{"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":477,"forks":560,"topics":["chatbot","gpt4","langchain","langchain-python","python","telegram-bot"],"archived":false,"github_pushed_at":"2023-07-27T15:01:48+00:00","maintenance_label":"Dormant","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":null,"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":"2026-07-11T10:47:09.61037+00:00","categories":[{"slug":"llm-frameworks","name":"LLM Frameworks","url":"https://www.graphcanon.com/categories/llm-frameworks","markdown_url":"https://www.graphcanon.com/categories/llm-frameworks.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/llm-frameworks"},{"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"},{"slug":"inference-serving","name":"Inference & Serving","url":"https://www.graphcanon.com/categories/inference-serving","markdown_url":"https://www.graphcanon.com/categories/inference-serving.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/inference-serving"}],"tags":[{"slug":"gpt4","name":"gpt4"},{"slug":"python","name":"python"},{"slug":"telegram-bot","name":"telegram-bot"},{"slug":"langchain","name":"langchain"},{"slug":"langchain-python","name":"langchain-python"},{"slug":"chatbot","name":"chatbot"}],"trust":{"provenance":{"is_fork":false,"github_id":627534556,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-07-11T10:47:03.560Z","maintenance":{"label":"Dormant","score":18,"methodology":"github_public_v1","releases_90d":0,"days_since_push":1079,"last_release_at":null},"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":"2026-07-11T10:47:03.981Z"},"languages":{"value":["python"],"source":"github.language","observed_at":"2026-07-11T10:47:03.981Z"}}}}