{ "success": true, "recommendations": [ { "id": 142, "subject_code": "ENG", "text": "explore the relationship between character and plot", "score": 0.83 } ], "metadata": { "subjectCode": "ENG", "topic": "Shakespeare's Romeo and Juliet", "count": 5, "timestamp": "2026-08-21T12:00:00.000Z" }}
Given a subject and a topic, returns the specification learning outcomes most
relevant to it, ranked. This is the retrieval step behind MESO Align.Matching is semantic: the topic is embedded server-side and compared against
pre-computed embeddings of every outcome in the subject specification. Clients
pass natural language and never see a vector.
Outcomes the teacher has already chosen. These are excluded from the results,
so repeated calls keep surfacing new suggestions rather than the same top hits.
Codes are matched case-insensitively. A subject absent from this list has no
embeddings built yet — the call fails rather than falling back to a weaker match.
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`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"ENG\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#116329`,\"--shiki-dark\":`#9CDCFE`},children:` \"text\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"explore the relationship between character and plot\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#116329`,\"--shiki-dark\":`#9CDCFE`},children:` \"score\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`: `}),_jsx(_components.span,{style:{color:`#0550AE`,\"--shiki-dark\":`#B5CEA8`},children:`0.83`})]}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` }`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` ],`})}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#116329`,\"--shiki-dark\":`#9CDCFE`},children:` \"metadata\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`: {`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#116329`,\"--shiki-dark\":`#9CDCFE`},children:` \"subjectCode\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"ENG\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#116329`,\"--shiki-dark\":`#9CDCFE`},children:` \"topic\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"Shakespeare's Romeo and Juliet\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#116329`,\"--shiki-dark\":`#9CDCFE`},children:` \"count\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`: `}),_jsx(_components.span,{style:{color:`#0550AE`,\"--shiki-dark\":`#B5CEA8`},children:`5`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#116329`,\"--shiki-dark\":`#9CDCFE`},children:` \"timestamp\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"2026-08-21T12:00:00.000Z\"`})]}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` }`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`}`})}),`\n`]})})})}),`\n`,_jsx(Heading,{level:`2`,id:`errors`,children:`Errors`}),`\n`,_jsxs(_components.p,{children:[`Failures carry a machine-readable `,_jsx(_components.code,{children:`code`}),` alongside the message — this endpoint\nand `,_jsx(_components.a,{href:`/api-reference/curriculum/recommend-as`,children:_jsx(_components.code,{children:`/recommend-as`})}),` are the only two\nthat do.`]}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:_jsx(_components.code,{children:`code`})}),_jsx(_components.th,{children:`Status`}),_jsx(_components.th,{children:`Cause`})]})}),_jsxs(_components.tbody,{children:[_jsxs(_components.tr,{children:[_jsx(_components.td,{children:_jsx(_components.code,{children:`METHOD_NOT_ALLOWED`})}),_jsx(_components.td,{\"data-numeric\":`true`,children:`405`}),_jsxs(_components.td,{children:[`Anything other than `,_jsx(_components.code,{children:`POST`}),`.`]})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{children:_jsx(_components.code,{children:`MISSING_SUBJECT_CODE`})}),_jsx(_components.td,{\"data-numeric\":`true`,children:`400`}),_jsxs(_components.td,{children:[_jsx(_components.code,{children:`subjectCode`}),` absent.`]})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{children:_jsx(_components.code,{children:`UNSUPPORTED_SUBJECT`})}),_jsx(_components.td,{\"data-numeric\":`true`,children:`400`}),_jsx(_components.td,{children:`Not in the supported list. The message names every code that is.`})]})]})]}),`\n`,_jsx(Heading,{level:`2`,id:`supported-subjects`,children:`Supported subjects`}),`\n`,_jsxs(_components.p,{children:[`Junior cycle: `,_jsx(_components.code,{children:`ART`}),`, `,_jsx(_components.code,{children:`BUS`}),`, `,_jsx(_components.code,{children:`CLA`}),`, `,_jsx(_components.code,{children:`CSP`}),`, `,_jsx(_components.code,{children:`EGN`}),`, `,_jsx(_components.code,{children:`ENG`}),`, `,_jsx(_components.code,{children:`GEO`}),`, `,_jsx(_components.code,{children:`GRA`}),`, `,_jsx(_components.code,{children:`HEC`}),`,\n`,_jsx(_components.code,{children:`HIS`}),`, `,_jsx(_components.code,{children:`IRT1`}),`, `,_jsx(_components.code,{children:`IRT2`}),`, `,_jsx(_components.code,{children:`MAT`}),`, `,_jsx(_components.code,{children:`MFL`}),`, `,_jsx(_components.code,{children:`MUS`}),`, `,_jsx(_components.code,{children:`PE`}),`, `,_jsx(_components.code,{children:`REL`}),`, `,_jsx(_components.code,{children:`SCI`}),`, `,_jsx(_components.code,{children:`SPH`}),`, `,_jsx(_components.code,{children:`TECH`}),`,\n`,_jsx(_components.code,{children:`WOO`}),`.