{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/vscode-languagedetection","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/58dd5c2b-d9f1-4211-8154-94e841fb7c2a","json_url":"https://onlylabs.fyi/signals/58dd5c2b-d9f1-4211-8154-94e841fb7c2a/signal.json","generated_at":"2026-06-27T00:36:00.219Z","evidence_latest_fetched_at":"2026-06-14T07:03:59.77196+00:00","signal_first_seen_at":"2026-06-14T07:00:27.311767+00:00","org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/microsoft","dossier_json_url":"https://onlylabs.fyi/labs/microsoft/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/58dd5c2b-d9f1-4211-8154-94e841fb7c2a","signal_json":"https://onlylabs.fyi/signals/58dd5c2b-d9f1-4211-8154-94e841fb7c2a/signal.json","source":"https://github.com/microsoft/vscode-languagedetection","lab_dossier":"https://onlylabs.fyi/labs/microsoft","lab_dossier_json":"https://onlylabs.fyi/labs/microsoft/dossier.json","analysis":"https://onlylabs.fyi/analysis/microsoft","analysis_json":"https://onlylabs.fyi/analysis/microsoft/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/microsoft/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Microsoft published microsoft/vscode-languagedetection (TypeScript). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/vscode-languagedetection · language TypeScript · Solid new repo with moderate traction.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/vscode-languagedetection","source_host":"github.com","occurred_at":"2021-07-13T17:09:39+00:00","first_seen_at":"2026-06-14T07:00:27.311767+00:00","date_source":"source","context":"TypeScript"},"context_markers":[{"label":"Lab","value":"Microsoft","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"microsoft/vscode-languagedetection","source":"source"},{"label":"Language","value":"TypeScript","source":"source"},{"label":"Stars","value":"163","source":"traction"},{"label":"Notability","value":"Solid new repo with moderate traction.","source":"signal"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/microsoft/vscode-languagedetection"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-14T07:03:59.77196+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/58dd5c2b-d9f1-4211-8154-94e841fb7c2a/signal.json","dossier_json":"https://onlylabs.fyi/labs/microsoft/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/microsoft/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/microsoft/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/58dd5c2b-d9f1-4211-8154-94e841fb7c2a/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/vscode-languagedetection","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/microsoft/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/microsoft/evidence.json","required":true},{"label":"topic_signals_json","url":null,"required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Microsoft's repo signal \"microsoft/vscode-languagedetection\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/vscode-languagedetection","text":"Microsoft published repo microsoft/vscode-languagedetection."},{"subject":"microsoft/vscode-languagedetection","predicate":"is classified as","object":"repo signal","text":"microsoft/vscode-languagedetection is classified as repo signal."},{"subject":"microsoft/vscode-languagedetection","predicate":"belongs to","object":"repos desk","text":"microsoft/vscode-languagedetection belongs to repos desk."},{"subject":"microsoft/vscode-languagedetection","predicate":"has context","object":"TypeScript","text":"microsoft/vscode-languagedetection has context TypeScript."},{"subject":"microsoft/vscode-languagedetection","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/vscode-languagedetection has evidence coverage 1 captured evidence page."},{"subject":"microsoft/vscode-languagedetection","predicate":"has captured page count","object":"1","text":"microsoft/vscode-languagedetection has captured page count 1."},{"subject":"microsoft/vscode-languagedetection","predicate":"has readable page count","object":"1","text":"microsoft/vscode-languagedetection has readable page count 1."},{"subject":"microsoft/vscode-languagedetection","predicate":"has related signal count","object":"6","text":"microsoft/vscode-languagedetection has related signal count 6."},{"subject":"microsoft/vscode-languagedetection","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"microsoft/vscode-languagedetection has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"microsoft/vscode-languagedetection","predicate":"has source host","object":"github.com","text":"microsoft/vscode-languagedetection has source host github.com."},{"subject":"microsoft/vscode-languagedetection","predicate":"has lab","object":"Microsoft","text":"microsoft/vscode-languagedetection has lab Microsoft."},{"subject":"microsoft/vscode-languagedetection","predicate":"has signal desk","object":"repos","text":"microsoft/vscode-languagedetection has signal desk repos."},{"subject":"microsoft/vscode-languagedetection","predicate":"has source host","object":"github.com","text":"microsoft/vscode-languagedetection has source host github.com."},{"subject":"microsoft/vscode-languagedetection","predicate":"has repository","object":"microsoft/vscode-languagedetection","text":"microsoft/vscode-languagedetection has repository microsoft/vscode-languagedetection."},{"subject":"microsoft/vscode-languagedetection","predicate":"has language","object":"TypeScript","text":"microsoft/vscode-languagedetection has language TypeScript."},{"subject":"microsoft/vscode-languagedetection","predicate":"has stars","object":"163","text":"microsoft/vscode-languagedetection has stars 163."},{"subject":"microsoft/vscode-languagedetection","predicate":"has notability","object":"Solid new repo with moderate traction.","text":"microsoft/vscode-languagedetection has notability Solid new repo with moderate traction.."