--- title: "langchain-production-starter vs agent-kernel" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/steamship-core-langchain-production-starter-vs-yaalalabs-agent-kernel" tools: ["steamship-core-langchain-production-starter", "yaalalabs-agent-kernel"] --- # langchain-production-starter vs agent-kernel *GraphCanon updated Aug 14, 2026* ## Verdict Pick langchain-production-starter if langchain-production-starter offers a Python-based starter kit for deploying LangChain agents and integrating them with Telegram; pick agent-kernel if agent-kernel provides an operating system for scalable enterprise AI agents, supporting deployment and orchestration at scale with native integration support for MCP and A2A. [langchain-production-starter](https://github.com/steamship-core/langchain-production-starter) reports 477 GitHub stars, 557 forks, and 4 open issues, last pushed Jul 27, 2023. [agent-kernel](https://kernel.yaala.ai/) has 113 stars, 60 forks, and 128 open issues, last pushed Aug 7, 2026. Figures are from public GitHub metadata via [langchain-production-starter's repository](https://github.com/steamship-core/langchain-production-starter) and [agent-kernel's repository](https://github.com/yaalalabs/agent-kernel). | | [langchain-production-starter](/tools/steamship-core-langchain-production-starter.md) | [agent-kernel](/tools/yaalalabs-agent-kernel.md) | | --- | --- | --- | | Tagline | Deploy LangChain Agents and connect them to Telegram | The Operating System for Scalable Enterprise AI Agents | | Stars | 477 | 113 | | Forks | 557 | 60 | | Open issues | 4 | 128 | | Language | Python | Python | | Adopt for | langchain-production-starter offers a Python-based starter kit for deploying LangChain agents and integrating them with Telegram. | Agent-kernel provides an operating system for scalable enterprise AI agents, supporting deployment and orchestration at scale with native integration support for MCP and A2A. | | Persona | - | - | | Runtime | - | - | | License | - | Apache-2.0 | | Categories | AI Agents | AI Agents | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [langchain-production-starter](/tools/steamship-core-langchain-production-starter.md) | [agent-kernel](/tools/yaalalabs-agent-kernel.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Very active (96%) | | Days since push | 1114d | 2d | | Open issues (now) | 4 | 128 | | Stars delta | 0 (30d) | Unknown | | Open issues delta | 0 (30d) | Unknown | | Full report | [trust report](/tools/steamship-core-langchain-production-starter/trust.md) | [trust report](/tools/yaalalabs-agent-kernel/trust.md) | ## Shared compatibility - **Python**: [langchain-production-starter](/tools/steamship-core-langchain-production-starter.md) - Python runtime; [agent-kernel](/tools/yaalalabs-agent-kernel.md) - Python runtime ## Decision facts: langchain-production-starter - **Adopt for:** langchain-production-starter offers a Python-based starter kit for deploying LangChain agents and integrating them with Telegram. ## Decision facts: agent-kernel - **Requirements:** It requires Python versions between 3.12 and 3.13.x.; Supports deployment to various environments such as AWS Lambda, ECS, Azure Functions, or Container Apps via one Terraform module. - **Adopt for:** Agent-kernel provides an operating system for scalable enterprise AI agents, supporting deployment and orchestration at scale with native integration support for MCP and A2A. ## Choose when ### Choose langchain-production-starter if… - Tags unique to langchain-production-starter: chatbot, gpt4, langchain, langchain-python. - - You require integration of your AI chatbot with the Telegram platform, as this tool specifically includes instructions to fetch a Telegram key for such integration. - More GitHub stars (477 vs 113) - visibility, not fit. ### Choose agent-kernel if… - Requirements: It requires Python versions between 3.12 and 3.13.x.; Supports deployment to various environments such as AWS Lambda, ECS, Azure Functions, or Container Apps via one Terraform module.. - Tags unique to agent-kernel: a2a, adk, aws, azure. - If you require seamless scalability across different cloud providers like AWS and Azure without lock-in or rewrites. ## When NOT to use langchain-production-starter - - If you are not using Python as your primary language since the repository requires installing dependencies with 'pip', making it less suitable if your development is in another language. - - Projects that do not require Telegram integration can find this starter kit less relevant, as a significant portion of its setup guide focuses on connecting to Telegram. - - If you need to deploy agents without any social media or messaging platform integrations. ## When NOT to use agent-kernel - If your project is confined to a single, specific AI framework which doesn't require the flexibility Agent-kernel offers. - When you do not have Python version 3.12 - 3.13.x, as it's the required runtime environment. ## Common questions ### What is the difference between langchain-production-starter and agent-kernel? langchain-production-starter: Deploy LangChain Agents and connect them to Telegram. agent-kernel: The Operating System for Scalable Enterprise AI Agents. See the comparison table for live GitHub stats and shared categories. ### When should I choose langchain-production-starter over agent-kernel? Choose langchain-production-starter over agent-kernel when Tags unique to langchain-production-starter: chatbot, gpt4, langchain, langchain-python; - You require integration of your AI chatbot with the Telegram platform, as this tool specifically includes instructions to fetch a Telegram key for such integration; More GitHub stars (477 vs 113) - visibility, not fit. ### When should I choose agent-kernel over langchain-production-starter? Choose agent-kernel over langchain-production-starter when Requirements: It requires Python versions between 3.12 and 3.13.x.; Supports deployment to various environments such as AWS Lambda, ECS, Azure Functions, or Container Apps via one Terraform module.; Tags unique to agent-kernel: a2a, adk, aws, azure; If you require seamless scalability across different cloud providers like AWS and Azure without lock-in or rewrites. ### When should I avoid langchain-production-starter? - If you are not using Python as your primary language since the repository requires installing dependencies with 'pip', making it less suitable if your development is in another language. - Projects that do not require Telegram integration can find this starter kit less relevant, as a significant portion of its setup guide focuses on connecting to Telegram. - If you need to deploy agents without any social media or messaging platform integrations. ### When should I avoid agent-kernel? If your project is confined to a single, specific AI framework which doesn't require the flexibility Agent-kernel offers. When you do not have Python version 3.12 - 3.13.x, as it's the required runtime environment. ### Is langchain-production-starter or agent-kernel more popular on GitHub? langchain-production-starter has more GitHub stars (477 vs 113). Stars measure visibility, not whether either tool fits your constraints. ### Are langchain-production-starter and agent-kernel open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to langchain-production-starter or agent-kernel? GraphCanon lists graph-backed alternatives at [langchain-production-starter alternatives](/tools/steamship-core-langchain-production-starter/alternatives) and [agent-kernel alternatives](/tools/yaalalabs-agent-kernel/alternatives) ([langchain-production-starter markdown twin](/tools/steamship-core-langchain-production-starter/alternatives.md), [agent-kernel markdown twin](/tools/yaalalabs-agent-kernel/alternatives.md)), 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](/compare/steamship-core-langchain-production-starter-vs-yaalalabs-agent-kernel.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, langchain-production-starter or agent-kernel? langchain-production-starter: Dormant. agent-kernel: 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 langchain-production-starter and agent-kernel? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [langchain-production-starter trust report](/tools/steamship-core-langchain-production-starter/trust); [agent-kernel trust report](/tools/yaalalabs-agent-kernel/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=steamship-core-langchain-production-starter`](/api/graphcanon/graph?tool=steamship-core-langchain-production-starter) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_