Package Insights
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Weekly Downloads
GitHub Stars
Downloads by OS
Python Versions
Top Countries
Dependencies
- aiobreaker >=1.2.0
- anyio >=4.6.0
- cryptography >=46.0.3
- dhara >=0.8.2
- email-validator >=2.2.0
- google-cloud-secret-manager >=2.25.0
- google-cloud-storage >=3.6.0
- ipython >=8.0.0
- msgspec >=0.18.6
- networkx >=3.2.0
- numpy >=1.26.0
- onnxruntime <1.24
- opentelemetry-api >=1.38.0
- pydantic >=2.12.5
- pyyaml >=6.0.3
- structlog >=25.5.0
- tenacity >=9.1.0
- typer >=0.20.0
- watchfiles >=1.1.0
77 optional dependencies
- aioapns[messaging-apns]
- aioboto3[nosql-dynamo]
- aioboto3[nosql]
- aioboto3[storage]
- aioboto3[storage-s3]
- aioftp[file-transfer]
- aiohttp[http-aiohttp]
- aiokafka[queue-kafka]
- aiokafka[queue-streaming]
- aiomysql[database-mysql]
- aiomysql[database]
- aio-pika[queue-streaming]
- aio-pika[queue-rabbitmq]
- aiosqlite[database]
- aiosqlite[database-sqlite]
- anthropic[llm]
- anthropic[ai]
- anthropic[llm-anthropic]
- asyncpg[database]
- asyncpg[database-postgres]
- asyncpg[vector-pgvector]
- asyncpg[vector]
- asyncssh[file-transfer]
- azure-storage-blob[storage-azure]
- azure-storage-blob[storage]
- coredis[cache]
- crackerjack[dev]
- duckdb[graph-duckdb-pgq]
- email-validator[messaging-sendgrid]
- filelock[dev]
- firebase-admin[messaging-fcm]
- freezegun[dev]
- google-cloud-dns[dns]
- google-cloud-dns[dns-gcdns]
- google-cloud-firestore[nosql]
- google-cloud-firestore[nosql-firestore]
- google-cloud-pubsub[scheduler-gcp]
- google-cloud-tasks[scheduler-gcp]
- httpx[monitoring-netdata]
- httpx[messaging-mailgun]
- httpx[messaging-sendgrid]
- httpx[messaging-twilio]
- keyring[secrets-keyring]
- logfire[monitoring-logfire]
- motor[nosql-mongo]
- motor[nosql]
- nats-py[queue-nats]
- neo4j[graph-neo4j]
- openai[embedding-openai]
- openai[embedding]
- openai[ai]
- openai[llm-openai]
- openai[llm]
- opentelemetry-exporter-otlp[monitoring]
- opentelemetry-exporter-otlp[monitoring-otlp]
- opentelemetry-sdk[monitoring]
- opentelemetry-sdk[monitoring-otlp]
- pgvector[vector-pgvector]
- pgvector[vector]
- pinecone-client[vector]
- pinecone-client[vector-pinecone]
- pyjwt[identity-auth0]
- pytest[dev]
- pytest-asyncio[dev]
- pytest-benchmark[dev]
- pytest-cov[dev]
- pytest-timeout[dev]
- python-arango[graph-arangodb]
- pywebpush[messaging-webpush]
- qdrant-client[vector]
- qdrant-client[vector-qdrant]
- sentence-transformers[embedding]
- sentry-sdk[monitoring-sentry]
- sentry-sdk[monitoring]
- session-buddy[dev]
- uv-bump[dev]
- zensical[dev]