Comparison
airflow vs SAM
Verdict
Pick airflow when airflow is primarily Python; SAM is Swift; pick SAM when sAM is primarily Swift; airflow is Python.
Markdown twin · airflow alternatives · SAM alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | airflow | SAM |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Very active (2d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of today · osv@v1 | No lockfile (source not queried) As of today · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- airflow
- Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
- SAM
- Synthetic Autonomic Mind - An AI assistant for everyone.
Stars
- airflow
- 46k
- SAM
- 132
Forks
- airflow
- 17k
- SAM
- 5
Open issues
- airflow
- 1.7k
- SAM
- 0
Language
- airflow
- Python
- SAM
- Swift
Adopt for
- airflow
- -
- SAM
- -
Persona
- airflow
- -
- SAM
- -
Runtime
- airflow
- -
- SAM
- -
License
- airflow
- Apache-2.0
- SAM
- GPL-3.0
Last pushed
- airflow
- Jul 15, 2026
- SAM
- Jul 12, 2026
Categories
- airflow
- AI Agents, Computer Vision, Data & Retrieval
- SAM
- Computer Vision, LLM Frameworks
Trust and health
Days since push
- airflow
- 0d
- SAM
- 2d
Open issues (now)
- airflow
- 1.7k
- SAM
- 0
Full report
- airflow
- Trust report
- SAM
- Trust report
Choose airflow if…
- airflow is primarily Python; SAM is Swift.
- License: airflow is Apache-2.0, SAM is GPL-3.0.
- Tags unique to airflow: airflow, apache, apache-airflow, automation.
- Also covers AI Agents, Data & Retrieval.
- airflow ships Docker support for self-hosted deployment.
When NOT to use airflow
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.
Choose SAM if…
- SAM is primarily Swift; airflow is Python.
- License: SAM is GPL-3.0, airflow is Apache-2.0.
- Tags unique to SAM: ai-assistant, ai-assistants, ai-tools, apple.
- Also covers LLM Frameworks.
When NOT to use SAM
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (apache/airflow) · observed Jul 15, 2026
- GitHub forks (apache/airflow) · observed Jul 15, 2026
- Last push (apache/airflow) · observed Jul 15, 2026
- License file (Apache-2.0) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (SyntheticAutonomicMind/SAM) · observed Jul 15, 2026
- GitHub forks (SyntheticAutonomicMind/SAM) · observed Jul 15, 2026
- Last push (SyntheticAutonomicMind/SAM) · observed Jul 12, 2026
- License file (GPL-3.0) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: airflow 46k · SAM 132 (synced Jul 15, 2026).
Common questions
- What is the difference between airflow and SAM?
- airflow: Apache Airflow - A platform to programmatically author, schedule, and monitor workflows. SAM: Synthetic Autonomic Mind - An AI assistant for everyone.. See the comparison table for live GitHub stats and shared categories.
- When should I choose airflow over SAM?
- Choose airflow over SAM when airflow is primarily Python; SAM is Swift; License: airflow is Apache-2.0, SAM is GPL-3.0; Tags unique to airflow: airflow, apache, apache-airflow, automation; Also covers AI Agents, Data & Retrieval; airflow ships Docker support for self-hosted deployment.
- When should I choose SAM over airflow?
- Choose SAM over airflow when SAM is primarily Swift; airflow is Python; License: SAM is GPL-3.0, airflow is Apache-2.0; Tags unique to SAM: ai-assistant, ai-assistants, ai-tools, apple; Also covers LLM Frameworks.
- When should I avoid airflow?
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.
- When should I avoid SAM?
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Is airflow or SAM more popular on GitHub?
- airflow has more GitHub stars (46,124 vs 132). Stars measure visibility, not whether either tool fits your constraints.
- Are airflow and SAM open source?
- Yes - both are open-source projects on GitHub (airflow: Apache-2.0, SAM: GPL-3.0).
- Where can I find alternatives to airflow or SAM?
- GraphCanon lists graph-backed alternatives at airflow alternatives and SAM alternatives (airflow markdown twin, SAM markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, airflow or SAM?
- airflow: Very active. SAM: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for airflow and SAM?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: airflow trust report; SAM trust report.