II.
Language JSON
Structured · livelanguage:python
Python json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "language:python",
"_kind": "Language",
"_file": "domain/languages/python.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Python",
"paradigms": [
"imperative",
"object-oriented",
"functional"
],
"description": "Python is a dynamically-typed, interpreted, multi-paradigm language that\nprioritizes readability and rapid development. Its vast ecosystem and\nsimple syntax make it the dominant language for data science, machine\nlearning, scientific computing, and backend web development.\n\nThe PyPI package index hosts over half a million packages. Key\necosystems include: data science (NumPy, pandas, Matplotlib, scikit-learn),\nML (PyTorch, TensorFlow, JAX, Hugging Face), web (Django, FastAPI, Flask),\nand DevOps tooling (Ansible, AWS CDK). Python 3.12+ introduced a\nper-interpreter GIL and improved performance. Type annotations (mypy,\npyright, Pydantic) have become standard in production codebases.\n"
},
"outgoingEdges": [
{
"from": "language:python",
"to": "skill-area:ml-fine-tuning",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "language:python",
"to": "skill-area:python-data-pipelines",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "language:python",
"to": "skill-area:autonomous-research-engineering",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "language:python",
"to": "skill-area:python-implementation",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "language:python",
"to": "skill-area:spark-jobs",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "language:python",
"to": "skill-area:web-scraping",
"kind": "used_by_skill_area",
"attributes": {}
}
],
"incomingEdges": [
{
"from": "agent:antigravity-sdk",
"to": "language:python",
"kind": "composed_of",
"attributes": {
"role": "sdk"
}
},
{
"from": "framework:langchain",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "framework:langgraph",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "framework:crewai",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "framework:autogen",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "framework:pydantic-ai",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "framework:google-adk",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "framework:textual",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "framework:rich",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "framework:django",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "framework:fastapi",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "framework:flask",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "framework:litestar",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:beautifulsoup",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:httpx",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:celery",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:dramatiq",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:redis-py",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:aiohttp",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:websockets",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:click",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:typer",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:rich-lib",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:textual-lib",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:structlog",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:loguru",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:arrow",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:pendulum",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:pillow",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:opencv-python",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:boto3",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:google-cloud-python",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:azure-sdk-python",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:dask",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:ray",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:flask-sqlalchemy",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:alembic",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:uvicorn",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:gunicorn",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:pydantic-settings",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:python-dotenv",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:jinja2",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:mako",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:cookiecutter",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:copier",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:bandit",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:safety",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:pre-commit",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:tox",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:nox",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:coverage-py",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:faker-python",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:factory-boy",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:responses",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:vcrpy",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:freezegun",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:time-machine",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:parameterized",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:isort",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:ruff-lib",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:mypy-lib",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:starlette",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:pytest",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:hypothesis",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:scrapy",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:hf-transformers",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:scikit-learn",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:matplotlib",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:seaborn",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:pytorch",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:tensorflow",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:jax",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:langchain",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:llama-index",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:chromadb",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:qdrant-client",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:fastapi-lib",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:lxml",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:numpy",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:pandas",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:polars",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:pydantic",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:requests",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "library:sqlalchemy",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "skill-area:ml-fine-tuning",
"to": "language:python",
"kind": "uses_language"
},
{
"from": "skill-area:ml-fine-tuning",
"to": "language:python",
"kind": "uses_language",
"attributes": {}
},
{
"from": "skill-area:python-data-pipelines",
"to": "language:python",
"kind": "uses_language"
},
{
"from": "skill-area:python-data-pipelines",
"to": "language:python",
"kind": "uses_language",
"attributes": {}
},
{
"from": "skill-area:autonomous-research-engineering",
"to": "language:python",
"kind": "uses_language"
},
{
"from": "skill-area:autonomous-research-engineering",
"to": "language:python",
"kind": "uses_language",
"attributes": {}
},
{
"from": "skill-area:python-implementation",
"to": "language:python",
"kind": "uses_language"
},
{
"from": "skill-area:python-implementation",
"to": "language:python",
"kind": "uses_language",
"attributes": {}
},
{
"from": "skill-area:spark-jobs",
"to": "language:python",
"kind": "uses_language"
},
{
"from": "skill-area:spark-jobs",
"to": "language:python",
"kind": "uses_language",
"attributes": {}
},
{
"from": "skill-area:web-scraping",
"to": "language:python",
"kind": "uses_language",
"attributes": {}
},
{
"from": "stack-profile:ml-pipeline-stack",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:real-time-analytics-stack",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:data-lakehouse",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:stream-processing",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:feature-store-mlops",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:llm-fine-tuning",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:multi-agent-orchestration",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:agentic-rag",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:voice-ai-agent",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:edge-ai-iot",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:security-operations",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:search-discovery",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:document-processing-pipeline",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:geospatial-analytics",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:batch-processing",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:analytics-dashboard",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:insurance-claims-processing",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:legal-document-automation",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:hr-people-analytics",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:ai-code-review-pipeline",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:autonomous-agent-fleet",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:knowledge-graph-platform",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:synthetic-data-generation",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:ai-safety-guardrails",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:data-warehouse-bi",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:time-series-analytics",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:data-quality-governance",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:react-native-enterprise",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:disaster-recovery",
"to": "language:python",
"kind": "composed_of"
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{
"from": "stack-profile:embedded-linux",
"to": "language:python",
"kind": "composed_of"
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{
"from": "stack-profile:fpga-development",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:robotics-control",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:podcast-audio-platform",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:inventory-management",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:enterprise-search-platform",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:master-data-management",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:research-data-platform",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:lab-information-system",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:infrastructure-cost-optimization",
"to": "language:python",
"kind": "composed_of"
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{
"from": "stack-profile:runbook-automation",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:siem-platform",
"to": "language:python",
"kind": "composed_of"
},
{
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"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:ab-testing-platform",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:julia-data-service",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:data-pipeline-orchestration",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:etl-reverse-etl",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:django-htmx",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:django-htmx",
"to": "language:python",
"kind": "composes_stack",
"attributes": {}
},
{
"from": "stack-profile:python-ml-stack",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:fastapi-postgres",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:rag-stack",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:serverless-aws",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:data-lake-stack",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "stack-profile:ai-agent-stack",
"to": "language:python",
"kind": "composed_of"
},
{
"from": "tool:aider",
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"kind": "belongs_to_language"
},
{
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"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:black",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:flake8",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:litellm",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:mem0",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:chromadb",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:pinecone",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:agentmemory",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:mypy",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:pip",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:poetry",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:ruff",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:rye",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:airflow",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:mlflow",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:bentoml",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:feast",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:dagster",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:prefect",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:sam-cli",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:blender",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:danswer",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:quivr",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:private-gpt",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:haystack",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:cognita",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:verba",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:jupyter",
"to": "language:python",
"kind": "belongs_to_language",
"attributes": {}
},
{
"from": "tool:httpie",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:py-spy",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:checkov",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:locust",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:vllm",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:langsmith",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:ragas",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:uv",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "scope-boundary:python.scope",
"to": "language:python",
"kind": "bounds_subject"
}
]
}