{"data":{"slug":"steamship-core-langchain-production-starter","name":"langchain-production-starter","tagline":"Deploy LangChain Agents and connect them to Telegram","github_url":"https://github.com/steamship-core/langchain-production-starter","owner":"steamship-core","repo":"langchain-production-starter","owner_avatar_url":"https://avatars.githubusercontent.com/u/99272373?v=4","primary_language":"Python","stars":479,"forks":553,"topics":["chatbot","gpt4","langchain","langchain-python","python","telegram-bot"],"archived":false,"github_pushed_at":"2023-07-27T15:01:48+00:00","maintenance_label":"Dormant","stars_delta_30d":2,"url":"https://www.graphcanon.com/tools/steamship-core-langchain-production-starter","markdown_url":"https://www.graphcanon.com/tools/steamship-core-langchain-production-starter.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/steamship-core-langchain-production-starter","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=steamship-core-langchain-production-starter","description":"Deploy LangChain Agents and connect them to Telegram","homepage_url":null,"license":null,"open_issues":4,"watchers":8,"ai_summary":"This repository offers a starting kit for those who wish to deploy LangChain agents and integrate these agents with the Telegram platform.","readme_excerpt":"## Getting started \n\nTo run your companion locally:\n\n```\npip install -r requirements.txt\npython src/api.py \n```\n\nTo deploy your companion & connect it to Telegram:\n\n```\npip install -r requirements.txt\nship deploy && ship use \n```\n\nYou will need to fetch a Telegram key to connect your companion to Telegram. [This guide](/docs/register-telegram-bot.md) will show you how.\n\n\nIf you want to set-up billing you will need to fetch a payment provider key. [This guide](/docs/payment-telegram-bot.md) will show you how.\n\n---\n\n## License\nThis project is licensed under the MIT License.","github_created_at":"2023-04-13T17:04:29+00:00","created_at":"2026-07-11T10:47:01.781158+00:00","updated_at":"2026-09-20T05:22:49.739854+00:00","categories":[{"slug":"ai-agents","name":"AI Agents","url":"https://www.graphcanon.com/categories/ai-agents","markdown_url":"https://www.graphcanon.com/categories/ai-agents.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/ai-agents"}],"tags":[{"slug":"chatbot","name":"chatbot"},{"slug":"gpt4","name":"gpt4"},{"slug":"langchain","name":"langchain"},{"slug":"langchain-python","name":"langchain-python"},{"slug":"python","name":"python"},{"slug":"telegram-bot","name":"telegram-bot"}],"trust":{"provenance":{"is_fork":false,"github_id":627534556,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-09-20T05:22:46.957Z","maintenance":{"label":"Dormant","score":18,"methodology":"github_public_v1","releases_90d":0,"days_since_push":1150,"last_release_at":null,"stars_delta_30d":2,"open_issues_delta_30d":0},"security_summary":{"status":"findings","scanner":"osv@v1","low_count":38,"high_count":0,"last_scan_at":"2026-07-11T10:47:04.552Z","medium_count":0,"scan_profile":"deps","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-09-20T05:22:47.974Z"},"languages":{"value":["python"],"source":"github.language","observed_at":"2026-09-20T05:22:47.974Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":{"notes":[],"min_ram_gb":null,"requires_docker":false},"constraints":{"min_ram_gb":null,"requires_docker":false},"when_to_use":["- 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.","- Your project involves working with LangChain agents in a production setting, given that this starter kit is tailored for deployment and connectivity features suited for LangChain.","- Need detailed setup instructions including how to deploy locally or connect to Telegram directly via provided command-line steps."],"when_not_to_use":["- 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."],"source":"enrich:decision_facts","observed_at":"2026-07-14T19:44:17.819Z"},"constraint_facets":{"min_ram_gb":null,"requires_docker":false},"decision_summary":[{"label":"Adopt for","value":"langchain-production-starter offers a Python-based starter kit for deploying LangChain agents and integrating them with Telegram."}]}}