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Ansible

Red Hat (Ansible community) · Infrastructure & provisioning

Agentless configuration management and orchestration tool that runs YAML playbooks over SSH, with collections for clouds, network gear and applications

GPL-3.0-or-laterOpen sourceFreeLocalSelf-hostedNov 2, 2026

Apache Airflow

Apache Software Foundation · ETL/ELT & orchestration

Python workflow orchestrator for scheduling and monitoring DAGs of tasks, with hundreds of provider packages and managed offerings from several clouds

Apache-2.0Open sourceFreeSelf-hostedNov 2, 2026

Apache Arrow

Apache Software Foundation · Data catalogs & formats

In-depth entry

Language-independent columnar in-memory format and libraries that let DuckDB, Polars, pandas, Spark and databases exchange tables without copying

Apache-2.0Open sourceFreeLocalNov 2, 2026

Apache Spark

Apache Software Foundation · Analytical engines & OLAP

Distributed data processing engine with DataFrame and SQL APIs in Python, Scala, Java and R, plus structured streaming and MLlib

Apache-2.0Open sourceFreeLocalSelf-hostedNov 2, 2026

Apache Superset

Apache Software Foundation · BI & dashboards

Apache-licensed BI web application with SQL Lab, a no-code chart builder, dashboards and connectors to any SQLAlchemy-compatible database

Apache-2.0Open sourceFreeSelf-hostedNov 2, 2026

arch (Python package)

Kevin Sheppard · High-frequency financial analysis

Kevin Sheppard's Python package for univariate ARCH/GARCH volatility models, bootstraps, multiple-comparison procedures, unit-root and cointegration tests

NCSAFreeOpen sourceLocalNov 2, 2026

ArchiveBox

ArchiveBox (Nick Sweeting and contributors) · Web archiving

Self-hosted, open-source web archiving tool that saves URLs as HTML, PDF, screenshot, WARC, readable text and media snapshots with a web UI and CLI

MITOpen sourceFreeLocalSelf-hostedNov 2, 2026

Axolotl

Axolotl AI · Training & fine-tuning

YAML-configured open-source framework for fine-tuning and post-training LLMs: full, LoRA and QLoRA training, preference and RL methods, multimodal models and multi-GPU or multi-node runs

Apache-2.0Open sourceFreeSelf-hostedNov 2, 2026

BorgBackup

The Borg Collective · Backup & recovery

Deduplicating backup archiver with compression and authenticated encryption that stores repositories on local disks or remote hosts over SSH

BSD-3-ClauseOpen sourceFreeLocalSelf-hostedNov 2, 2026

Chroma

Chroma · Vector databases

Open-source embedding database with a minimal Python and JavaScript API, usable in-process, as a server or through Chroma Cloud

Apache-2.0Open sourceUsage-basedLocalSelf-hostedNov 2, 2026

Crawlee

Apify Technologies s.r.o. · Data collection & crawling

Open-source crawling and scraping library for Node.js/TypeScript and Python that unifies HTTP and headless-browser crawlers with queues, proxies, fingerprints and storage

Apache-2.0Open sourceFreeLocalSelf-hostedNov 2, 2026

Dagster

Dagster Labs · ETL/ELT & orchestration

Asset-oriented Python orchestrator that models pipelines as software-defined data assets with lineage, checks and a hosted Dagster+ option

Apache-2.0Open sourceFreemiumLocalSelf-hostedRedirected

Dask

Dask developers (open-source community) · Distributed & parallel computing

Python library for parallel and distributed computing that scales pandas, NumPy and custom task graphs from a laptop to a cluster

BSD-3-ClauseOpen sourceFreeLocalSelf-hostedNov 2, 2026

Delta Lake

Delta Lake project (Linux Foundation; created by Databricks) · Data catalogs & formats

Open table format with a transaction log over Parquet files, created by Databricks and hosted by the Linux Foundation, with Spark, Rust and Python implementations

Apache-2.0Open sourceFreeLocalSelf-hostedNov 2, 2026

DoWhy

PyWhy (originally Microsoft Research) · Econometrics & causal inference

Python causal-inference library organized around model, identify, estimate and refute steps, with graphical causal models for attribution, counterfactuals and root-cause analysis

MITFreeOpen sourceLocalNov 2, 2026

DSPy

Stanford NLP and the DSPy community · Prompting, evaluation & observability

Python framework for programming language-model pipelines with typed signatures and modules, then optimizing prompts and weights automatically against a metric

MITOpen sourceFreeLocalSelf-hostedNov 2, 2026

EconML

PyWhy (originally Microsoft Research) · Econometrics & causal inference

Python library for heterogeneous treatment-effect estimation with machine learning: double ML, doubly robust learners, causal forests, meta-learners, IV and policy learning

MITFreeOpen sourceLocalNov 2, 2026

edgartools

Dwight Gunning · SEC/EDGAR & corporate filings

MIT-licensed Python library for SEC EDGAR: company and filing objects, XBRL financial statements, Form 3/4/5, 13F and proxy parsing into pandas, with the SEC identity requirement built in

MITFreeOpen sourceLocalNov 2, 2026

exo

Exo Labs · Distributed & parallel computing

Open-source software that pools several Apple Silicon Macs (and Linux hosts) into one local inference cluster, sharding large models across devices with MLX

Apache-2.0Open sourceFreeLocalSelf-hostedNov 2, 2026

Fail2Ban

Fail2Ban project · Security tools

Log-scanning intrusion-prevention daemon that temporarily bans IP addresses showing repeated authentication failures by updating firewall rules

GPL-2.0-or-laterOpen sourceFreeSelf-hostedNov 2, 2026

FastAPI

Sebastián Ramírez (tiangolo) and FastAPI contributors · API development & tooling

In-depth entry

Python web framework for building HTTP APIs from type-annotated functions, with automatic validation through Pydantic and generated OpenAPI documentation

MITOpen sourceFreeLocalSelf-hostedNov 2, 2026

GeoPandas

GeoPandas developers (NumFOCUS affiliated) · GIS & mapping

In-depth entry

Python library extending pandas with geometry columns, spatial operations, reprojection, spatial joins and file I/O for vector geodata

BSD-3-ClauseOpen sourceFreeLocalNov 2, 2026

Great Expectations (GX Core)

Great Expectations project (open-source stewardship by Fivetran) · Data quality & validation

Python data-quality framework that declares Expectations about datasets, validates them against pandas, Spark or SQL sources and produces Data Docs

Apache-2.0Open sourceFreeLocalSelf-hostedNov 2, 2026

H3

Uber Technologies (open-source project) · GIS & mapping

Hexagonal hierarchical geospatial indexing system from Uber with a C core and bindings for Python, JavaScript, Java and SQL engines

Apache-2.0Open sourceFreeLocalNov 2, 2026

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