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/vscode-languagedetection (TypeScript). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/vscode-languagedetection · language TypeScript · Solid new repo with moderate traction.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/vscode-languagedetection","text":"Microsoft published repo microsoft/vscode-languagedetection."},{"subject":"microsoft/vscode-languagedetection","predicate":"is classified as","object":"repo signal","text":"microsoft/vscode-languagedetection is classified as repo signal."},{"subject":"microsoft/vscode-languagedetection","predicate":"belongs to","object":"repos desk","text":"microsoft/vscode-languagedetection belongs to repos desk."},{"subject":"microsoft/vscode-languagedetection","predicate":"has context","object":"TypeScript","text":"microsoft/vscode-languagedetection has context TypeScript."},{"subject":"microsoft/vscode-languagedetection","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/vscode-languagedetection has evidence coverage 1 captured evidence page."}]},"signal":{"id":"58dd5c2b-d9f1-4211-8154-94e841fb7c2a","url":"https://onlylabs.fyi/signals/58dd5c2b-d9f1-4211-8154-94e841fb7c2a","json_url":"https://onlylabs.fyi/signals/58dd5c2b-d9f1-4211-8154-94e841fb7c2a/signal.json","source_url":"https://github.com/microsoft/vscode-languagedetection","title":"microsoft/vscode-languagedetection","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2021-07-13T17:09:39+00:00","first_seen_at":"2026-06-14T07:00:27.311767+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/microsoft/vscode-languagedetection"]},"facets":{"repo":"microsoft/vscode-languagedetection","language":"TypeScript"},"traction":{"github_stars":163,"hn_points":4,"hn_comments":0,"hn_story_id":"45944433","hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/microsoft/vscode-languagedetection","final_url":"https://github.com/microsoft/vscode-languagedetection","title":"microsoft/vscode-languagedetection repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-14T07:03:59.77196+00:00","bytes":14214,"raw_path":"7821c11857fdae53396877e811132d64815bf0554f87a0a66d471cc3a31212a1.json","content_hash":"4b7619b6750942725c99ef3510e03470c49f4879e750d742a72eef00394e2123","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/vscode-languagedetection Description: An npm package that uses ML to detect source code languages Language: TypeScript License: MIT Stars: 163 Forks: 19 Open issues: 16 Created: 2021-07-13T17:09:39Z Pushed: 2026-06-14T01:05:24Z Default branch: main Fork: no Archived: no README: vscode-languagedetection An npm package that uses machine learning to detect source code languages. Powered by [@yoeo](https://github.com/yoeo)'s [guesslang](https://github.com/yoeo/guesslang) model! Usage First install it in your project: ```sh npm install --save @vscode/vscode-languagedetection or using yarn yarn add @vscode/vscode-languagedetection ``` Then instantiate a ModuleOperations and run the run the model on a string of code: ```ts import { ModelOperations } from \"@vscode/vscode-languagedetection\"; const modulOperations = new ModelOperations(); const result = await modulOperations.runModel(` function makeThing(): Thing { let size = 0; return { get size(): number { return size; }, set size(value: string | number | boolean) { let num = Number(value); // Don't allow NaN and stuff. if (!Number.isFinite(num)) { size = 0; return; } size = num; }, }; } `); ``` which will give you the following..."},"evidence_pages":[],"related_signals":[{"id":"6ae6413d-d27f-4b6c-8c34-260526c5ad4a","url":"https://onlylabs.fyi/signals/6ae6413d-d27f-4b6c-8c34-260526c5ad4a","source_url":"https://github.com/microsoft/Agentic-Shiksha","title":"microsoft/Agentic-Shiksha","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T06:44:56+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"fa96889d-12d2-430e-9871-9405d53d73bd","url":"https://onlylabs.fyi/signals/fa96889d-12d2-430e-9871-9405d53d73bd","source_url":"https://github.com/microsoft/XBOX-Game-Development-Documentation","title":"microsoft/XBOX-Game-Development-Documentation","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T01:33:33+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"234643d2-74f7-4307-8794-f6e80fec2878","url":"https://onlylabs.fyi/signals/234643d2-74f7-4307-8794-f6e80fec2878","source_url":"https://github.com/microsoft/LAB513-Build-an-AI-Powered-FAQ-Assistant-with-Azure-SQL","title":"microsoft/LAB513-Build-an-AI-Powered-FAQ-Assistant-with-Azure-SQL","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T19:50:36+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"ac8e1b0a-9de4-4215-b6e6-d443de8b7710","url":"https://onlylabs.fyi/signals/ac8e1b0a-9de4-4215-b6e6-d443de8b7710","source_url":"https://github.com/microsoft/TechLab-Module-19-Defender-for-Storage","title":"microsoft/TechLab-Module-19-Defender-for-Storage","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T19:41:12+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"74d1798f-3e3a-4dbb-b4a3-5492da857f7f","url":"https://onlylabs.fyi/signals/74d1798f-3e3a-4dbb-b4a3-5492da857f7f","source_url":"https://github.com/microsoft/Custom-Copilot-Connector-using-Connector-SDK","title":"microsoft/Custom-Copilot-Connector-using-Connector-SDK","context":"C#","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T11:45:08+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"2b3f3fc0-60f0-4892-934e-c720429e9476","url":"https://onlylabs.fyi/signals/2b3f3fc0-60f0-4892-934e-c720429e9476","source_url":"https://github.com/microsoft/trainer-ai-labs","title":"microsoft/trainer-ai-labs","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T07:07:28+00:00","first_seen_at":"2026-06-26T23:50:37.018387+00:00","date_source":"source"}]}