--- title: "agent-starter-pack vs langchain-streamlit-template" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/googlecloudplatform-agent-starter-pack-vs-hwchase17-langchain-streamlit-template" tools: ["googlecloudplatform-agent-starter-pack", "hwchase17-langchain-streamlit-template"] --- # agent-starter-pack vs langchain-streamlit-template *GraphCanon updated Aug 20, 2026* ## Verdict Pick agent-starter-pack if agent-starter-pack offers built-in CI/CD, evaluation tools, and observability for deploying generative AI agents on Google Cloud with Python; pick langchain-streamlit-template if decision-critical facts for langchain-streamlit-template. [agent-starter-pack](http://goo.gle/agents-cli) reports 6.5k GitHub stars, 1.5k forks, and 49 open issues, last pushed Jul 21, 2026. [langchain-streamlit-template](https://github.com/hwchase17/langchain-streamlit-template) has 297 stars, 142 forks, and 3 open issues, last pushed Jan 11, 2025. Figures are from public GitHub metadata via [agent-starter-pack's repository](https://github.com/GoogleCloudPlatform/agent-starter-pack) and [langchain-streamlit-template's repository](https://github.com/hwchase17/langchain-streamlit-template). | | [agent-starter-pack](/tools/googlecloudplatform-agent-starter-pack.md) | [langchain-streamlit-template](/tools/hwchase17-langchain-streamlit-template.md) | | --- | --- | --- | | Tagline | Ship AI Agents to Google Cloud in minutes with built-in CI/CD, evaluation, and observability | Template for deploying a LangGraph agent on Streamlit | | Stars | 6,537 | 297 | | Forks | 1,502 | 142 | | Open issues | 49 | 3 | | Language | Python | Python | | Adopt for | agent-starter-pack offers built-in CI/CD, evaluation tools, and observability for deploying generative AI agents on Google Cloud with Python. | Decision-critical facts for langchain-streamlit-template | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | - | | Categories | AI Agents, Evaluation & Observability | AI Agents, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [agent-starter-pack](/tools/googlecloudplatform-agent-starter-pack.md) | [langchain-streamlit-template](/tools/hwchase17-langchain-streamlit-template.md) | | --- | --- | --- | | Maintenance | Active (82%) | Dormant (18%) | | Days since push | 29d | 580d | | Open issues (now) | 49 | 3 | | Stars delta | +18 (30d) | -1 (30d) | | Open issues delta | +1 (30d) | 0 (30d) | | Owner type | Organization | User | | Full report | [trust report](/tools/googlecloudplatform-agent-starter-pack/trust.md) | [trust report](/tools/hwchase17-langchain-streamlit-template/trust.md) | ## Shared compatibility - **Python**: [agent-starter-pack](/tools/googlecloudplatform-agent-starter-pack.md) - Python runtime; [langchain-streamlit-template](/tools/hwchase17-langchain-streamlit-template.md) - Python runtime ## Decision facts: agent-starter-pack - **Requirements:** Depends on Python 3.10+.; Requires the Google Cloud SDK for interacting with GCP services.; Terraform is needed for deployment purposes.; Make utility should be installed for development tasks. - **Adopt for:** agent-starter-pack offers built-in CI/CD, evaluation tools, and observability for deploying generative AI agents on Google Cloud with Python. ## Decision facts: langchain-streamlit-template - **Adopt for:** Decision-critical facts for langchain-streamlit-template ## Choose when ### Choose agent-starter-pack if… - Requirements: Depends on Python 3.10+.; Requires the Google Cloud SDK for interacting with GCP services.; Terraform is needed for deployment purposes.; Make utility should be installed for development tasks.. - Tags unique to agent-starter-pack: agents, gcp, gemini, genai-agents. - Also covers Evaluation & Observability. - You are working with Google Cloud and wish to deploy generative AI agents quickly using production-ready templates that come with integrated CI/CD pipelines. ### Choose langchain-streamlit-template if… - Tags unique to langchain-streamlit-template: chatbot, deployment template, langgraph, python. - Also covers Developer Tools. - You need a specific template that is designed for LangGraph agents and Streamlit. ## When NOT to use agent-starter-pack - Your project is hosted on a cloud provider other than Google Cloud, as this tool