example.py', name: 'LlamaIndex' }
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# Mem0 examples
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- { path: 'examples/mem0/mem0_memoryclient_example.py', name: 'Mem0 Memory Client' }
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# Watsonx examples
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- { path: 'examples/watsonx/watsonx-streaming.py', name: 'Watsonx Streaming' }
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- { path: 'examples/watsonx/watsonx-text-chat.py', name: 'Watsonx Text Chat' }
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- { path: 'examples/watsonx/watsonx-tokeniation-model.py', name: 'Watsonx Tokenization' }
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# LangGraph examples
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- { path: 'examples/langgraph/langgraph_example.py', name: 'LangGraph' }
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# Smolagents examples
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- { path: 'examples/smolagents/multi_smolagents_system.py', name: 'Smolagents Multi System' }
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- { path: 'examples/smolagents/text_to_sql.py', name: 'Smolagents Text to SQL' }
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# OpenAI Agents examples
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- { path: 'examples/openai_agents/agent_guardrails.py', name: 'OpenAI Agents Guardrails' }
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- { path: 'examples/openai_agents/agent_patterns.py', name: 'OpenAI Agents Patterns' }
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- { path: 'examples/openai_agents/agents_tools.py', name: 'OpenAI Agents Tools' }
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- { path: 'examples/openai_agents/customer_service_agent.py', name: 'OpenAI Agents Customer Service' }
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# Add more examples as needed
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steps:
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- uses: actions/checkout@v4
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- name: Set up Python
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uses: actions/setup-python@v4
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with:
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python-version: ${{ env.PYTHON_VERSION }}
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- name: Install AgentOps
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run: |
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pip install -e .
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- name: Install example dependencies
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run: |
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# Install common dependencies
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pip install python-dotenv requests
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# Install from requirements.txt in the example's directory
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example_dir=$(dirname "${{ matrix.example.path }}")
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if [ -f "$example_dir/requirements.txt" ]; then
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echo "Installing dependencies from $example_dir/requirements.txt"
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pip install -r "$example_dir/requirements.txt"
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else
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echo "No requirements.txt found in $example_dir"
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fi
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- name: Run example - ${{ matrix.example.name }}
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env:
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AGENTOPS_API_KEY: ${{ secrets.AGENTOPS_API_KEY }}
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OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
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ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
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GOOGLE_API_KEY: ${{ secrets.GOOGLE_API_KEY }}
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XAI_API_KEY: ${{ secrets.XAI_API_KEY }}
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WATSONX_API_KEY: ${{ secrets.WATSONX_API_KEY }}
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WATSONX_PROJECT_ID: ${{ secrets.WATSONX_PROJECT_ID }}
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WATSONX_URL: ${{ secrets.WATSONX_URL }}
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MEM0_API_KEY: ${{ secrets.MEM0_API_KEY }}
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GEMINI_API_KEY: ${{ secrets.GEMINI_API_KEY }}
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COHERE_API_KEY: ${{ secrets.COHERE_API_KEY }}
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GROQ_API_KEY: ${{ secrets.GROQ_API_KEY }}
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FIREWORKS_API_KEY: ${{ secrets.FIREWORKS_API_KEY }}
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MISTRAL_API_KEY: ${{ secrets.MISTRAL_API_KEY }}
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AI21_API_KEY: ${{ secrets.AI21_API_KEY }}
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TAVILY_API_KEY: ${{ secrets.TAVILY_API_KEY }}
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EXA_API_KEY: ${{ secrets.EXA_API_KEY }}
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LLAMA_API_KEY: ${{ secrets.LLAMA_API_KEY }}
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PERPLEXITY_API_KEY: ${{ secrets.PERPLEXITY_API_KEY }}
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REPLICATE_API_TOKEN: ${{ secrets.REPLICATE_API_TOKEN }}
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PINECONE_API_KEY: ${{ secrets.PINECONE_API_KEY }}
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PYTHONPATH: ${{ github.workspace }}
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run: |
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echo "Running ${{ matrix.example.name }}..."
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python "${{ matrix.example.path }}" || exit 1
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- name: Check for errors
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if: failure()
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run: |
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echo "Example ${{ matrix.example.name }} failed!"
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echo "Path: ${{ matrix.example.path }}"
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# Show last 50 lines of any log files
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if [ -f agentops.log ]; then
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echo "=== AgentOps Log ==="
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tail -n 50 agentops.log
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fi
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summary:
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needs: test-examples
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runs-on: ubuntu-latest
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if: always()
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steps:
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- name: Summary
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run: |
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echo "## Examples Integration Test Summary" >> $GITHUB_STEP_SUMMARY
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echo "" >> $GITHUB_STEP_SUMMARY
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if [ "${{ needs.test-examples.result }}" == "success" ]; then
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echo "✅ All examples passed!" >> $GITHUB_STEP_SUMMARY
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else
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echo "❌ Some examples failed. Check the logs above." >> $GITHUB_STEP_SUMMARY
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fi

‎README.md‎

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<a href="https://opensource.org/licenses/MIT">
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<img src="https://img.shields.io/badge/License-MIT-yellow.svg?&color=3670A0" alt="License: MIT">
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</a>
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<a href="https://smithery.ai/server/@AgentOps-AI/agentops-mcp">
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<img src="https://smithery.ai/badge/@AgentOps-AI/agentops-mcp"/>
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</a>
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</div>
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<p align="center">
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handle_parsing_errors=True)
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```
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Check out the [Langchain Examples Notebook](./examples/langchain_examples.ipynb) for more details including Async handlers.
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Check out the [Langchain Examples Notebook](./examples/langchain/langchain_examples.ipynb) for more details including Async handlers.
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</details>
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