Search mode: 'hybrid' uses RRF fusion (dense + sparse BM25) for improved recall — requires collection with named vectors (text-dense + text-sparse). 'dense' uses only the embedding vector (cosine similarity). Falls back to 'dense' automatically for collections with old schema.
{"docsConfig":{"theme":"mint","$schema":"https://mintlify.com/docs.json","name":"strattum.ai","colors":{"primary":"#2E3BD6","light":"#8B93F0","dark":"#2532B8"},"logo":{"light":"https://mintcdn.com/strattumai/_Up8bxNlvkhKDeA-/logo/light.svg?fit=max\u0026auto=format\u0026n=_Up8bxNlvkhKDeA-\u0026q=85\u0026s=100c487f6bd4c1b2dedccfc9ea13d7e1","dark":"https://mintcdn.com/strattumai/_Up8bxNlvkhKDeA-/logo/dark.svg?fit=max\u0026auto=format\u0026n=_Up8bxNlvkhKDeA-\u0026q=85\u0026s=734ada9f9bb2958afdfb0425ecc5e916"},"favicon":"https://mintcdn.com/strattumai/_Up8bxNlvkhKDeA-/favicon.svg?fit=max\u0026auto=format\u0026n=_Up8bxNlvkhKDeA-\u0026q=85\u0026s=c402231ad126577575c2c1d167f6fd3f","navbar":{"links":[{"href":"https://strattum.ai","label":"strattum.ai"}]},"footer":{"socials":{"github":"https://github.com/strattum-ai","linkedin":"https://linkedin.com/company/strattum-ai"}},"contextual":{"options":["copy","view","claude","cursor","vscode"],"display":"header"},"styling":{"latex":false},"navigation":{"global":{"anchors":[{"anchor":"Documentação","icon":"book-open-cover","href":"https://docs.strattum.ai"},{"anchor":"GitHub","icon":"github","href":"https://github.com/strattum-ai"}]},"pages":[]}},"deployment":{"deploymentMetadataValue":{"subdomain":"strattumai","hasAudioNarration":false,"actualSubdomain":"strattumai","customDomains":["docs.strattum.ai"],"gitSource":{"type":"github","owner":"strattum-ai","repo":"docs","deployBranch":"main","contentDirectory":"","isPrivate":false,"mountPath":"","label":""},"chroma":{"liveDeploymentHistoryId":"6ae1f4ad6693c0e39e474719","collectionId":"14ac4670-3c48-4757-a95a-8bc94d977fe7","schemaVersion":"v3","latestBuiltDeploymentHistoryId":"6ae1f4ad6693c0e39e474719"},"feedback":{"thumbs":true},"entitlements":{},"buildId":"6ae1f4ad6693c0e39e474719","clientVersion":"0.0.3990","searchFilterCounts":[{"language":"default","tag":"API Reference","count":161},{"language":"default","tag":"Catalog API","count":61},{"language":"default","tag":"Memory API","count":40},{"language":"default","tag":"Conectores","count":37},{"language":"default","tag":"Skills API","count":33},{"language":"default","tag":"connectors","count":28},{"language":"default","tag":"Knowledge API","count":23},{"language":"default","tag":"memory","count":15},{"language":"default","tag":"transformations","count":15},{"language":"default","tag":"Guia do Admin","count":14}]},"assistantConfig":{"enableAskAiButton":false,"enableStarterQuestions":false,"enableAskAiSearchBar":true},"basePath":"","hasChatPermissions":false,"hasWebMcpPermissions":false,"toggles":[{"name":"kill-isr","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"agent-mintlify-slack","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-v7-file-tree","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"agent-integrations-settings","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"automations-pr-grouping","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"custom-prefix","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"analytics-v7","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"user-flows-analytics","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"no-publish-flow","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"workos-onboarding","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"llms-txt-v2","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"pause-universal-search-reconcile","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"snapshot-serving-live","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"stripTemperatureMiddleware","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"per-site-search-delta","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"support-platform-pylon-zendesk","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"snapshot-serving","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"instant-rollback","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"granular-notifications-server","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"granular-notifications","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-private-page-search","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"automations-fable","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"fixed-ai-action-pricing","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"automation-resolve-merge-conflict","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"scoped-publishing","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"mintql","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"page-level-analytics","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-version-history-v2","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-nav-generations","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"billing-page-v2","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"workspace-projects","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"assistant-v5","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"byok-sep-25","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"fork-pr-previews","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"revalidation-jwt","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"vite-origin","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"editor-agent-model-picker","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"billing-updated-9-15","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"workos-sso-scim","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"hobby-abuse-scan","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"dashboard-inbox","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"workos-signup","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false},{"name":"workos-enabled","enabled":true,"variant":{"name":"disabled","enabled":false,"feature_enabled":true},"impressionData":false}],"isAtlas":false,"googleFontsInlined":false},"customCss":[],"page":{"pagePath":"api-reference/knowledge/semantic-search-over-indexed-knowledge-documents","slug":"/api-reference/knowledge/semantic-search-over-indexed-knowledge-documents","pageMetadata":{"title":"Semantic search over indexed knowledge documents","description":"Embed the query using the configured LLM embedding model and perform\nsemantic search against the Qdrant collection.\n\nReturns chunks ranked by cosine similarity score (highest first).\nOptional ``filters`` narrow results by source or document tags.","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json post /v1/knowledge/search","href":"/api-reference/knowledge/semantic-search-over-indexed-knowledge-documents","autogeneratedByOpenApi":true},"description":{"compiledSource":"\"use strict\";\nconst {Fragment: _Fragment, jsx: _jsx, jsxs: _jsxs} = arguments[0];\nconst {useMDXComponents: _provideComponents} = arguments[0];\nfunction _createMdxContent(props) {\n const _components = {\n code: \"code\",\n p: \"p\",\n ..._provideComponents(),\n ...props.components\n };\n return _jsxs(_Fragment, {\n children: [_jsx(_components.p, {\n children: \"Embed the query using the configured LLM embedding model and perform\\nsemantic search against the Qdrant collection.\"\n }), \"\\n\", _jsxs(_components.p, {\n children: [\"Returns chunks ranked by cosine similarity score (highest first).\\nOptional \", _jsx(_components.code, {\n children: \"filters\"\n }), \" narrow results by source or document tags.