[{"data":1,"prerenderedAt":249},["ShallowReactive",2],{"seo-allowlist":3,"connector-tiptreesystems":73,"related-tiptreesystems":224},[4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72],"activecampaign","ahrefs","airtable","amplitude","asana","avalara","aweber","bamboohr","billcom","bitbucket","brevo-sendinblue","buffer","calendly","clickup","close","confluence","constant-contact","copper","datadog","dialpad","docusign","expensify","figma","freshsales","github","gitlab","gmail","google-adsense","google-calendar","google-drive","google-forms","google-maps","google-sheets","google-slides","greenhouse","hubspot","intercom","jira","jotform","linear","mailchimp","microsoft-teams","miro","mixpanel","mondaycom","notion","outlook","pandadoc","personio","pipedrive","quickbooks-online","recurly","salesforce","sendgrid","sentry","slack","square","stripe","tableau","todoist","trello","typeform","wix","workable","wrike","youtube","zendesk","zoho-crm","zoom",{"id":74,"name":75,"icon":76,"description":77,"provider":78,"authType":79,"availableAuthTypes":80,"apiDocsUrl":81,"authDocsUrl":81,"category":82,"pageCopy":83,"datasets":117},"tiptreesystems","Lacuna Research","\u002Fconnectoricons\u002Ftiptreesystems.png","Lacuna maps machine learning research: over 2.2 million papers linked to 28,588 research directions and 215,520 authors, plus venues, institutions and generated research hypotheses. Its MCP server lets your AI app search that graph and read papers alongside their code and datasets. ContextGate connects all 13 tools to Claude, ChatGPT and Cursor, with every query on record.","vendor_mcp","none",[79],"https:\u002F\u002Flacuna.tiptreesystems.com","Developer Tools & Data",{"title":84,"description":85,"heading":86,"connect":87,"sections":102,"utmCampaign":116},"Lacuna Research MCP: ML papers in Claude & ChatGPT","Lacuna Research MCP: search an ML research graph of 2.2M papers, directions and authors from Claude or ChatGPT. No sign-in; every query is logged.","Lacuna Research MCP: a machine learning research map for your AI app",{"heading":88,"steps":89},"Add Lacuna to Claude, ChatGPT or Cursor",[90,92,94,100],{"text":91},"Click Connect Lacuna Research free. There's no sign-in, so its tools are ready at once.",{"text":93},"All 13 tools read from Lacuna's research graph. Keep `search_lacuna` and `get_paper` at a minimum, and switch off the author and institution lookups if your work is about papers rather than people.",{"text":95,"link":96,"after":99},"Add ContextGate to your AI app as a connector or MCP server. The steps for each app are on",{"label":97,"href":98},"the Works with page","\u002Fworks-with\u002F",".",{"text":101},"Ask your AI app for recent papers in a research direction such as diffusion models for audio, then open Activity to see the `search_lacuna` and `get_direction_papers` calls.",[103,111],{"heading":104,"bullets":105,"note":110},"Research questions Lacuna can answer",[106,107,108,109],"Search papers, research directions, authors, venues and institutions with `search_lacuna`.","Open a paper with `get_paper` and include its linked code repositories, datasets, models and demos.","Explore a research direction and page through its papers with `get_direction_papers`.","Inspect a generated research proposal with `get_hypothesis`.","Lacuna's server has 13 tools; these are four of them.",{"heading":112,"bullets":113},"An audit trail for literature searches",[114,115],"Activity records each call, so you can retrace how your AI app found a paper.","Switch off the author tools, such as `get_author_neighbors`, and calls to them are refused.","tiptreesystems-mcp",[118,128,136,144,152,160,168,176,184,192,200,208,216],{"name":119,"description":120,"recordCount":121,"type":122,"requiredParams":123,"optionalParams":124,"exampleEndpoint":121,"docsUrl":81,"sampleFields":125,"sampleData":126},"search_lacuna","Search Lacuna's ML\u002FAI corpus for papers, research directions, authors,\n    venues, institutions, novel research hypotheses, and research resources\n    (code rep","N\u002FA","tool",[],[],[],[127],{"endpoint":121,"docs":81},{"name":129,"description":130,"recordCount":121,"type":122,"requiredParams":131,"optionalParams":132,"exampleEndpoint":121,"docsUrl":81,"sampleFields":133,"sampleData":134},"get_hypothesis","Fetch a generated novel ML\u002FAI research proposal from Lacuna.\n\n    Use after search_lacuna(search_type=\"hypothesis\") to inspect a proposal.