`]}),`\n`,_jsxs(_components.p,{children:[`Senior cycle: `,_jsx(_components.code,{children:`ARA_SC`}),`, `,_jsx(_components.code,{children:`BIO_SC`}),`, `,_jsx(_components.code,{children:`BUS_SC`}),`, `,_jsx(_components.code,{children:`CASD_SC`}),`, `,_jsx(_components.code,{children:`CHEM_SC`}),`, `,_jsx(_components.code,{children:`DFTS_SC`}),`,\n`,_jsx(_components.code,{children:`GRK_SC`}),`, `,_jsx(_components.code,{children:`LAT_SC`}),`, `,_jsx(_components.code,{children:`PHY_SC`}),`, `,_jsx(_components.code,{children:`SPHE_SC`}),`.`]}),`\n`,_jsx(Info,{children:_jsx(_components.p,{children:`Codes are matched case-insensitively. A subject absent from this list has no\nembeddings built yet — the call fails rather than falling back to a weaker match.`})})]})}function MDXContent(props={}){const{wrapper:MDXLayout}={..._provideComponents(),...props.components};return MDXLayout?_jsx(MDXLayout,{...props,children:_jsx(_createMdxContent,{...props})}):_createMdxContent(props)}return{default:MDXContent};function _missingMdxReference(id,component){throw new Error(`Expected `+(component?`component`:`object`)+\" `\"+id+\"` to be defined: you likely forgot to import, pass, or provide it.\")}","frontmatter":{},"scope":{"config":{},"pageMetadata":{"title":"Recommend learning outcomes","api":"POST /recommend-lo","description":"Suggest curriculum learning outcomes relevant to a topic.","icon":"compass","href":"/api-reference/curriculum/recommend-lo"}}}},"mdxExtracts":{"tableOfContents":[{"title":"Request","slug":"request","depth":2,"children":[]},{"title":"Response","slug":"response","depth":2,"children":[]},{"title":"Errors","slug":"errors","depth":2,"children":[]},{"title":"Supported subjects","slug":"supported-subjects","depth":2,"children":[]}],"codeExamples":{"request":{"type":"RequestExample","children":[{"filename":"cURL","html":"\u003cpre class=\"shiki shiki-themes github-light-default dark-plus\" style=\"background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4\" language=\"shellscript\">\u003ccode language=\"shellscript\" numberOfLines=\"8\">\u003cspan class=\"line\">\u003cspan style=\"color:#953800;--shiki-dark:#DCDCAA\">curl\u003c/span>\u003cspan style=\"color:#0550AE;--shiki-dark:#569CD6\"> -X\u003c/span>\u003cspan style=\"color:#0A3069;--shiki-dark:#CE9178\"> POST\u003c/span>\u003cspan style=\"color:#0A3069;--shiki-dark:#CE9178\"> \"\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#9CDCFE\">$BASE_URL\u003c/span>\u003cspan style=\"color:#0A3069;--shiki-dark:#CE9178\">/recommend-lo\"\u003c/span>\u003cspan style=\"color:#CF222E;--shiki-dark:#D7BA7D\"> \\\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#0550AE;--shiki-dark:#569CD6\"> -H\u003c/span>\u003cspan style=\"color:#0A3069;--shiki-dark:#CE9178\"> \"Authorization: Bearer \u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#9CDCFE\">$ACCESS_TOKEN\u003c/span>\u003cspan style=\"color:#0A3069;--shiki-dark:#CE9178\">\"\u003c/span>\u003cspan style=\"color:#CF222E;--shiki-dark:#D7BA7D\"> \\\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#0550AE;--shiki-dark:#569CD6\"> -H\u003c/span>\u003cspan style=\"color:#0A3069;--shiki-dark:#CE9178\"> \"Content-Type: application/json\"\u003c/span>\u003cspan style=\"color:#CF222E;--shiki-dark:#D7BA7D\"> \\\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#0550AE;--shiki-dark:#569CD6\"> -d\u003c/span>\u003cspan style=\"color:#0A3069;--shiki-dark:#CE9178\"> '{\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#0A3069;--shiki-dark:#CE9178\"> \"subjectCode\": \"ENG\",\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#0A3069;--shiki-dark:#CE9178\"> \"topic\": \"Shakespeare'\u003c/span>\u003cspan style=\"color:#CF222E;--shiki-dark:#D7BA7D\">\\'\u003c/span>\u003cspan style=\"color:#0A3069;--shiki-dark:#CE9178\">'s Romeo and Juliet\",\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#0A3069;--shiki-dark:#CE9178\"> \"k\": 5\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#0A3069;--shiki-dark:#CE9178\"> }'\u003c/span>\u003c/span>\n\u003c/code>\u003c/pre>"}],"attributes":[]},"response":{"type":"ResponseExample","children":[{"filename":"Response","html":"\u003cpre class=\"shiki shiki-themes github-light-default dark-plus\" style=\"background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4\" language=\"json\">\u003ccode language=\"json\" numberOfLines=\"17\">\u003cspan class=\"line\">\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">{\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#116329;--shiki-dark:#9CDCFE\"> \"success\"\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">: \u003c/span>\u003cspan