\"]\n })]\n });\n}\nfunction MDXContent(props = {}) {\n const {wrapper: MDXLayout} = {\n ..._provideComponents(),\n ...props.components\n };\n return MDXLayout ? _jsx(MDXLayout, {\n ...props,\n children: _jsx(_createMdxContent, {\n ...props\n })\n }) : _createMdxContent(props);\n}\nreturn {\n default: MDXContent\n};\n","frontmatter":{},"scope":{}},"pageType":"default","mdx":{"mdxSource":{"compiledSource":"\"use strict\";const{Fragment:_Fragment,jsx:_jsx}=arguments[0];const{useMDXComponents:_provideComponents}=arguments[0];function _createMdxContent(props){return _jsx(_Fragment,{})}function MDXContent(props={}){const{wrapper:MDXLayout}={..._provideComponents(),...props.components};return MDXLayout?_jsx(MDXLayout,{...props,children:_jsx(_createMdxContent,{...props})}):_createMdxContent(props)}return{default:MDXContent}","frontmatter":{},"scope":{"config":{},"pageMetadata":{"title":"Semantic search over indexed knowledge documents","description":"Embed the query using the configured LLM embedding model and perform\nsemantic search against the Qdrant collection.\n\nReturns chunks ranked by cosine similarity score (highest first).\nOptional ``filters`` narrow results by source or document tags.","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json post /v1/knowledge/search","href":"/api-reference/knowledge/semantic-search-over-indexed-knowledge-documents","autogeneratedByOpenApi":true}}},"mdxSourceWithNoJs":null},"mdxExtracts":{"tableOfContents":[],"codeExamples":{}},"jsLinks":[],"openApiReferenceData":{"operation":{"tags":["knowledge"],"summary":"Semantic search over indexed knowledge documents","description":"Embed the query using the configured LLM embedding model and perform\nsemantic search against the Qdrant collection.\n\nReturns chunks ranked by cosine similarity score (highest first).\nOptional ``filters`` narrow results by source or document tags.","operationId":"search_knowledge_v1_knowledge_search_post","requestBody":"c2c7f29e-38c3-45ba-b5a3-7425047a9883","responses":{"200":"6d33efc8-719b-4312-95ea-f2e60bafc7b7","422":"464ae800-029a-4a33-af2d-e90e2f055c64","503":"11e5d79c-a895-41bb-914a-501a25898eb6"},"method":"post","type":"path","servers":[],"security":[],"path":"/v1/knowledge/search","baseUrlOptions":[],"title":"Semantic search over indexed knowledge documents","codeSamples":[],"requiredOnlyExamples":false,"requestExampleType":"generated","responseExampleType":"generated"},"dependencies":{"parameters":{},"requestBody":{"content":{"application/json":{"schema":{"properties":{"query":{"type":"string","minLength":1,"title":"Query","description":"Free-text question or query to embed and search semantically.","examples":["Qual a politica de SLA para clientes Enterprise?"],"isRequired":true,"uniqueKey":"query","typeLabel":"string"},"top_k":{"type":"integer","maximum":50,"minimum":1,"title":"Top K","description":"Maximum number of chunks to return.","default":5,"uniqueKey":"top_k","typeLabel":"integer"},"filters":{"oneOf":[{"type":"object","title":"SearchFilters","description":"Optional filters applied to the Qdrant search.","properties":{"source":{"oneOf":[{"type":"string","title":"Source","description":"Filter by document source ('gdrive', 'sharepoint').","uniqueKey":"filters.oneOf.0.source.oneOf.0","typeLabel":"string"},{"type":"null","title":"Source","description":"Filter by document source ('gdrive', 'sharepoint').","uniqueKey":"filters.oneOf.0.source.oneOf.1","typeLabel":"null"}],"uniqueKey":"filters.oneOf.0.source","typeLabel":"string | null"},"tags":{"oneOf":[{"type":"array","items":{"type":"string","uniqueKey":"filters.oneOf.0.tags.oneOf.0.items.[INDEX]","typeLabel":"string"},"title":"Tags","description":"Return only chunks from documents that have ALL these tags.","uniqueKey":"filters.oneOf.0.tags.oneOf.0","typeLabel":"string[]"},{"type":"null","title":"Tags","description":"Return only chunks from documents that have ALL these tags.","uniqueKey":"filters.oneOf.0.tags.oneOf.1","typeLabel":"null"}],"uniqueKey":"filters.oneOf.0.tags","typeLabel":"string[] | null"}},"uniqueKey":"filters.oneOf.0","typeLabel":"SearchFilters · object"},{"type":"null","description":"Optional filters applied to the Qdrant search.","uniqueKey":"filters.oneOf.1","typeLabel":"null"}],"uniqueKey":"filters","typeLabel":"SearchFilters · object | null"},"search_mode":{"type":"string","enum":["hybrid","dense"],"title":"Search Mode","description":"Search mode: 'hybrid' uses RRF fusion (dense + sparse BM25) for improved recall — requires collection with named vectors (text-dense + text-sparse). 'dense' uses only the embedding vector (cosine similarity). Falls back to 'dense' automatically for collections with old schema.","default":"hybrid","uniqueKey":"search_mode","typeLabel":"enum\u003cstring>"}},"type":"object","required":["query"],"title":"SearchRequest","description":"Request body for POST /v1/knowledge/search.","uniqueKey":"","typeLabel":"SearchRequest · object"},"examples":{"Example":{"title":"Example","value":{"query":"Qual a politica de SLA para clientes Enterprise?","top_k":5,"filters":{"source":"\u003cstring>","tags":["\u003cstring>"]},"search_mode":"hybrid"}}},"exampleType":"generated"}},"required":true,"exampleType":"generated"},"responses":{"6d33efc8-719b-4312-95ea-f2e60bafc7b7":{"description":"Successful Response","content":{"application/json":{"schema":{"properties":{"results":{"items":{"properties":{"chunk_id":{"type":"string","title":"Chunk Id","isRequired":true,"uniqueKey":"results.items.[INDEX].chunk_id","typeLabel":"string"},"content":{"type":"string","title":"Content","isRequired":true,"uniqueKey":"results.items.[INDEX].content","typeLabel":"string"},"score":{"type":"number","title":"Score","description":"Cosine similarity score (0-1).","isRequired":true,"uniqueKey":"results.items.[INDEX].score","typeLabel":"number"},"document":{"properties":{"doc_id":{"type":"string","title":"Doc Id","isRequired":true,"uniqueKey":"results.items.[INDEX].document.doc_id","typeLabel":"string"},"title":{"type":"string","title":"Title","isRequired":true,"uniqueKey":"results.items.[INDEX].document.title","typeLabel":"string"},"source":{"type":"string","title":"Source","isRequired":true,"uniqueKey":"results.items.[INDEX].document.source","typeLabel":"string"}},"type":"object","required":["doc_id","title","source"],"title":"ChunkDocumentRef","description":"Document reference embedded in a search result chunk.","isRequired":true,"uniqueKey":"results.items.[INDEX].document","typeLabel":"ChunkDocumentRef · object"},"metadata":{"properties":{"position":{"oneOf":[{"type":"integer","title":"Position","uniqueKey":"results.items.[INDEX].metadata.position.oneOf.0","typeLabel":"integer"},{"type":"null","title":"Position","uniqueKey":"results.items.[INDEX].metadata.position.oneOf.1","typeLabel":"null"}],"uniqueKey":"results.items.[INDEX].metadata.position","typeLabel":"integer | null"},"indexed_at":{"oneOf":[{"type":"string","title":"Indexed At","uniqueKey":"results.items.[INDEX].metadata.indexed_at.oneOf.0","typeLabel":"string"},{"type":"null","title":"Indexed At","uniqueKey":"results.items.[INDEX].metadata.indexed_at.oneOf.1","typeLabel":"null"}],"uniqueKey":"results.items.[INDEX].metadata.indexed_at","typeLabel":"string | null"}},"type":"object","title":"ChunkMetadata","description":"Positional and indexing metadata for a chunk.","isRequired":true,"uniqueKey":"results.items.[INDEX].metadata","typeLabel":"ChunkMetadata · object"}},"type":"object","required":["chunk_id","content","score","document","metadata"],"title":"SearchResult","description":"A single ranked search result.","uniqueKey":"results.items.