Comparison
beehive vs agents-from-scratch
Verdict
Pick beehive if beehive, an event-driven and agent-based automation framework in Go under AGPL-3.0 license, supports complex workflows via Docker and Ansible; pick agents-from-scratch if agents-from-scratch is for those who want absolute control over their AI agent development using only local resources and Python, focusing on deep learning without relying on external frameworks or cloud dependencies.
Markdown twin · beehive alternatives · agents-from-scratch alternatives
GraphCanon updated Sep 20, 2026
10views this month
vs
Trust & integrity
| Signal | beehive | agents-from-scratch |
|---|---|---|
| Maintenance | Dormant (1298d since push) As of Sep 15, 2026 · github_public_v1 | Steady (56d since push) As of Sep 20, 2026 · github_public_v1 |
| Provenance | Not a fork · Personal account As of Sep 15, 2026 · github_public_v1 | Not a fork · Personal account As of Sep 20, 2026 · github_public_v1 |
| OSV dependency advisories | Published findings As of Jul 15, 2026 · osv@v1 | No lockfile (source not queried) As of Jul 15, 2026 · 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
- beehive
- A flexible event/agent & automation system with lots of bees
- agents-from-scratch
- Build AI agents locally without relying on frameworks or cloud APIs.
Stars
- beehive
- 6.5k
- agents-from-scratch
- 1.0k
Forks
- beehive
- 327
- agents-from-scratch
- 251
Open issues
- beehive
- 119
- agents-from-scratch
- 4
Language
- beehive
- Go
- agents-from-scratch
- Python
Adopt for
- beehive
- Beehive, an event-driven and agent-based automation framework in Go under AGPL-3.0 license, supports complex workflows via Docker and Ansible.
- agents-from-scratch
- agents-from-scratch is for those who want absolute control over their AI agent development using only local resources and Python, focusing on deep learning without relying on external frameworks or cloud dependencies.
Persona
- beehive
- -
- agents-from-scratch
- -
Runtime
- beehive
- -
- agents-from-scratch
- -
License
- beehive
- AGPL-3.0
- agents-from-scratch
- MIT License: Permissive licensing allowing free use and distribution for both commercial and non-commercial purposes.
Last pushed
- beehive
- Feb 25, 2023
- agents-from-scratch
- Jul 25, 2026
Categories
- beehive
- AI Agents, Developer Tools
- agents-from-scratch
- AI Agents, Developer Tools
Trust and health
Maintenance
- beehive
- Dormant (18%)
- agents-from-scratch
- Steady (60%)
Days since push
- beehive
- 1298d
- agents-from-scratch
- 56d
Open issues (now)
- beehive
- 119
- agents-from-scratch
- 4
Stars delta
- beehive
- +5 (30d)
- agents-from-scratch
- +63 (30d)
Open issues delta
- beehive
- 0 (30d)
- agents-from-scratch
- +1 (30d)
OSV dependency advisories
- beehive
- Published findings
- agents-from-scratch
- No lockfile (source not queried)
Full report
- beehive
- Trust report
- agents-from-scratch
- Trust report
Choose beehive if…
- beehive is primarily Go; agents-from-scratch is Python.
- License: beehive is AGPL-3.0, agents-from-scratch is MIT.
- Tags unique to beehive: automation, event-driven-architecture, workflow-management.
- beehive ships Docker support for self-hosted deployment.
- You prioritize Go for development and need a flexible tool supporting Docker and Ansible deployment.
When NOT to use beehive
- If your project demands proprietary licensing, avoiding AGPL-3.0 is essential.
- For projects requiring languages other than Go for automation frameworks.
Choose agents-from-scratch if…
- agents-from-scratch is primarily Python; beehive is Go.
- License: agents-from-scratch is MIT, beehive is AGPL-3.0.
- Requirements: Min 8 GB RAM; Local large language model availability is critical as the tool does not utilize any cloud APIs..
- Tags unique to agents-from-scratch: agent-architecture, ai-agents, llm, local-llm.
- You plan to teach yourself or others about the fundamentals of creating AI agents from ground zero with complete transparency into each layer of architecture.
When NOT to use agents-from-scratch
- You are working on an application that needs to be deployed quickly. The tool's approach from first principles can be time-consuming compared to using established frameworks.
- If you need scalability or cloud capabilities such as easy scaling with demand, this tool will not provide these features since it strictly operates on local infrastructure.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (muesli/beehive) · observed Sep 20, 2026
- GitHub forks (muesli/beehive) · observed Sep 20, 2026
- Last push (muesli/beehive) · observed Feb 25, 2023
- License file (AGPL-3.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (pguso/agents-from-scratch) · observed Sep 20, 2026
- GitHub forks (pguso/agents-from-scratch) · observed Sep 20, 2026
- Last push (pguso/agents-from-scratch) · observed Jul 25, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: beehive 6.5k · agents-from-scratch 1.0k (synced Sep 20, 2026).
Common questions
- What is the difference between beehive and agents-from-scratch?
- beehive: A flexible event/agent & automation system with lots of bees. agents-from-scratch: Build AI agents locally without relying on frameworks or cloud APIs.. See the comparison table for live GitHub stats and shared categories.
- When should I choose beehive over agents-from-scratch?
- Choose beehive over agents-from-scratch when beehive is primarily Go; agents-from-scratch is Python; License: beehive is AGPL-3.0, agents-from-scratch is MIT; Tags unique to beehive: automation, event-driven-architecture, workflow-management; beehive ships Docker support for self-hosted deployment; You prioritize Go for development and need a flexible tool supporting Docker and Ansible deployment.
- When should I choose agents-from-scratch over beehive?
- Choose agents-from-scratch over beehive when agents-from-scratch is primarily Python; beehive is Go; License: agents-from-scratch is MIT, beehive is AGPL-3.0; Requirements: Min 8 GB RAM; Local large language model availability is critical as the tool does not utilize any cloud APIs.; Tags unique to agents-from-scratch: agent-architecture, ai-agents, llm, local-llm; You plan to teach yourself or others about the fundamentals of creating AI agents from ground zero with complete transparency into each layer of architecture.
- When should I avoid beehive?
- If your project demands proprietary licensing, avoiding AGPL-3.0 is essential. For projects requiring languages other than Go for automation frameworks.
- When should I avoid agents-from-scratch?
- You are working on an application that needs to be deployed quickly. The tool's approach from first principles can be time-consuming compared to using established frameworks. If you need scalability or cloud capabilities such as easy scaling with demand, this tool will not provide these features since it strictly operates on local infrastructure.
- Is beehive or agents-from-scratch more popular on GitHub?
- beehive has more GitHub stars (6,490 vs 1,017). Stars measure visibility, not whether either tool fits your constraints.
- Are beehive and agents-from-scratch open source?
- Yes - both are open-source projects on GitHub (beehive: AGPL-3.0, agents-from-scratch: MIT).
- Where can I find alternatives to beehive or agents-from-scratch?
- GraphCanon lists graph-backed alternatives at beehive alternatives and agents-from-scratch alternatives (beehive markdown twin, agents-from-scratch 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, beehive or agents-from-scratch?
- beehive: Dormant. agents-from-scratch: Steady. 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 beehive and agents-from-scratch?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: beehive trust report; agents-from-scratch trust report.