style=\"color:#0550AE;--shiki-dark:#569CD6\">true\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">,\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#116329;--shiki-dark:#9CDCFE\"> \"recommendations\"\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">: [\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\"> {\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#116329;--shiki-dark:#9CDCFE\"> \"id\"\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">: \u003c/span>\u003cspan style=\"color:#0550AE;--shiki-dark:#B5CEA8\">142\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">,\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#116329;--shiki-dark:#9CDCFE\"> \"subject_code\"\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">: \u003c/span>\u003cspan style=\"color:#0A3069;--shiki-dark:#CE9178\">\"ENG\"\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">,\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#116329;--shiki-dark:#9CDCFE\"> \"text\"\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">: \u003c/span>\u003cspan style=\"color:#0A3069;--shiki-dark:#CE9178\">\"explore the relationship between character and plot\"\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">,\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#116329;--shiki-dark:#9CDCFE\"> \"score\"\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">: \u003c/span>\u003cspan style=\"color:#0550AE;--shiki-dark:#B5CEA8\">0.83\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\"> }\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\"> ],\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#116329;--shiki-dark:#9CDCFE\"> \"metadata\"\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">: {\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#116329;--shiki-dark:#9CDCFE\"> \"subjectCode\"\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">: \u003c/span>\u003cspan style=\"color:#0A3069;--shiki-dark:#CE9178\">\"ENG\"\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">,\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#116329;--shiki-dark:#9CDCFE\"> \"topic\"\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">: \u003c/span>\u003cspan style=\"color:#0A3069;--shiki-dark:#CE9178\">\"Shakespeare's Romeo and Juliet\"\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">,\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#116329;--shiki-dark:#9CDCFE\"> \"count\"\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">: \u003c/span>\u003cspan style=\"color:#0550AE;--shiki-dark:#B5CEA8\">5\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">,\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#116329;--shiki-dark:#9CDCFE\"> \"timestamp\"\u003c/span>\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">: \u003c/span>\u003cspan style=\"color:#0A3069;--shiki-dark:#CE9178\">\"2026-08-21T12:00:00.000Z\"\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\"> }\u003c/span>\u003c/span>\n\u003cspan class=\"line\">\u003cspan style=\"color:#1F2328;--shiki-dark:#D4D4D4\">}\u003c/span>\u003c/span>\n\u003c/code>\u003c/pre>"}],"attributes":[]}},"endpoint":{"title":"Recommend learning outcomes","path":"/recommend-lo","method":"post","request":{"security":[],"parameters":{"query":{},"header":{},"cookie":{},"path":{}},"body":{"application/json":{"schemaArray":[{"type":"object","properties":{"subjectCode":[{"type":"string","description":"Specification code for the subject, e.g. `\"ENG\"` — not a display name like `\"English\"` . See supported subjects .","required":true}],"topic":[{"type":"string","description":"The topic to match against, e.g. `\"Shakespeare's Romeo and Juliet\"` .","required":true}],"selectedOutcomes":[{"type":"array","items":[{"type":"string"}],"description":"Outcomes the teacher has already chosen. These are excluded from the results, so repeated calls keep surfacing new suggestions rather than the same top hits."}],"k":[{"type":"number","description":"How many recommendations to return."}]}}],"examples":{"example":{"value":{"subjectCode":"\u003cstring>","topic":"\u003cstring>","selectedOutcomes":["\u003cstring>"],"k":123}}}}}},"response":{"200":{"application/json":{"schemaArray":[{"type":"object","properties":{"success":[{"type":"boolean","description":"`true` on a successful match."}],"recommendations":[{"type":"array","items":[{"type":"object","properties":{}}],"description":"Ranked outcomes, most relevant first. Each entry carries the specification metadata plus a `score` ."}],"metadata":[{"type":"object","properties":{},"description":"Echoes `subjectCode` and `topic` , plus `count` and an ISO `timestamp` ."}]}}],"examples":{"example":{"value":{"success":true,"recommendations":[{}],"metadata":{}}}}}}},"deprecated":false}},"jsLinks":[],"subdomain":"meso-lab","siteName":"MESO Docs","title":"Recommend learning outcomes - MESO Docs","navMaps":{"firstHrefInVersion":{},"firstHrefInLanguage":{}},"lastModified":"2026-08-21T18:27:01.190Z","originalFileLocation":"api-reference/curriculum/recommend-lo.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: 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