[INDEX]","typeLabel":"SearchResult · object"},"type":"array","title":"Results","isRequired":true,"uniqueKey":"results","typeLabel":"SearchResult · object[]"},"query_embedding_model":{"type":"string","title":"Query Embedding Model","isRequired":true,"uniqueKey":"query_embedding_model","typeLabel":"string"},"total_results":{"type":"integer","title":"Total Results","isRequired":true,"uniqueKey":"total_results","typeLabel":"integer"}},"type":"object","required":["results","query_embedding_model","total_results"],"title":"SearchResponse","description":"Response for POST /v1/knowledge/search.","uniqueKey":"","typeLabel":"SearchResponse · object"},"examples":{"Example":{"title":"Example","value":{"results":[{"chunk_id":"\u003cstring>","content":"\u003cstring>","score":123,"document":{"doc_id":"\u003cstring>","title":"\u003cstring>","source":"\u003cstring>"},"metadata":{"position":123,"indexed_at":"\u003cstring>"}}],"query_embedding_model":"\u003cstring>","total_results":123}}},"exampleType":"generated"}},"exampleType":"generated"},"464ae800-029a-4a33-af2d-e90e2f055c64":{"description":"Validation Error","content":{"application/json":{"schema":{"properties":{"detail":{"items":{"properties":{"loc":{"items":{"oneOf":[{"type":"string","uniqueKey":"detail.items.[INDEX].loc.items.[INDEX].oneOf.0","typeLabel":"string"},{"type":"integer","uniqueKey":"detail.items.[INDEX].loc.items.[INDEX].oneOf.1","typeLabel":"integer"}],"uniqueKey":"detail.items.[INDEX].loc.items.[INDEX]","typeLabel":"string | integer"},"type":"array","title":"Location","isRequired":true,"uniqueKey":"detail.items.[INDEX].loc","typeLabel":"(string | integer)[]"},"msg":{"type":"string","title":"Message","isRequired":true,"uniqueKey":"detail.items.[INDEX].msg","typeLabel":"string"},"type":{"type":"string","title":"Error Type","isRequired":true,"uniqueKey":"detail.items.[INDEX].type","typeLabel":"string"},"input":{"oneOf":[{"title":"Input"}],"uniqueKey":"detail.items.[INDEX].input","typeLabel":"any"},"ctx":{"type":"object","title":"Context","uniqueKey":"detail.items.[INDEX].ctx","typeLabel":"Context · object"}},"type":"object","required":["loc","msg","type"],"title":"ValidationError","uniqueKey":"detail.items.[INDEX]","typeLabel":"ValidationError · object"},"type":"array","title":"Detail","uniqueKey":"detail","typeLabel":"ValidationError · object[]"}},"type":"object","title":"HTTPValidationError","uniqueKey":"","typeLabel":"HTTPValidationError · object"},"examples":{"Example":{"title":"Example","value":{"detail":[{"loc":["\u003cstring>"],"msg":"\u003cstring>","type":"\u003cstring>","input":"\u003cunknown>","ctx":{}}]}}},"exampleType":"generated"}},"exampleType":"generated"},"11e5d79c-a895-41bb-914a-501a25898eb6":{"description":"Qdrant is unavailable","content":{"_mintlify/placeholder":{"schema":{"type":"object","description":""}}}}},"security":{},"servers":{}},"originalFileLocation":"api-reference/knowledge-api.json"},"subdomain":"strattumai","siteName":"strattum.ai","title":"Semantic search over indexed knowledge documents - strattum.ai","navMaps":{"firstHrefInVersion":{},"firstHrefInLanguage":{}},"lastModified":"2026-07-31T01:56:27.328Z","originalFileLocation":"api-reference/knowledge/semantic-search-over-indexed-knowledge-documents.mdx"},"headHtml":"\u003cscript data-mint-head>(function(){var d=document.documentElement,p=null;if(!p){try{p=localStorage.getItem(\"isDarkMode\")}catch(e){}if(p==='true')p='dark';else if(p==='false')p='light';if(p!=='light'\u0026\u0026p!=='dark'\u0026\u0026p!=='system')p=\"system\"}var r=p==='system'?(matchMedia(\"(prefers-color-scheme: dark)\").matches?'dark':'light'):p;d.classList.remove(r==='dark'?'light':'dark');d.classList.add(r);d.setAttribute(\"data-theme-preference\",p)})();\u003c/script>\u003cmeta data-mint-head name=\"description\" content=\"Embed the query using the configured LLM embedding model and perform semantic search against the Qdrant collection. Returns chunks ranked by cosine similarity score (highest first). Optional filters narrow results by source or document tags.\">\u003cmeta data-mint-head name=\"application-name\" content=\"strattum.ai\">\u003cmeta data-mint-head name=\"generator\" content=\"Mintlify\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"192x192\" href=\"/mintlify-assets/_mintlify/favicons/strattumai/V101nzxORCPcM-i1/_generated/favicon/android-chrome-192x192.png\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"apple-touch-icon\" type=\"image/png\" sizes=\"180x180\" href=\"/mintlify-assets/_mintlify/favicons/strattumai/V101nzxORCPcM-i1/_generated/favicon/apple-touch-icon.png\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/mintlify-assets/_mintlify/favicons/strattumai/V101nzxORCPcM-i1/_generated/favicon/favicon-16x16.png\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/mintlify-assets/_mintlify/favicons/strattumai/V101nzxORCPcM-i1/_generated/favicon/favicon-32x32.png\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"shortcut icon\" type=\"image/x-icon\" href=\"/mintlify-assets/_mintlify/favicons/strattumai/V101nzxORCPcM-i1/_generated/favicon/favicon.ico\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"192x192\" href=\"/mintlify-assets/_mintlify/favicons/strattumai/V101nzxORCPcM-i1/_generated/favicon-dark/android-chrome-192x192.png\" media=\"(prefers-color-scheme: dark)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/mintlify-assets/_mintlify/favicons/strattumai/V101nzxORCPcM-i1/_generated/favicon-dark/favicon-16x16.png\" media=\"(prefers-color-scheme: dark)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/mintlify-assets/_mintlify/favicons/strattumai/V101nzxORCPcM-i1/_generated/favicon-dark/favicon-32x32.png\" media=\"(prefers-color-scheme: dark)\">\u003clink data-mint-head rel=\"shortcut icon\" type=\"image/x-icon\" href=\"/mintlify-assets/_mintlify/favicons/strattumai/V101nzxORCPcM-i1/_generated/favicon-dark/favicon.ico\" media=\"(prefers-color-scheme: dark)\">\u003cmeta data-mint-head property=\"og:title\" content=\"Semantic search over indexed knowledge documents - strattum.ai\">\u003cmeta data-mint-head property=\"og:description\" content=\"Embed the query using the configured LLM embedding model and perform semantic search against the Qdrant collection. Returns chunks ranked by cosine similarity score (highest first). Optional filters narrow results by source or document tags.\">\u003cmeta data-mint-head property=\"og:site_name\" content=\"strattum.ai\">\u003cmeta data-mint-head property=\"og:url\" content=\"https://docs.strattum.ai/api-reference/knowledge/semantic-search-over-indexed-knowledge-documents\">\u003cmeta data-mint-head property=\"og:type\" content=\"website\">\u003cmeta data-mint-head property=\"og:image\" content=\"https://strattumai.mintlify.app/_mintlify/api/og/v2?division=knowledge\u0026amp;title=Semantic+search+over+indexed+knowledge+documents\u0026amp;description=Embed+the+query+using+the+configured+LLM+embedding+model+and+perform%0Asemantic+search+against+the+Qdrant+collection.%0A%0AReturns+chunks+ranked+by+cosine+similarity+\u0026amp;theme=cc883765c09c68555833f71f\u0026amp;signature=584c6018a823262504b0418757a4611746f98ea8d0636a1a58312731137e673f\">\u003cmeta data-mint-head property=\"og:image:width\" content=\"1200\">\u003cmeta data-mint-head property=\"og:image:height\" content=\"630\">\u003cmeta data-mint-head name=\"twitter:card\" content=\"summary_large_image\">\u003cmeta data-mint-head name=\"twitter:title\" content=\"Semantic search over indexed knowledge documents - strattum.ai\">\u003cmeta data-mint-head name=\"twitter:description\" content=\"Embed the query using the configured LLM embedding model and perform semantic search against the Qdrant collection. Returns chunks ranked by cosine similarity score (highest first). Optional filters narrow results by source or document tags.