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ClientSession\n\nclass OpticsClient:\n    def __init__(self, server_url: str, api_key: str):\n        self.server_url = server_url\n        self.api_key = api_key\n        self.session = None\n\n    async def connect(self):\n        try:\n            self.transport = streamablehttp_client(url=self.server_url, headers={\"SCP-HUB-API-KEY\": self.api_key})\n            self.read, self.write, self.get_session_id = await self.transport.__aenter__()\n            self.session_ctx = ClientSession(self.read, self.write)\n            self.session = await self.session_ctx.__aenter__()\n            await self.session.initialize()\n            return True\n        except:\n            return False\n\n    async def disconnect(self):\n        if self.session:\n            await self.session_ctx.__aexit__(None, None, None)\n        if hasattr(self, 'transport'):\n            await self.transport.__aexit__(None, None, None)\n\n    def parse_result(self, result):\n        try:\n            if hasattr(result, 'content') and result.content:\n                return json.loads(result.content[0].text)\n            return str(result)\n        except:\n            return {\"error\": \"parse error\"}\n\n## Initialize and use\nclient = OpticsClient(\"https:\u002F\u002Fscp.intern-ai.org.cn\u002Fapi\u002Fv1\u002Fmcp\u002F23\u002FOptics_and_Electromagnetics\", \"\u003Cyour-api-key>\")\nawait client.connect()\n\n# Calculate frequency from wavelength\nc = 3e8  # m\u002Fs (speed of light)\nwavelength = 532e-9  # m (green laser)\nfrequency = c \u002F wavelength\nprint(f\"Frequency: {frequency\u002F1e12:.2f} THz\")\n\nawait client.disconnect()\n```\n\n### Use Cases\n- Laser physics, optical communications, spectroscopy, photonics engineering\n","# Optical Frequency Calculation\n\n## Usage\n\n```python\nimport asyncio\nimport json\nfrom mcp.client.streamable_http import streamablehttp_client\nfrom mcp import ClientSession\n\nclass OpticsClient:\n    def __init__(self, server_url: str, api_key: str):\n        self.server_url = server_url\n        self.api_key = api_key\n        self.session = None\n\n    async def connect(self):\n        try:\n            self.transport = streamablehttp_client(url=self.server_url, headers={\"SCP-HUB-API-KEY\": self.api_key})\n            self.read, self.write, self.get_session_id = await self.transport.__aenter__()\n            self.session_ctx = ClientSession(self.read, self.write)\n            self.session = await self.session_ctx.__aenter__()\n            await self.session.initialize()\n            return True\n        except:\n            return False\n\n    async def disconnect(self):\n        if self.session:\n            await self.session_ctx.__aexit__(None, None, None)\n        if hasattr(self, 'transport'):\n            await self.transport.__aexit__(None, None, None)\n\n    def parse_result(self, result):\n        try:\n            if hasattr(result, 'content') and result.content:\n                return json.loads(result.content[0].text)\n            return str(result)\n        except:\n            return {\"error\": \"parse error\"}\n\n## Initialize and use\nclient = OpticsClient(\"https:\u002F\u002Fscp.intern-ai.org.cn\u002Fapi\u002Fv1\u002Fmcp\u002F23\u002FOptics_and_Electromagnetics\", \"\u003Cyour-api-key>\")\nawait client.connect()\n\n# Calculate frequency from wavelength\nc = 3e8  # m\u002Fs (speed of light)\nwavelength = 532e-9  # m (green laser)\nfrequency = c \u002F wavelength\nprint(f\"Frequency: {frequency\u002F1e12:.2f} THz\")\n\nawait client.disconnect()\n```\n\n### Use Cases\n- Laser physics, optical communications, spectroscopy, photonics engineering\n",{"i18n":30,"name":5,"license":33,"metadata":34,"description":7},{"zh":31},{"description":32},"计算光频率与波长关系。","MIT 