Comparison
12-factor-agents vs langchain
Verdict
Pick 12-factor-agents if a TypeScript-based framework focused on applying 12-factor principles to build production-ready software with large language models; pick langchain if langChain is a Python framework for building agents and LLM-powered applications, offering interoperable components and third-party integrations to simplify AI application development.
Markdown twin · 12-factor-agents alternatives · langchain alternatives
GraphCanon updated Sep 30, 2026
29views this month
vs
Trust & integrity
| Signal | 12-factor-agents | langchain |
|---|---|---|
| Maintenance | Slowing (330d since push) As of Aug 18, 2026 · github_public_v1 | Very active (0d since push) As of Sep 18, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Aug 18, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 18, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Jul 11, 2026 · osv@v1 | No lockfile (source not queried) As of Sep 18, 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
- 12-factor-agents
- Principles for building production-ready LLM-powered software
- langchain
- The agent engineering platform.
Stars
- 12-factor-agents
- 25k
- langchain
- 147k
Forks
- 12-factor-agents
- 1.9k
- langchain
- 25k
Open issues
- 12-factor-agents
- 26
- langchain
- 541
Language
- 12-factor-agents
- TypeScript
- langchain
- Python
Adopt for
- 12-factor-agents
- A TypeScript-based framework focused on applying 12-factor principles to build production-ready software with large language models.
- langchain
- LangChain is a Python framework for building agents and LLM-powered applications, offering interoperable components and third-party integrations to simplify AI application development.
Persona
- 12-factor-agents
- -
- langchain
- -
Runtime
- 12-factor-agents
- -
- langchain
- -
License
- 12-factor-agents
- The content and images are licensed under CC BY-SA 4.0, while the code is covered by the Apache 2.0 License.
- langchain
- MIT
Last pushed
- 12-factor-agents
- Sep 21, 2025
- langchain
- Sep 18, 2026
Categories
- 12-factor-agents
- AI Agents, LLM Frameworks
- langchain
- AI Agents, LLM Frameworks
Trust and health
Maintenance
- 12-factor-agents
- Slowing (36%)
- langchain
- Very active (96%)
Days since push
- 12-factor-agents
- 330d
- langchain
- 0d
Open issues (now)
- 12-factor-agents
- 26
- langchain
- 541
Stars delta
- 12-factor-agents
- +966 (30d)
- langchain
- +3.0k (30d)
Open issues delta
- 12-factor-agents
- 0 (30d)
- langchain
- +78 (30d)
Full report
- 12-factor-agents
- Trust report
- langchain
- Trust report
Typed relationship
12-factor-agents langchain
Choose 12-factor-agents if…
- 12-factor-agents is primarily TypeScript; langchain is Python.
- License: 12-factor-agents is Other, langchain is MIT.
- Pricing: Free to use with open-source licenses.
- Requirements: Min 4 GB RAM; Requires Docker; Requires a solid understanding of TypeScript and familiarity with concepts like prompt engineering and context window management..
- Graph edge: 12-factor-agents is a typed related of langchain - see the relationship row above.
- Tags unique to 12-factor-agents: 12-factor, ai, context-window, llms.
- You are specifically developing AI agents or LLM-powered applications in TypeScript and need a structured guideline grounded in the 12-factor app principles.
When NOT to use 12-factor-agents
- If your project requires languages other than TypeScript or if your application already has a strong foundation not necessarily aligning with the 12-factor app principles.
- When you’re looking for comprehensive deployment automation tools rather than guidance on building LLM-powered agents and ensuring their reliability in production environments.
Choose langchain if…
- langchain is primarily Python; 12-factor-agents is TypeScript.
- License: langchain is MIT, 12-factor-agents is Other.
- Graph edge: langchain is a typed related of 12-factor-agents - see the relationship row above.
- Tags unique to langchain: ai-agents, langchain, multiagent, open-source.
- When you need a framework that simplifies chaining together interoperable components and third-party integrations for AI application development.
When NOT to use langchain
- If you prefer a framework that does not offer built-in capabilities for common usage patterns such as planning and subagents, as LangChain's Deep Agents provide these features.
- When you need a higher-level abstraction that does not require detailed agent orchestration, as LangChain's LangGraph is designed for low-level control over agent workflows.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (humanlayer/12-factor-agents) · observed Sep 20, 2026
- GitHub forks (humanlayer/12-factor-agents) · observed Sep 20, 2026
- Last push (humanlayer/12-factor-agents) · observed Sep 21, 2025
- License file (Other) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (langchain-ai/langchain) · observed Sep 20, 2026
- GitHub forks (langchain-ai/langchain) · observed Sep 20, 2026
- Last push (langchain-ai/langchain) · observed Sep 18, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 18, 2026
- Trust scan (lockfile / OSV) · observed Sep 18, 2026
GitHub stars on cards: 12-factor-agents 25k · langchain 147k (synced Sep 20, 2026).
Common questions
- What is the difference between 12-factor-agents and langchain?
- 12-factor-agents: Principles for building production-ready LLM-powered software. langchain: The agent engineering platform.. See the comparison table for live GitHub stats and shared categories.
- When should I choose 12-factor-agents over langchain?
- Choose 12-factor-agents over langchain when 12-factor-agents is primarily TypeScript; langchain is Python; License: 12-factor-agents is Other, langchain is MIT; Pricing: Free to use with open-source licenses; Requirements: Min 4 GB RAM; Requires Docker; Requires a solid understanding of TypeScript and familiarity with concepts like prompt engineering and context window management.; Graph edge: 12-factor-agents is a typed related of langchain - see the relationship row above; Tags unique to 12-factor-agents: 12-factor, ai, context-window, llms; You are specifically developing AI agents or LLM-powered applications in TypeScript and need a structured guideline grounded in the 12-factor app principles.
- When should I choose langchain over 12-factor-agents?
- Choose langchain over 12-factor-agents when langchain is primarily Python; 12-factor-agents is TypeScript; License: langchain is MIT, 12-factor-agents is Other; Graph edge: langchain is a typed related of 12-factor-agents - see the relationship row above; Tags unique to langchain: ai-agents, langchain, multiagent, open-source; When you need a framework that simplifies chaining together interoperable components and third-party integrations for AI application development.
- When should I avoid 12-factor-agents?
- If your project requires languages other than TypeScript or if your application already has a strong foundation not necessarily aligning with the 12-factor app principles. When you’re looking for comprehensive deployment automation tools rather than guidance on building LLM-powered agents and ensuring their reliability in production environments.
- When should I avoid langchain?
- If you prefer a framework that does not offer built-in capabilities for common usage patterns such as planning and subagents, as LangChain's Deep Agents provide these features. When you need a higher-level abstraction that does not require detailed agent orchestration, as LangChain's LangGraph is designed for low-level control over agent workflows.
- Is 12-factor-agents or langchain more popular on GitHub?
- langchain has more GitHub stars (146,576 vs 25,353). Stars measure visibility, not whether either tool fits your constraints.
- Are 12-factor-agents and langchain open source?
- Yes - both are open-source projects on GitHub (12-factor-agents: Other, langchain: MIT).
- Where can I find alternatives to 12-factor-agents or langchain?
- GraphCanon lists graph-backed alternatives at 12-factor-agents alternatives and langchain alternatives (12-factor-agents markdown twin, langchain 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, 12-factor-agents or langchain?
- 12-factor-agents: Slowing. langchain: 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 12-factor-agents and langchain?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: 12-factor-agents trust report; langchain trust report.