\">\u003cmeta data-mint-head name=\"twitter:image\" content=\"https://strattumai.mintlify.app/_mintlify/api/og/v2?division=knowledge\u0026amp;title=Semantic+search+over+indexed+knowledge+documents\u0026amp;description=Embed+the+query+using+the+configured+LLM+embedding+model+and+perform%0Asemantic+search+against+the+Qdrant+collection.%0A%0AReturns+chunks+ranked+by+cosine+similarity+\u0026amp;theme=cc883765c09c68555833f71f\u0026amp;signature=584c6018a823262504b0418757a4611746f98ea8d0636a1a58312731137e673f\">\u003cmeta data-mint-head name=\"twitter:image:width\" content=\"1200\">\u003cmeta data-mint-head name=\"twitter:image:height\" content=\"630\">\u003cmeta data-mint-head name=\"msapplication-config\" content=\"/mintlify-assets/_mintlify/favicons/strattumai/V101nzxORCPcM-i1/_generated/favicon/browserconfig.xml\">\u003cmeta data-mint-head name=\"apple-mobile-web-app-title\" content=\"strattum.ai\">\u003cmeta data-mint-head name=\"msapplication-TileColor\" content=\"#2E3BD6\">\u003clink data-mint-head rel=\"canonical\" href=\"https://docs.strattum.ai/api-reference/knowledge/semantic-search-over-indexed-knowledge-documents\">\u003clink data-mint-head rel=\"alternate\" type=\"application/xml\" href=\"/sitemap.xml\">\u003clink data-mint-head rel=\"alternate\" type=\"text/markdown\" href=\"/api-reference/knowledge/semantic-search-over-indexed-knowledge-documents.md\">\u003cscript data-mint-head type=\"application/ld+json\">{\"@context\":\"https://schema.org\",\"@graph\":[{\"@type\":\"Organization\",\"@id\":\"https://docs.strattum.ai/#organization\",\"name\":\"strattum.ai\",\"url\":\"https://docs.strattum.ai\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https://mintcdn.com/strattumai/_Up8bxNlvkhKDeA-/logo/light.svg?fit=max\u0026auto=format\u0026n=_Up8bxNlvkhKDeA-\u0026q=85\u0026s=100c487f6bd4c1b2dedccfc9ea13d7e1\"}},{\"@type\":\"WebSite\",\"@id\":\"https://docs.strattum.ai#website\",\"name\":\"strattum.ai\",\"url\":\"https://docs.strattum.ai\",\"publisher\":{\"@id\":\"https://docs.strattum.ai/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https://docs.strattum.ai/api-reference/knowledge/semantic-search-over-indexed-knowledge-documents#webpage\",\"url\":\"https://docs.strattum.ai/api-reference/knowledge/semantic-search-over-indexed-knowledge-documents\",\"name\":\"Semantic search over indexed knowledge documents\",\"description\":\"Embed the query using the configured LLM embedding model and perform semantic search against the Qdrant collection. Returns chunks ranked by cosine similarity score (highest first). Optional filters narrow results by source or document tags.\",\"dateModified\":\"2026-07-31T01:56:27.328Z\",\"isPartOf\":{\"@id\":\"https://docs.strattum.ai#website\"},\"breadcrumb\":{\"@id\":\"https://docs.strattum.ai/api-reference/knowledge/semantic-search-over-indexed-knowledge-documents#breadcrumb\"}},{\"@type\":\"BreadcrumbList\",\"@id\":\"https://docs.strattum.ai/api-reference/knowledge/semantic-search-over-indexed-knowledge-documents#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Knowledge API\",\"item\":\"https://docs.strattum.ai/api-reference/knowledge/introduction\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Semantic search over indexed knowledge documents\",\"item\":\"https://docs.strattum.ai/api-reference/knowledge/semantic-search-over-indexed-knowledge-documents\"}]},{\"@type\":[\"TechArticle\",\"APIReference\"],\"@id\":\"https://docs.strattum.ai/api-reference/knowledge/semantic-search-over-indexed-knowledge-documents#apireference\",\"headline\":\"Semantic search over indexed knowledge documents\",\"name\":\"Semantic search over indexed knowledge documents\",\"description\":\"Embed the query using the configured LLM embedding model and perform semantic search against the Qdrant collection. Returns chunks ranked by cosine similarity score (highest first). Optional filters narrow results by source or document tags.\",\"url\":\"https://docs.strattum.ai/api-reference/knowledge/semantic-search-over-indexed-knowledge-documents\",\"mainEntityOfPage\":{\"@id\":\"https://docs.strattum.ai/api-reference/knowledge/semantic-search-over-indexed-knowledge-documents#webpage\"},\"dateModified\":\"2026-07-31T01:56:27.328Z\",\"publisher\":{\"@id\":\"https://docs.strattum.ai/#organization\"},\"isPartOf\":{\"@id\":\"https://docs.strattum.ai#website\"}}]}\u003c/script>\u003cscript data-mint-head type=\"application/ld+json\">{\"@context\":\"https://schema.org\",\"@type\":\"WebSite\",\"name\":\"strattum.ai\",\"creator\":{\"@type\":\"Organization\",\"name\":\"Mintlify\",\"url\":\"https://mintlify.com\"}}\u003c/script>","siteName":"strattum.ai","nav":{"global":{"anchors":[{"anchor":"Documentação","icon":"book-open-cover","href":"https://docs.strattum.ai"},{"anchor":"GitHub","icon":"github","href":"https://github.com/strattum-ai"}]},"tabs":[{"tab":"Guia do Usuário","pages":[{"title":"Guia do Usuário","href":""}]},{"tab":"Getting Started","pages":[{"title":"Getting Started","href":"/faq/byoc"}]},{"tab":"Conectores","pages":[{"title":"Conectores","href":"/connectors/overview"}]},{"tab":"Produtos","pages":[{"title":"Produtos","href":"/data-pipelines/overview"}]},{"tab":"Integrações \u0026 MCP","pages":[{"title":"Integrações \u0026 MCP","href":"/mcp-server"}]},{"tab":"Guia do Admin","pages":[{"title":"Guia do Admin","href":"/faq/access-management"}]},{"tab":"Segurança \u0026 Arquitetura","pages":[{"title":"Segurança \u0026 Arquitetura","href":"/platform-architecture"}]},{"tab":"Troubleshooting","pages":[{"title":"Troubleshooting","href":"/troubleshooting/connectors"}]},{"tab":"API Reference","groups":[{"group":"Visão Geral","pages":[{"title":"Visão Geral da API","href":"/api-reference/introduction"}]},{"group":"Memory API","pages":[{"title":"Memory API","href":"/api-reference/memory/introduction"},{"group":"health","pages":[{"title":"Health check","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json get /healthz","href":"/api-reference/health/health-check"}]},{"group":"memory","pages":[{"title":"List entities by type","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/memory/entities","href":"/api-reference/memory/list-entities-by-type"},{"title":"Create or retrieve an entity","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json post /v1/memory/entities","href":"/api-reference/memory/create-or-retrieve-an-entity"},{"title":"Entity counts grouped by type","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/memory/entities/counts","href":"/api-reference/memory/entity-counts-grouped-by-type"},{"title":"Get entity profile","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/memory/entity/{entity_id}","href":"/api-reference/memory/get-entity-profile"},{"title":"Get entity timeline","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/memory/entity/{entity_id}/timeline","href":"/api-reference/memory/get-entity-timeline"},{"title":"Get entity graph context","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/memory/entity/{entity_id}/graph","href":"/api-reference/memory/get-entity-graph-context"},{"title":"Get full tenant graph","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/memory/graph","href":"/api-reference/memory/get-full-tenant-graph"},{"title":"Execute a read-only Cypher query","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json post /v1/memory/cypher","href":"/api-reference/memory/execute-a-read-only-cypher-query"},{"title":"Get entity source map","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/memory/entity/{entity_id}/sources","href":"/api-reference/memory/get-entity-source-map"},{"title":"Get formatted agent context","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/memory/entity/{entity_id}/context","href":"/api-reference/memory/get-formatted-agent-context"},{"title":"Search