--- title: "AgentGPT vs langchain-production-starter" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/reworkd-agentgpt-vs-steamship-core-langchain-production-starter" tools: ["reworkd-agentgpt", "steamship-core-langchain-production-starter"] --- # AgentGPT vs langchain-production-starter *GraphCanon updated Aug 14, 2026* ## Verdict Pick AgentGPT if agentGPT is a TypeScript-based tool that supports users in assembling and deploying autonomous AI agents with a streamlined setup via a CLI, suitable for those who prefer browser-based interactions with their AI projects; pick langchain-production-starter if langchain-production-starter offers a Python-based starter kit for deploying LangChain agents and integrating them with Telegram. [AgentGPT](https://agentgpt.reworkd.ai) reports 36k GitHub stars, 9.3k forks, and 219 open issues, last pushed Apr 29, 2025. [langchain-production-starter](https://github.com/steamship-core/langchain-production-starter) has 477 stars, 557 forks, and 4 open issues, last pushed Jul 27, 2023. Figures are from public GitHub metadata via [AgentGPT's repository](https://github.com/reworkd/AgentGPT) and [langchain-production-starter's repository](https://github.com/steamship-core/langchain-production-starter). | | [AgentGPT](/tools/reworkd-agentgpt.md) | [langchain-production-starter](/tools/steamship-core-langchain-production-starter.md) | | --- | --- | --- | | Tagline | Assembler for autonomous AI Agents | Deploy LangChain Agents and connect them to Telegram | | Stars | 36,304 | 477 | | Forks | 9,288 | 557 | | Open issues | 219 | 4 | | Language | TypeScript | Python | | Adopt for | AgentGPT is a TypeScript-based tool that supports users in assembling and deploying autonomous AI agents with a streamlined setup via a CLI, suitable for those who prefer browser-based interactions with their AI projects | langchain-production-starter offers a Python-based starter kit for deploying LangChain agents and integrating them with Telegram. | | Persona | - | - | | Runtime | - | - | | License | GPL-3.0 | - | | Categories | AI Agents, Developer Tools | AI Agents | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [AgentGPT](/tools/reworkd-agentgpt.md) | [langchain-production-starter](/tools/steamship-core-langchain-production-starter.md) | | --- | --- | --- | | Maintenance | Archived (8%) | Dormant (18%) | | Days since push | 466d | 1114d | | Archived on GitHub | Yes | No | | Open issues (now) | 219 | 4 | | Stars delta | Unknown | 0 (30d) | | Open issues delta | Unknown | 0 (30d) | | Full report | [trust report](/tools/reworkd-agentgpt/trust.md) | [trust report](/tools/steamship-core-langchain-production-starter/trust.md) | ## Decision facts: AgentGPT - **Adopt for:** AgentGPT is a TypeScript-based tool that supports users in assembling and deploying autonomous AI agents with a streamlined setup via a CLI, suitable for those who prefer browser-based interactions with their AI projects ## 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. ## Choose when ### Choose AgentGPT if… - AgentGPT is primarily TypeScript; langchain-production-starter is Python. - Tags unique to AgentGPT: agent, autonomous, backend-development, cli-setup. - Also covers Developer Tools. - AgentGPT ships Docker support for self-hosted deployment. - When you want to leverage pre-configured setups for database integration (specifically MySQL) handled by AgentGPT's CLI ### Choose langchain-production-starter if… - langchain-production-starter is primarily Python; AgentGPT is TypeScript. - 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. ## When NOT to use AgentGPT - Avoid using if your project requires a NoSQL database solution, given that AgentGPT is configured specifically with MySQL out-of-the-box - Consider alternatives if your stack does not include FastAPI or Next.js, as the tool's default configurations might require significant adjustment ## 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. ## Common questions ### What is the difference between AgentGPT and langchain-production-starter? AgentGPT: Assembler for autonomous AI Agents. langchain-production-starter: Deploy LangChain Agents and connect them to Telegram. See the comparison table for live GitHub stats and shared categories. ### When should I choose AgentGPT over langchain-production-starter? Choose AgentGPT over langchain-production-starter when AgentGPT is primarily TypeScript; langchain-production-starter is Python; Tags unique to AgentGPT: agent, autonomous, backend-development, cli-setup; Also covers Developer Tools; AgentGPT ships Docker support for self-hosted deployment; When you want to leverage pre-configured setups for database integration (specifically MySQL) handled by AgentGPT's CLI. ### When should I choose langchain-production-starter over AgentGPT? Choose langchain-production-starter over AgentGPT when langchain-production-starter is primarily Python; AgentGPT is TypeScript; 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. ### When should I avoid AgentGPT? Avoid using if your project requires a NoSQL database solution, given that AgentGPT is configured specifically with MySQL out-of-the-box Consider alternatives if your stack does not include FastAPI or Next.js, as the tool's default configurations might require significant adjustment ### 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. ### Is AgentGPT or langchain-production-starter more popular on GitHub? AgentGPT has more GitHub stars (36,304 vs 477). Stars measure visibility, not whether either tool fits your constraints. ### Are AgentGPT and langchain-production-starter open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to AgentGPT or langchain-production-starter? GraphCanon lists graph-backed alternatives at [AgentGPT alternatives](/tools/reworkd-agentgpt/alternatives) and [langchain-production-starter alternatives](/tools/steamship-core-langchain-production-starter/alternatives) ([AgentGPT markdown twin](/tools/reworkd-agentgpt/alternatives.md), [langchain-production-starter markdown twin](/tools/steamship-core-langchain-production-starter/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/reworkd-agentgpt-vs-steamship-core-langchain-production-starter.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, AgentGPT or langchain-production-starter? AgentGPT: Archived. langchain-production-starter: Dormant. 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 AgentGPT and langchain-production-starter? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [AgentGPT trust report](/tools/reworkd-agentgpt/trust); [langchain-production-starter trust report](/tools/steamship-core-langchain-production-starter/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=reworkd-agentgpt`](/api/graphcanon/graph?tool=reworkd-agentgpt) - 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/_