is optimized for GCP services and uses Terraform specifically configured for deployment with it. - You do not need or want built-in CI/CD pipelines and evaluation tools, preferring to manage these components separately through different tools or self-configured setups. ## When NOT to use langchain-streamlit-template - If you prefer frameworks other than Streamlit for creating web apps, this tool will not be suitable. - This tool is not recommended if you are working on projects that do not require integration with or monitoring through LangGraph agents. ## Common questions ### What is the difference between agent-starter-pack and langchain-streamlit-template? agent-starter-pack: Ship AI Agents to Google Cloud in minutes with built-in CI/CD, evaluation, and observability. langchain-streamlit-template: Template for deploying a LangGraph agent on Streamlit. See the comparison table for live GitHub stats and shared categories. ### When should I choose agent-starter-pack over langchain-streamlit-template? Choose agent-starter-pack over langchain-streamlit-template when Requirements: Depends on Python 3.10+.; Requires the Google Cloud SDK for interacting with GCP services.; Terraform is needed for deployment purposes.; Make utility should be installed for development tasks.; Tags unique to agent-starter-pack: agents, gcp, gemini, genai-agents; Also covers Evaluation & Observability; You are working with Google Cloud and wish to deploy generative AI agents quickly using production-ready templates that come with integrated CI/CD pipelines. ### When should I choose langchain-streamlit-template over agent-starter-pack? Choose langchain-streamlit-template over agent-starter-pack when Tags unique to langchain-streamlit-template: chatbot, deployment template, langgraph, python; Also covers Developer Tools; You need a specific template that is designed for LangGraph agents and Streamlit. ### When should I avoid agent-starter-pack? Your project is hosted on a cloud provider other than Google Cloud, as this tool is optimized for GCP services and uses Terraform specifically configured for deployment with it. You do not need or want built-in CI/CD pipelines and evaluation tools, preferring to manage these components separately through different tools or self-configured setups. ### When should I avoid langchain-streamlit-template? If you prefer frameworks other than Streamlit for creating web apps, this tool will not be suitable. This tool is not recommended if you are working on projects that do not require integration with or monitoring through LangGraph agents. ### Is agent-starter-pack or langchain-streamlit-template more popular on GitHub? agent-starter-pack has more GitHub stars (6,537 vs 297). Stars measure visibility, not whether either tool fits your constraints. ### Are agent-starter-pack and langchain-streamlit-template open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to agent-starter-pack or langchain-streamlit-template? GraphCanon lists graph-backed alternatives at [agent-starter-pack alternatives](/tools/googlecloudplatform-agent-starter-pack/alternatives) and [langchain-streamlit-template alternatives](/tools/hwchase17-langchain-streamlit-template/alternatives) ([agent-starter-pack markdown twin](/tools/googlecloudplatform-agent-starter-pack/alternatives.md), [langchain-streamlit-template markdown twin](/tools/hwchase17-langchain-streamlit-template/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/googlecloudplatform-agent-starter-pack-vs-hwchase17-langchain-streamlit-template.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, agent-starter-pack or langchain-streamlit-template? agent-starter-pack: Active. langchain-streamlit-template: 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 agent-starter-pack and langchain-streamlit-template? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [agent-starter-pack trust report](/tools/googlecloudplatform-agent-starter-pack/trust); [langchain-streamlit-template trust report](/tools/hwchase17-langchain-streamlit-template/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=googlecloudplatform-agent-starter-pack`](/api/graphcanon/graph?tool=googlecloudplatform-agent-starter-pack) - 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/_