entities","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json post /v1/memory/search","href":"/api-reference/memory/search-entities"},{"title":"Get Memory runtime settings","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/memory/config/settings","href":"/api-reference/memory/get-memory-runtime-settings"},{"title":"Update entity resolution confidence threshold","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json patch /v1/memory/config/threshold","href":"/api-reference/memory/update-entity-resolution-confidence-threshold"},{"title":"Entity counts by source connector","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/memory/stats/by-source","href":"/api-reference/memory/entity-counts-by-source-connector"},{"title":"Reset memory watermarks and trigger a full graph rebuild","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json post /v1/memory/full-refresh","href":"/api-reference/memory/reset-memory-watermarks-and-trigger-a-full-graph-rebuild"}]},{"group":"ner-review","pages":[{"title":"List per-source NER confidence thresholds","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/memory/ner-review/thresholds","href":"/api-reference/ner-review/list-per-source-ner-confidence-thresholds"},{"title":"Update NER threshold for a source type","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json put /v1/memory/ner-review/thresholds/{source_type}","href":"/api-reference/ner-review/update-ner-threshold-for-a-source-type"},{"title":"List NER review queue items","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/memory/ner-review","href":"/api-reference/ner-review/list-ner-review-queue-items"},{"title":"Get a single NER review queue item","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/memory/ner-review/{item_id}","href":"/api-reference/ner-review/get-a-single-ner-review-queue-item"},{"title":"Apply corrections to a NER review item","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json patch /v1/memory/ner-review/{item_id}","href":"/api-reference/ner-review/apply-corrections-to-a-ner-review-item"},{"title":"Bulk-confirm all detected entities in a review item","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json post /v1/memory/ner-review/{item_id}/bulk","href":"/api-reference/ner-review/bulk-confirm-all-detected-entities-in-a-review-item"}]},{"group":"ontology","pages":[{"title":"Get the current active ontology","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/ontology","href":"/api-reference/ontology/get-the-current-active-ontology"},{"title":"Save a new ontology draft version","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json put /v1/ontology","href":"/api-reference/ontology/save-a-new-ontology-draft-version"},{"title":"Validate ontology YAML structure","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json post /v1/ontology/validate","href":"/api-reference/ontology/validate-ontology-yaml-structure"},{"title":"Apply a saved ontology version","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json post /v1/ontology/apply","href":"/api-reference/ontology/apply-a-saved-ontology-version"},{"title":"List all saved ontology versions","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/ontology/history","href":"/api-reference/ontology/list-all-saved-ontology-versions"},{"title":"List node labels from the active ontology","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/ontology/nodes","href":"/api-reference/ontology/list-node-labels-from-the-active-ontology"},{"title":"Get ontology schema status","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/ontology/status","href":"/api-reference/ontology/get-ontology-schema-status"},{"title":"Ontology structure for graph visualisation","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/ontology/graph","href":"/api-reference/ontology/ontology-structure-for-graph-visualisation"},{"title":"Get entity resolution suggestions for a set of connectors","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/ontology/cross-source-suggestions","href":"/api-reference/ontology/get-entity-resolution-suggestions-for-a-set-of-connectors"}]},{"group":"phantom","pages":[{"title":"Inject phantom (demo) entities into Memory","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json post /v1/memory/phantom/inject","href":"/api-reference/phantom/inject-phantom-demo-entities-into-memory"},{"title":"Remove all phantom (demo) entities from Memory","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json delete /v1/memory/phantom/clear","href":"/api-reference/phantom/remove-all-phantom-demo-entities-from-memory"}]},{"group":"glossary","pages":[{"title":"Get active corporate glossary","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/memory/glossary","href":"/api-reference/glossary/get-active-corporate-glossary"},{"title":"Save and activate a new glossary version","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json put /v1/memory/glossary","href":"/api-reference/glossary/save-and-activate-a-new-glossary-version"},{"title":"List all glossary versions","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/memory/glossary/history","href":"/api-reference/glossary/list-all-glossary-versions"},{"title":"List auto-learned glossary suggestions","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json get /v1/memory/glossary/suggestions","href":"/api-reference/glossary/list-auto-learned-glossary-suggestions"},{"title":"Submit a new auto-detected glossary suggestion","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json post /v1/memory/glossary/suggestions","href":"/api-reference/glossary/submit-a-new-auto-detected-glossary-suggestion"},{"title":"Approve a glossary suggestion","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json post /v1/memory/glossary/suggestions/{suggestion_id}/approve","href":"/api-reference/glossary/approve-a-glossary-suggestion"},{"title":"Reject a glossary suggestion","deprecated":null,"version":null,"openapi":"/api-reference/memory-api.json post /v1/memory/glossary/suggestions/{suggestion_id}/reject","href":"/api-reference/glossary/reject-a-glossary-suggestion"}]}]},{"group":"Knowledge API","pages":[{"title":"Knowledge API","href":"/api-reference/knowledge/introduction"},{"group":"health","pages":[{"title":"Health check","description":null,"deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json get /healthz","href":"/api-reference/health/health-check"}]},{"group":"knowledge","pages":[{"title":"Semantic search over indexed knowledge documents","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json post /v1/knowledge/search","href":"/api-reference/knowledge/semantic-search-over-indexed-knowledge-documents"},{"title":"List indexed knowledge documents","description":"Return a paginated list of all indexed documents with their metadata.\n\nResults come from the ``knowledge_documents`` PostgreSQL table populated\nby the Knowledge Worker.