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For formulating testable hypotheses from data use hypothesis-generation.","https:\u002F\u002Fgithub.com\u002FInternScience\u002FDrClaw\u002Fblob\u002Fmain\u002Fdrclaw\u002Flocal_skill_hub\u002Fthinking\u002Fscientific-brainstorming\u002FSKILL.md",[],[437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,424],"brainstorming","scientific brainstorming","research ideation","stage","connections","generation","exploration","do","planning","creative","ideation","research","sessions","data","hypothesis","open",{"skillNo":454,"name":455,"nameZh":6,"description":456,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":457,"categories":458,"keywords":465,"publishedAt":25},"01M6DMPV4AMCCTWARGPSFHDWJB","scientific-literature-search","Search scientific literature and research papers using FlowSearch to find relevant academic articles and publications.","https:\u002F\u002Fgithub.com\u002FInternScience\u002FDrClaw\u002Fblob\u002Fmain\u002Fdrclaw\u002Flocal_skill_hub\u002Fsearch\u002Fscientific-literature-search\u002FSKILL.md",[459,462],{"categoryNo":460,"categoryName":461,"taxonomyType":403,"taxonomyTypeDesc":404},"01JBSEEDCAT000000000000021","资料检索与研究",{"categoryNo":463,"categoryName":464,"taxonomyType":403,"taxonomyTypeDesc":404},"01JBSEEDCAT000000000000023","Skill与智能体开发",[466,467,448,468,469,470],"search","scientific literature search","find","Academic","搜索",{"skillNo":472,"name":473,"nameZh":6,"description":474,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":475,"categories":476,"keywords":483,"publishedAt":25},"01M6DMPQJP8HVFV54V05D6K9HA","pubmed-article-search","Search PubMed database for scientific articles and publications to retrieve biomedical literature.","https:\u002F\u002Fgithub.com\u002FInternScience\u002FDrClaw\u002Fblob\u002Fmain\u002Fdrclaw\u002Flocal_skill_hub\u002Fsearch\u002Fpubmed-article-search\u002FSKILL.md",[477,480],{"categoryNo":478,"categoryName":479,"taxonomyType":403,"taxonomyTypeDesc":404},"01JBSEEDCAT000000000000018","写作与文案",{"categoryNo":481,"categoryName":482,"taxonomyType":408,"taxonomyTypeDesc":409},"01JBSEEDCAT000000000000036","内容创作者",[484,485,466,470,486,487,488],"pubmed article search","article","database","pubmed database","biomedical",{"skillNo":490,"name":491,"nameZh":6,"description":492,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":493,"categories":494,"keywords":496,"publishedAt":25},"01M6DMPK4H3JQ185M97BRB9KQJ","biomedical-web-search","Search biomedical literature and web content using Tavily search engine for research and clinical information.","https:\u002F\u002Fgithub.com\u002FInternScience\u002FDrClaw\u002Fblob\u002Fmain\u002Fdrclaw\u002Flocal_skill_hub\u002Fsearch\u002Fbiomedical-web-search\u002FSKILL.md",[495],{"categoryNo":460,"categoryName":461,"taxonomyType":403,"taxonomyTypeDesc":404},[497,488,498,466,499,500,448,501,502,470,503],"biomedical web search","web search","web","tavily","content","engine","clinical",{"skillNo":505,"name":506,"nameZh":6,"description":507,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":508,"categories":509,"keywords":511,"publishedAt":25},"01M6DMNNJH9V1S5PQHZRX0N934","uniprot-protein-retrieval","Retrieve protein sequences and functional information from UniProt database by protein name, enabling protein analysis and bioinformatics workflows.","https:\u002F\u002Fgithub.com\u002FInternScience\u002FDrClaw\u002Fblob\u002Fmain\u002Fdrclaw\u002Flocal_skill_hub\u002Fscience\u002Fprotein\u002Funiprot-protein-retrieval\u002FSKILL.md",[510],{"categoryNo":463,"categoryName":464,"taxonomyType":403,"taxonomyTypeDesc":404},[512,486,20,513,514,515,516],"uniprot protein retrieval","uniprot database","bioinformatics","name","workflows"]