airflow vs mcp
airflow and mcp share 18 technologies: FastAPI, cassandra-driver, ibm-db, psycopg, pymongo, pyarrow, oracledb, pyiceberg, pymssql, uvicorn, sqlglot, jinja2, beautifulsoup4, Pydantic, kubernetes, boto3, psutil, and docker. Both are written in Python.
What they share and what sets them apart
apache
airflow
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
Python47.5kRead on November 13, 2026, at commit ea7677eWhat is airflow built with?Only in airflow
- Flask
- aiosqlite
apache-airflow-providers-common-compat
apache-airflow-providers-common-sql
apache-airflow-providers-postgres
- azure-cosmos
- azure-datalake-store
- azure-kusto-data
- azure-mgmt-cosmosdb
- azure-mgmt-datalake-store
- azure-mgmt-storage
- azure-search-documents
- azure-servicebus
- azure-storage-blob
- azure-storage-file-datalake
- azure-storage-file-share
- azure-synapse-artifacts
- azure-synapse-spark
confluent-kafka
gremlinpython
- ibm-db-sa
- impyla
influxdb3-python
pgvector
- presto-python-client
psycopg2-binary
pyodps
pyspark-client
python-arango
pyvespa
- Redis
snowflake-sqlalchemy
- sqlalchemy-drill
teradatasqlalchemy
weaviate-client
- Celery
- DuckDB
- fastavro
- hdfs
- kylinpy
pinecone
- Trino
ydb
- adbc-driver-manager
- adlfs
clickhouse-connect
- gcloud-aio-bigquery
- gcloud-aio-storage
- gcsfs
hmsclient
- ibmcloudant
- jaydebeapi
- Neo4j
- pinotdb
pydruid
pyexasol
- pyhive
- pymysql
- pyodbc
- SQLite
teradatasql
vertica-python
- yandex-query-client
- ydb-dbapi
flask-appbuilder
- asgiref
cadwyn
- AIOHTTP
werkzeug
- a2wsgi
- Apache
- Vite
- React
react-router-dom
- Rich
rich-click
flask-sqlalchemy
- SQLAlchemy
- alembic
- azure-identity
- azure-keyvault-secrets
flask-session
- google-auth
- microsoft-kiota-authentication-azure
- msal-extensions
- pyspnego
- python-keycloak
- spnego
- pyjwt
- cryptography
- flask-login
- gcloud-aio-auth
hvac
- keyring
google-auth-httplib2
google-auth-oauthlib
- azure-ai-projects
cohere
- datasets
- nbconvert
- aiosmtplib
- icalendar
sendgrid
flask-wtf
wtforms
- jsonschema
msgspec
marshmallow
- airflow-sdk-jul
- airflow-sdk-log4j2
- airflow-sdk-slf4j
apache-airflow-providers-cncf-kubernetes
apache-airflow-providers-ssh
apache-airflow-providers-standard
- azure-batch
- azure-mgmt-compute
- azure-mgmt-containerinstance
- azure-mgmt-containerregistry
- azure-mgmt-datafactory
- azure-mgmt-resource
- Flower
- OpenTelemetry
python-jenkins
structlog
- kubernetes-asyncio
- Datadog
- Alibaba Cloud
- colorlog
- org.apache.airflow:airflow-sdk
- org.apache.logging.log4j:log4j-core
- org.slf4j:slf4j-api
- next-themes
- Chakra UI
- React Hook Form
In common
awslabs
mcp
Open source MCP Servers for AWS
Python9.9kRead on November 14, 2026, at commit 5d58a6aWhat is mcp built with?Only in mcp
- valkey-glide
- Postgres
- MongoDB
- asyncmy
daft
pika
- InfluxDB
fastmcp
starlette
authlib
- bcrypt
- langdetect
OpenAI- MCP
- bedrock-agentcore
- python-frontmatter
- readabilipy
- defusedxml
lxml
- markdownify
- markitdown
- pdf2image
- pdfplumber
ruamel-yaml
- openapi-spec-validator
prance
- coloredlogs
- python-json-logger
loguru
- botocore
Side by side
airflowmcp
SizeLines written by people and agents, without generated ones; code files, without tests.
airflow2,205,633 lines written4,702 code files
mcp970,557 lines written1,184 code files
Who writes itA commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
airflow0.8% of its commits signed by AIWith Claude Code, GitHub Copilot, Cursor, Amp, and Devin
mcp2.4% of its commits signed by AIWith Claude Code, GitHub Copilot, and Codex
ActivityFrom GitHub and its history, on the day SeeRepo read it.
airflowLast push November 13, 202642,034 commits47,466 stars
mcpLast push November 13, 20262,089 commits9,918 stars
TestsThe files that test the code, and the share of code files a test imports.
airflow5,017 test files52.9% of its code files have a test that imports them
mcp1,401 test files77.6% of its code files have a test that imports them
Frequently asked questions
Which is bigger, airflow or mcp?
airflow, with 2,205,633 lines written; mcp has 970,557.
The proof: apache/airflow's code at commit ea7677e
Which has more GitHub stars, airflow or mcp?
airflow, with 47,466 stars; mcp has 9,918.
The proof: apache/airflow on GitHub
Which has more tests, airflow or mcp?
airflow, with 5,017 test files; mcp has 1,401.
The proof: apache/airflow's code at commit ea7677e
Which was updated more recently, airflow or mcp?
Both got their last push on November 13, 2026.
The proof: awslabs/mcp's commits on GitHub
Which has more commits signed by AI, airflow or mcp?
mcp: an AI signed 2.4% of its commits, with Claude Code, GitHub Copilot, and Codex; in airflow, 0.8%.
The proof: the commits each tool signed in awslabs/mcp
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