\n\nPass ``include_tags=true`` to receive entity tags embedded in each\ndocument object, avoiding N+1 round-trips from the client.","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json get /v1/knowledge/documents","href":"/api-reference/knowledge/list-indexed-knowledge-documents"},{"title":"Get document metadata and associated chunks","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json get /v1/knowledge/documents/{doc_id}","href":"/api-reference/knowledge/get-document-metadata-and-associated-chunks"},{"title":"Update document metadata (tags, folder grouping)","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json patch /v1/knowledge/documents/{doc_id}","href":"/api-reference/knowledge/update-document-metadata-tags-folder-grouping"},{"title":"List chunks for a specific document","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json get /v1/knowledge/documents/{doc_id}/chunks","href":"/api-reference/knowledge/list-chunks-for-a-specific-document"},{"title":"Get adjacent chunks for neighbor expansion (Phase 5)","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json get /v1/knowledge/chunks/{chunk_id}/neighbors","href":"/api-reference/knowledge/get-adjacent-chunks-for-neighbor-expansion-phase-5"}]},{"group":"ingest","pages":[{"title":"Delete a document and all its chunks","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json delete /v1/knowledge/documents/{doc_id}","href":"/api-reference/ingest/delete-a-document-and-all-its-chunks"},{"title":"Return the service account email used for Google Drive access","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json get /v1/knowledge/gdrive/info","href":"/api-reference/ingest/return-the-service-account-email-used-for-google-drive-access"},{"title":"Ingest a Google Drive file or folder by sharing URL","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json post /v1/knowledge/ingest/gdrive","href":"/api-reference/ingest/ingest-a-google-drive-file-or-folder-by-sharing-url"},{"title":"Ingest pages from a Confluence space","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json post /v1/knowledge/ingest/confluence","href":"/api-reference/ingest/ingest-pages-from-a-confluence-space"},{"title":"Upload and index a file (PDF, DOCX, XLSX, PPTX)","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json post /v1/knowledge/ingest/upload","href":"/api-reference/ingest/upload-and-index-a-file-pdf-docx-xlsx-pptx"}]},{"group":"tags","pages":[{"title":"List tags for a document","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json get /v1/knowledge/documents/{doc_id}/tags","href":"/api-reference/tags/list-tags-for-a-document"},{"title":"Add a tag to a document","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json post /v1/knowledge/documents/{doc_id}/tags","href":"/api-reference/tags/add-a-tag-to-a-document"},{"title":"Remove a tag from a document","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json delete /v1/knowledge/documents/{doc_id}/tags/{tag}","href":"/api-reference/tags/remove-a-tag-from-a-document"},{"title":"Update tag status","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json patch /v1/knowledge/documents/{doc_id}/tags/{tag}","href":"/api-reference/tags/update-tag-status"}]},{"group":"source-types","pages":[{"title":"List available source type definitions","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json get /v1/knowledge/source-types","href":"/api-reference/source-types/list-available-source-type-definitions"},{"title":"Get sync freshness status for all operational sources","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json get /v1/knowledge/source-types/sync-status","href":"/api-reference/source-types/get-sync-freshness-status-for-all-operational-sources"},{"title":"Get a single source type definition","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json get /v1/knowledge/source-types/{name}","href":"/api-reference/source-types/get-a-single-source-type-definition"},{"title":"Save (create or update) a source type definition","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json post /v1/knowledge/source-types/{name}","href":"/api-reference/source-types/save-create-or-update-a-source-type-definition"},{"title":"Delete a source type definition","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json delete /v1/knowledge/source-types/{name}","href":"/api-reference/source-types/delete-a-source-type-definition"},{"title":"Reset sync status for a source type","deprecated":null,"version":null,"openapi":"/api-reference/knowledge-api.json delete /v1/knowledge/source-types/{name}/sync-status","href":"/api-reference/source-types/reset-sync-status-for-a-source-type"}]}]},{"group":"Catalog API","pages":[{"title":"Catalog API","href":"/api-reference/catalog/overview"},{"group":"catalog","pages":[{"title":"Árvore completa do data lake","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /catalog/tree","href":"/api-reference/catalog/árvore-completa-do-data-lake"},{"title":"Resumo das camadas","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /catalog/layers","href":"/api-reference/catalog/resumo-das-camadas"},{"title":"Contagem de linhas de todas as tabelas","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /catalog/counts","href":"/api-reference/catalog/contagem-de-linhas-de-todas-as-tabelas"},{"title":"Resumo agregado de uma tabela de enrichment","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /catalog/enrichment-summary","href":"/api-reference/catalog/resumo-agregado-de-uma-tabela-de-enrichment"},{"title":"Preview dos dados de uma tabela","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /catalog/preview","href":"/api-reference/catalog/preview-dos-dados-de-uma-tabela"},{"title":"List user-editable column metadata for a table","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /catalog/columns","href":"/api-reference/catalog/list-user-editable-column-metadata-for-a-table"},{"title":"Upsert a column description","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json patch /catalog/columns","href":"/api-reference/catalog/upsert-a-column-description"}]},{"group":"connectors","pages":[{"title":"Retornar templates de transformação padrão de um conector","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /connectors/transforms/{connector_type}","href":"/api-reference/connectors/retornar-templates-de-transformação-padrão-de-um-conector"},{"title":"Retornar ontology fragments dos conectores","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /connectors/ontology-fragments","href":"/api-reference/connectors/retornar-ontology-fragments-dos-conectores"},{"title":"List all connector types that have a knowledge fragment","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /connectors/knowledge-fragments","href":"/api-reference/connectors/list-all-connector-types-that-have-a-knowledge-fragment"},{"title":"Return the knowledge_fragment.yaml for a connector type","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /connectors/{connector_type}/knowledge-fragment","href":"/api-reference/connectors/return-the-knowledge_fragmentyaml-for-a-connector-type"},{"title":"Testar conexão com um conector (sem salvar)","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /connectors/test","href":"/api-reference/connectors/testar-conexão-com-um-conector-sem-salvar"},{"title":"List tables/collections and columns for any connector type (T3.2, T3.7, T3.8)","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /connectors/introspect","href":"/api-reference/connectors/list-tablescollections-and-columns-for-any-connector-type-t32-t37-t38"},{"title":"Suggest ontology labels for selected tables/collections (T4.3)","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /connectors/suggest-ontology","href":"/api-reference/connectors/suggest-ontology-labels-for-selected-tablescollections-t43"},{"title":"Generate transforms or sync config for selected tables (T3.4, T3.7, T3.8)","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /connectors/generate-transforms","href":"/api-reference/connectors/generate-transforms-or-sync-config-for-selected-tables-t34-t37-t38"},{"title":"Apply transforms and update the graph ontology atomically (T3.6, T3.7)","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /connectors/apply-introspection","href":"/api-reference/connectors/apply-transforms-and-update-the-graph-ontology-atomically-t36-t37"},{"title":"Listar conectores configurados","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /connectors","href":"/api-reference/connectors/listar-conectores-configurados"},{"title":"Salvar