\n\n    view selects the",[],[],[],[135],{"endpoint":121,"docs":81},{"name":137,"description":138,"recordCount":121,"type":122,"requiredParams":139,"optionalParams":140,"exampleEndpoint":121,"docsUrl":81,"sampleFields":141,"sampleData":142},"get_direction","Fetch a Lacuna research direction\u002Fcluster.\n\n    Use a numeric cluster ID (for example 25005) or a direction URL ending in\n    that number.\n\n    view selects the",[],[],[],[143],{"endpoint":121,"docs":81},{"name":145,"description":146,"recordCount":121,"type":122,"requiredParams":147,"optionalParams":148,"exampleEndpoint":121,"docsUrl":81,"sampleFields":149,"sampleData":150},"get_direction_papers","Fetch paginated papers associated with a Lacuna research direction\u002Fcluster.\n\n    view selects the per-paper shape:\n\n    - \"compact\" (default, recommended): cita",[],[],[],[151],{"endpoint":121,"docs":81},{"name":153,"description":154,"recordCount":121,"type":122,"requiredParams":155,"optionalParams":156,"exampleEndpoint":121,"docsUrl":81,"sampleFields":157,"sampleData":158},"get_paper","Fetch a Lacuna paper by artifact id or paper URL.\n\n    include_resources adds linked resources (code repositories, datasets, models,\n    and demos) in context a",[],[],[],[159],{"endpoint":121,"docs":81},{"name":161,"description":162,"recordCount":121,"type":122,"requiredParams":163,"optionalParams":164,"exampleEndpoint":121,"docsUrl":81,"sampleFields":165,"sampleData":166},"get_resource","Fetch a Lacuna research resource (code repository, dataset, model, or demo).\n\n    Accepts a resource artifact ID (art_...) or a Lacuna resource URL\n    containi",[],[],[],[167],{"endpoint":121,"docs":81},{"name":169,"description":170,"recordCount":121,"type":122,"requiredParams":171,"optionalParams":172,"exampleEndpoint":121,"docsUrl":81,"sampleFields":173,"sampleData":174},"get_author_papers","Fetch one page of an author's papers, ordered from newest to oldest.",[],[],[],[175],{"endpoint":121,"docs":81},{"name":177,"description":178,"recordCount":121,"type":122,"requiredParams":179,"optionalParams":180,"exampleEndpoint":121,"docsUrl":81,"sampleFields":181,"sampleData":182},"get_author_directions","Fetch one page of an author's named research directions.",[],[],[],[183],{"endpoint":121,"docs":81},{"name":185,"description":186,"recordCount":121,"type":122,"requiredParams":187,"optionalParams":188,"exampleEndpoint":121,"docsUrl":81,"sampleFields":189,"sampleData":190},"get_author_context","Fetch agent-oriented context for a Lacuna author.\n\n    Author profiles describe research output (papers, directions, impact). A\n    free-text `affiliation` fiel",[],[],[],[191],{"endpoint":121,"docs":81},{"name":193,"description":194,"recordCount":121,"type":122,"requiredParams":195,"optionalParams":196,"exampleEndpoint":121,"docsUrl":81,"sampleFields":197,"sampleData":198},"get_author_neighbors","Fetch one ranked page of neighboring\u002Fsimilar Lacuna authors.",[],[],[],[199],{"endpoint":121,"docs":81},{"name":201,"description":202,"recordCount":121,"type":122,"requiredParams":203,"optionalParams":204,"exampleEndpoint":121,"docsUrl":81,"sampleFields":205,"sampleData":206},"get_venue_context","Fetch agent-oriented context for a Lacuna venue, optionally scoped to a year.\n\n    Venue keys are opaque hashes (e.g. \"d7bf22905bd6\"), never human-readable\n    ",[],[],[],[207],{"endpoint":121,"docs":81},{"name":209,"description":210,"recordCount":121,"type":122,"requiredParams":211,"optionalParams":212,"exampleEndpoint":121,"docsUrl":81,"sampleFields":213,"sampleData":214},"get_institution_context","Fetch agent-oriented context for a Lacuna institution.\n\n    view selects the response shape:\n\n    - \"context\" (default, recommended): compact institution contex",[],[],[],[215],{"endpoint":121,"docs":81},{"name":217,"description":218,"recordCount":121,"type":122,"requiredParams":219,"optionalParams":220,"exampleEndpoint":121,"docsUrl":81,"sampleFields":221,"sampleData":222},"get_institution_authors","Fetch one page of authors affiliated with a Lacuna institution.\n\n    Results are ordered by paper count. Use authors_total, authors_returned,\n    authors_offset",[],[],[],[223],{"endpoint":121,"docs":81},[225,228,231,234,237,240,243,246],{"id":226,"name":227},"tomba","Tomba",{"id":229,"name":230},"trend","Trend News Agency",{"id":232,"name":233},"trunk","Trunk Flaky Tests",{"id":235,"name":236},"twelve-data","Twelve Data",{"id":238,"name":239},"ucoz","uCoz",{"id":241,"name":242},"unstoppabledomains","Unstoppable Domains",{"id":244,"name":245},"upstash","Upstash",{"id":247,"name":248},"val","Val Town",1793790251316]