Comparison
spring-ai-alibaba vs agents-from-scratch
Verdict
Pick spring-ai-alibaba if spring AI Alibaba offers Java developers advanced capabilities for agentic, workflow-oriented development with multimodal support including voice interaction and context engineering; 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 · spring-ai-alibaba alternatives · agents-from-scratch alternatives
GraphCanon updated Sep 20, 2026
9views this month
vs
Trust & integrity
| Signal | spring-ai-alibaba | agents-from-scratch |
|---|---|---|
| Maintenance | Active (19d since push) As of Sep 14, 2026 · github_public_v1 | Steady (56d since push) As of Sep 20, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 14, 2026 · github_public_v1 | Not a fork · Personal account As of Sep 20, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) 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
- spring-ai-alibaba
- A production-ready framework for building Agentic, Workflow, and Multi-agent applications
- agents-from-scratch
- Build AI agents locally without relying on frameworks or cloud APIs.
Stars
- spring-ai-alibaba
- 11k
- agents-from-scratch
- 1.0k
Forks
- spring-ai-alibaba
- 2.4k
- agents-from-scratch
- 251
Open issues
- spring-ai-alibaba
- 164
- agents-from-scratch
- 4
Language
- spring-ai-alibaba
- Java
- agents-from-scratch
- Python
Adopt for
- spring-ai-alibaba
- Spring AI Alibaba offers Java developers advanced capabilities for agentic, workflow-oriented development with multimodal support including voice interaction and context engineering.
- 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
- spring-ai-alibaba
- -
- agents-from-scratch
- -
Runtime
- spring-ai-alibaba
- -
- agents-from-scratch
- -
License
- spring-ai-alibaba
- Apache-2.0
- agents-from-scratch
- MIT License: Permissive licensing allowing free use and distribution for both commercial and non-commercial purposes.
Last pushed
- spring-ai-alibaba
- Aug 25, 2026
- agents-from-scratch
- Jul 25, 2026
Categories
- spring-ai-alibaba
- AI Agents, Developer Tools
- agents-from-scratch
- AI Agents, Developer Tools
Trust and health
Maintenance
- spring-ai-alibaba
- Active (82%)
- agents-from-scratch
- Steady (60%)
Days since push
- spring-ai-alibaba
- 19d
- agents-from-scratch
- 56d
Open issues (now)
- spring-ai-alibaba
- 164
- agents-from-scratch
- 4
Stars delta
- spring-ai-alibaba
- +304 (30d)
- agents-from-scratch
- +63 (30d)
Open issues delta
- spring-ai-alibaba
- +5 (30d)
- agents-from-scratch
- +1 (30d)
Owner type
- spring-ai-alibaba
- Organization
- agents-from-scratch
- User
Full report
- spring-ai-alibaba
- Trust report
- agents-from-scratch
- Trust report
Choose spring-ai-alibaba if…
- spring-ai-alibaba is primarily Java; agents-from-scratch is Python.
- License: spring-ai-alibaba is Apache-2.0, agents-from-scratch is MIT.
- Tags unique to spring-ai-alibaba: agentic, context-engineering, multi-agent, workflow.
- When developing complex agentic applications requiring multimodal interaction and sophisticated task orchestration in a Java environment
When NOT to use spring-ai-alibaba
- If your project strictly uses non-Java languages or requires lightweight, minimalistic frameworks without deep integration options
- When the application does not require multimodal support like audio generation or real-time voice interaction features
Choose agents-from-scratch if…
- agents-from-scratch is primarily Python; spring-ai-alibaba is Java.
- License: agents-from-scratch is MIT, spring-ai-alibaba is Apache-2.0.
- 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 (alibaba/spring-ai-alibaba) · observed Sep 20, 2026
- GitHub forks (alibaba/spring-ai-alibaba) · observed Sep 20, 2026
- Last push (alibaba/spring-ai-alibaba) · observed Aug 25, 2026
- License file (Apache-2.0) · 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: spring-ai-alibaba 11k · agents-from-scratch 1.0k (synced Sep 20, 2026).
Common questions
- What is the difference between spring-ai-alibaba and agents-from-scratch?
- spring-ai-alibaba: A production-ready framework for building Agentic, Workflow, and Multi-agent applications. 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 spring-ai-alibaba over agents-from-scratch?
- Choose spring-ai-alibaba over agents-from-scratch when spring-ai-alibaba is primarily Java; agents-from-scratch is Python; License: spring-ai-alibaba is Apache-2.0, agents-from-scratch is MIT; Tags unique to spring-ai-alibaba: agentic, context-engineering, multi-agent, workflow; When developing complex agentic applications requiring multimodal interaction and sophisticated task orchestration in a Java environment.
- When should I choose agents-from-scratch over spring-ai-alibaba?
- Choose agents-from-scratch over spring-ai-alibaba when agents-from-scratch is primarily Python; spring-ai-alibaba is Java; License: agents-from-scratch is MIT, spring-ai-alibaba is Apache-2.0; 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 spring-ai-alibaba?
- If your project strictly uses non-Java languages or requires lightweight, minimalistic frameworks without deep integration options When the application does not require multimodal support like audio generation or real-time voice interaction features
- 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 spring-ai-alibaba or agents-from-scratch more popular on GitHub?
- spring-ai-alibaba has more GitHub stars (10,847 vs 1,017). Stars measure visibility, not whether either tool fits your constraints.
- Are spring-ai-alibaba and agents-from-scratch open source?
- Yes - both are open-source projects on GitHub (spring-ai-alibaba: Apache-2.0, agents-from-scratch: MIT).
- Where can I find alternatives to spring-ai-alibaba or agents-from-scratch?
- GraphCanon lists graph-backed alternatives at spring-ai-alibaba alternatives and agents-from-scratch alternatives (spring-ai-alibaba 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, spring-ai-alibaba or agents-from-scratch?
- spring-ai-alibaba: Active. 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 spring-ai-alibaba and agents-from-scratch?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: spring-ai-alibaba trust report; agents-from-scratch trust report.