um novo conector","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /connectors","href":"/api-reference/connectors/salvar-um-novo-conector"},{"title":"Reset incremental state and trigger full re-sync for a connector","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /connectors/full-refresh","href":"/api-reference/connectors/reset-incremental-state-and-trigger-full-re-sync-for-a-connector"},{"title":"Get connector details (internal — not proxied to frontend)","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /connectors/{connector_id}","href":"/api-reference/connectors/get-connector-details-internal-—-not-proxied-to-frontend"},{"title":"Atualizar credenciais de um conector","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json put /connectors/{connector_id}","href":"/api-reference/connectors/atualizar-credenciais-de-um-conector"},{"title":"Remover um conector","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json delete /connectors/{connector_id}","href":"/api-reference/connectors/remover-um-conector"},{"title":"List PII audit records for a connector","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /connectors/{connector_id}/pii-audit","href":"/api-reference/connectors/list-pii-audit-records-for-a-connector"},{"title":"Get AI enrichment config","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /connectors/{connector_type}/ai-config","href":"/api-reference/connectors/get-ai-enrichment-config"},{"title":"Set AI enrichment config","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json put /connectors/{connector_type}/ai-config","href":"/api-reference/connectors/set-ai-enrichment-config"},{"title":"List branches + transform files","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /connectors/{connector_type}/ai-transforms","href":"/api-reference/connectors/list-branches-+-transform-files"},{"title":"Read a transform file's source","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /connectors/{connector_type}/ai-transform-source","href":"/api-reference/connectors/read-a-transform-files-source"},{"title":"Dry-run a transform on one row + cost estimate","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /connectors/{connector_type}/ai-preview","href":"/api-reference/connectors/dry-run-a-transform-on-one-row-+-cost-estimate"},{"title":"Run enrichment now (on-demand)","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /connectors/{connector_type}/ai-run","href":"/api-reference/connectors/run-enrichment-now-on-demand"},{"title":"AI enrichment run status","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /connectors/{connector_type}/ai-status","href":"/api-reference/connectors/ai-enrichment-run-status"},{"title":"List Slack channels using stored connector credentials","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /connectors/{connector_id}/slack/channels","href":"/api-reference/connectors/list-slack-channels-using-stored-connector-credentials"},{"title":"List accessible Slack channels","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /connectors/slack/channels","href":"/api-reference/connectors/list-accessible-slack-channels"},{"title":"List accessible Notion databases","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /connectors/notion/databases","href":"/api-reference/connectors/list-accessible-notion-databases"},{"title":"List Confluence spaces using stored connector credentials","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /connectors/confluence/spaces","href":"/api-reference/connectors/list-confluence-spaces-using-stored-connector-credentials"},{"title":"List accessible Confluence spaces","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /connectors/confluence/spaces","href":"/api-reference/connectors/list-accessible-confluence-spaces"}]},{"group":"transformations","pages":[{"title":"List all transformation models","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /transformations","href":"/api-reference/transformations/list-all-transformation-models"},{"title":"Create a new transformation model","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /transformations","href":"/api-reference/transformations/create-a-new-transformation-model"},{"title":"Get transformation model details","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /transformations/{name}","href":"/api-reference/transformations/get-transformation-model-details"},{"title":"Update transformation model SQL","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json put /transformations/{name}","href":"/api-reference/transformations/update-transformation-model-sql"},{"title":"Delete transformation model","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json delete /transformations/{name}","href":"/api-reference/transformations/delete-transformation-model"},{"title":"Get real-time pipeline status for a transformation model","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /transformations/{name}/status","href":"/api-reference/transformations/get-real-time-pipeline-status-for-a-transformation-model"},{"title":"Preview transformation result","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /transformations/preview","href":"/api-reference/transformations/preview-transformation-result"},{"title":"Validate SQL syntax","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /transformations/validate","href":"/api-reference/transformations/validate-sql-syntax"},{"title":"AI-assisted SQL suggestion","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /transformations/suggest","href":"/api-reference/transformations/ai-assisted-sql-suggestion"},{"title":"AI-assisted SQL refinement","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /transformations/refine","href":"/api-reference/transformations/ai-assisted-sql-refinement"},{"title":"Get git history for a transformation model","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /transformations/{name}/history","href":"/api-reference/transformations/get-git-history-for-a-transformation-model"},{"title":"Get SQL content of a specific model version","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /transformations/{name}/history/{commit}","href":"/api-reference/transformations/get-sql-content-of-a-specific-model-version"},{"title":"Rollback model to a previous version","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /transformations/{name}/rollback/{commit}","href":"/api-reference/transformations/rollback-model-to-a-previous-version"},{"title":"Show diff between two versions of a model","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /transformations/{name}/diff","href":"/api-reference/transformations/show-diff-between-two-versions-of-a-model"},{"title":"Run dbt model","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /transformations/{name}/run","href":"/api-reference/transformations/run-dbt-model"}]},{"group":"lineage","pages":[{"title":"Get the full data lineage graph","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /v1/lineage","href":"/api-reference/lineage/get-the-full-data-lineage-graph"}]},{"group":"settings","pages":[{"title":"Lê um setting","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /v1/settings/{key}","href":"/api-reference/settings/lê-um-setting"},{"title":"Grava ou atualiza um setting","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json put /v1/settings/{key}","href":"/api-reference/settings/grava-ou-atualiza-um-setting"}]},{"group":"alerts","pages":[{"title":"List Active Alerts","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /v1/alerts/active","href":"/api-reference/alerts/list-active-alerts"},{"title":"List All Alerts","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /v1/alerts","href":"/api-reference/alerts/list-all-alerts"},{"title":"Upsert Alert","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json post /v1/alerts/","href":"/api-reference/alerts/upsert-alert"},{"title":"Resolve Alert","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json delete /v1/alerts/{fingerprint}","href":"/api-reference/alerts/resolve-alert"}]},{"group":"audit","pages":[{"title":"List Access Events","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /v1/audit/access","href":"/api-reference/audit/list-access-events"},{"title":"Access Summary","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /v1/audit/access/summary","href":"/api-reference/audit/access-summary"}]},{"group":"infra","pages":[{"title":"Health check","deprecated":null,"version":null,"openapi":"/api-reference/catalog-api.json get /health","href":"/api-reference/infra/health-check"}]}]},{"group":"Skills API","pages":[{"title":"Skills API","href":"/api-reference/skills/overview"},{"group":"skills","pages":[{"title":"List Skills","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /skills","href":"/api-reference/skills/list-skills"},{"title":"Get Skill","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /skills/{name}","href":"/api-reference/skills/get-skill"},{"title":"Delete Skill","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json delete /skills/{name}","href":"/api-reference/skills/delete-skill"},{"title":"Get Skill History","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /skills/{name}/history","href":"/api-reference/skills/get-skill-history"},{"title":"Get Skill Usage","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /skills/{name}/usage","href":"/api-reference/skills/get-skill-usage"},{"title":"List Skills","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /v1/skills/skills","href":"/api-reference/skills/list-skills-1"},{"title":"Get Skill","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /v1/skills/skills/{name}","href":"/api-reference/skills/get-skill-1"},{"title":"Delete Skill","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json delete /v1/skills/skills/{name}","href":"/api-reference/skills/delete-skill-1"},{"title":"Get Skill History","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /v1/skills/skills/{name}/history","href":"/api-reference/skills/get-skill-history-1"},{"title":"Get Skill Usage","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /v1/skills/skills/{name}/usage","href":"/api-reference/skills/get-skill-usage-1"}]},{"group":"secrets","pages":[{"title":"List Secrets","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /secrets","href":"/api-reference/secrets/list-secrets"},{"title":"Save Secret","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json post /secrets","href":"/api-reference/secrets/save-secret"},{"title":"Delete Secret","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json delete /secrets/{key}","href":"/api-reference/secrets/delete-secret"},{"title":"List Secrets","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /v1/skills/secrets","href":"/api-reference/secrets/list-secrets-1"},{"title":"Save Secret","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json post /v1/skills/secrets","href":"/api-reference/secrets/save-secret-1"},{"title":"Delete Secret","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json delete /v1/skills/secrets/{key}","href":"/api-reference/secrets/delete-secret-1"}]},{"group":"config","pages":[{"title":"Get Config","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /config","href":"/api-reference/config/get-config"},{"title":"Update Config","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json put /config","href":"/api-reference/config/update-config"},{"title":"Get Config","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /v1/skills/config","href":"/api-reference/config/get-config-1"},{"title":"Update Config","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json put /v1/skills/config","href":"/api-reference/config/update-config-1"}]},{"group":"query","pages":[{"title":"Get Schema","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /v1/skills/schema","href":"/api-reference/query/get-schema"},{"title":"Run Cypher","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json post /v1/skills/cypher","href":"/api-reference/query/run-cypher"},{"title":"Run Sql","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json post /v1/skills/sql","href":"/api-reference/query/run-sql"}]},{"group":"workspace","pages":[{"title":"Get Config","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /workspace/config","href":"/api-reference/workspace/get-config"},{"title":"Save Config","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json put /workspace/config","href":"/api-reference/workspace/save-config"},{"title":"Disconnect","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json delete /workspace/config","href":"/api-reference/workspace/disconnect"},{"title":"Test Connection","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json post /workspace/test-connection","href":"/api-reference/workspace/test-connection"},{"title":"Sync","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json post /workspace/sync","href":"/api-reference/workspace/sync"},{"title":"Get Status","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /workspace/status","href":"/api-reference/workspace/get-status"},{"title":"Check Behind","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /workspace/behind","href":"/api-reference/workspace/check-behind"},{"title":"List Files","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /workspace/files","href":"/api-reference/workspace/list-files"}]},{"group":"health","pages":[{"title":"Healthcheck","deprecated":null,"version":null,"openapi":"/api-reference/skills-api.json get /healthz","href":"/api-reference/health/healthcheck"}]}]},{"group":"MCP Server","pages":[{"title":"MCP Server","href":"/api-reference/mcp/overview"},{"group":"health","pages":[{"title":"Liveness probe","deprecated":null,"version":null,"openapi":"/api-reference/mcp-server.json get /healthz","href":"/api-reference/health/liveness-probe"}]},{"group":"mcp","pages":[{"title":"MCP Server-Sent Events (SSE) transport endpoint","deprecated":null,"version":null,"openapi":"/api-reference/mcp-server.json get /sse","href":"/api-reference/mcp/mcp-server-sent-events-sse-transport-endpoint"}]}]}]},{"tab":"Changelog","pages":[{"title":"Changelog","href":"/changelog/product"}]}]},"title":"Semantic search over indexed knowledge documents - strattum.ai","buildId":"dpl_2oYXwqkEXirXBPk8wV1FtM5USFWi","deploymentId":"dpl_2oYXwqkEXirXBPk8wV1FtM5USFWi","dynamics":["c2aa737661","2b790eda92","b0f84f53ff","a9bb46feb3"],"chunks":["OpenApiReferenceProvider-WRhTSUDL.js","utils-ChMov4Kr.js","cloneDeep-izs3Hzxb.js","_Uint8Array-BVIqJ90l.js","isObjectLike-C8vmzPEN.js","isArray-Dcu1dQ5t.js","utils-_REmC2bI.js","toString-BX-iyh8G.js","isSymbol-CSH9U2Gm.js","addUniqueKeysToSchema-Bp6nVRCu.js","snippetPresets-DZadmXoU.js","style-to-object-BY3JEAdk.js","v4-DIgz8zy6.js","ApiExamples-CY2WdoTl.js","isEqual-BfaiBbcl.js","usePlaygroundInputsStore-DwYG-Q4l.js","shallow-BXQIGwv4.js","getApiPlaygroundDisplay-CK5nK5B9.js","CodeSnippet-TH4a2aGW.js","CodeSnippets-DwsQiOFS.js","Page-R3M_BF4L.js","getPastedJson-DD7kUzi_.js","icon-holE3QoJ.js","MethodPill-DUW0T8us.js","DuplicateIcon-CI_p4be-.js","createIcon-BdbRvavb.js","DynamicMarkdown-DN96a4Ur.js","SectionHeading-SCu36A9d.js","axios-vUo_bRtp.js","Markdown-CCeGv-zI.js","clsx-BGBGWFTt.js","lib--scc4DXi.js","lib-B8HbPgcC.js","html-void-elements-mCSPHezU.js","dist-Cv_O2fky.js","katex-YMM-FMeD.js","marked.esm-CZWythHk.js","AssistantPageLink-2C5OB2eV.js"]}