{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/tfs-cli","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/4e9cae64-e496-44bf-8412-2e0458f9c9f3","json_url":"https://onlylabs.fyi/signals/4e9cae64-e496-44bf-8412-2e0458f9c9f3/signal.json","generated_at":"2026-06-27T00:28:21.355Z","evidence_latest_fetched_at":"2026-06-12T07:03:52.777884+00:00","signal_first_seen_at":"2026-06-12T07:00:26.598093+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/4e9cae64-e496-44bf-8412-2e0458f9c9f3","signal_json":"https://onlylabs.fyi/signals/4e9cae64-e496-44bf-8412-2e0458f9c9f3/signal.json","source":"https://github.com/microsoft/tfs-cli","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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}]}},"answer_pack":{"answer":"Microsoft published microsoft/tfs-cli (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/tfs-cli · language TypeScript · New Microsoft tool repo with moderate stars.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/tfs-cli","source_host":"github.com","occurred_at":"2015-07-22T09:23:42+00:00","first_seen_at":"2026-06-12T07:00:26.598093+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/tfs-cli","source":"source"},{"label":"Language","value":"TypeScript","source":"source"},{"label":"Stars","value":"384","source":"traction"},{"label":"Notability","value":"New Microsoft tool repo with moderate stars.","source":"signal"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Matched term","value":"platform","source":"radar"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch 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infrastructure."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/4e9cae64-e496-44bf-8412-2e0458f9c9f3/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":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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?","Which data-business lane explains this signal: Infrastructure?","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/4e9cae64-e496-44bf-8412-2e0458f9c9f3/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/tfs-cli","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":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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/tfs-cli\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/tfs-cli","text":"Microsoft published repo microsoft/tfs-cli."},{"subject":"microsoft/tfs-cli","predicate":"is classified as","object":"repo signal","text":"microsoft/tfs-cli is classified as repo signal."},{"subject":"microsoft/tfs-cli","predicate":"belongs to","object":"repos desk","text":"microsoft/tfs-cli belongs to repos desk."},{"subject":"microsoft/tfs-cli","predicate":"has context","object":"TypeScript","text":"microsoft/tfs-cli has context TypeScript."},{"subject":"microsoft/tfs-cli","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/tfs-cli has evidence coverage 1 captured evidence page."},{"subject":"microsoft/tfs-cli","predicate":"matches data-business lanes","object":"Infrastructure","text":"microsoft/tfs-cli matches data-business lanes Infrastructure."},{"subject":"microsoft/tfs-cli","predicate":"has captured page count","object":"1","text":"microsoft/tfs-cli has captured page count 1."},{"subject":"microsoft/tfs-cli","predicate":"has readable page count","object":"1","text":"microsoft/tfs-cli has readable page count 1."},{"subject":"microsoft/tfs-cli","predicate":"has related signal count","object":"6","text":"microsoft/tfs-cli has related signal count 6."},{"subject":"microsoft/tfs-cli","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/tfs-cli 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/tfs-cli","predicate":"has source host","object":"github.com","text":"microsoft/tfs-cli has source host github.com."},{"subject":"microsoft/tfs-cli","predicate":"has lab","object":"Microsoft","text":"microsoft/tfs-cli has lab Microsoft."},{"subject":"microsoft/tfs-cli","predicate":"has signal desk","object":"repos","text":"microsoft/tfs-cli has signal desk repos."},{"subject":"microsoft/tfs-cli","predicate":"has source host","object":"github.com","text":"microsoft/tfs-cli has source host github.com."},{"subject":"microsoft/tfs-cli","predicate":"has repository","object":"microsoft/tfs-cli","text":"microsoft/tfs-cli has repository microsoft/tfs-cli."},{"subject":"microsoft/tfs-cli","predicate":"has language","object":"TypeScript","text":"microsoft/tfs-cli has language TypeScript."},{"subject":"microsoft/tfs-cli","predicate":"has stars","object":"384","text":"microsoft/tfs-cli has stars 384."},{"subject":"microsoft/tfs-cli","predicate":"has notability","object":"New Microsoft tool repo with moderate stars.","text":"microsoft/tfs-cli has notability New Microsoft tool repo with moderate stars.."},{"subject":"microsoft/tfs-cli","predicate":"has radar lane","object":"Infrastructure","text":"microsoft/tfs-cli has radar lane Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/tfs-cli (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/tfs-cli · language TypeScript · New Microsoft tool repo with moderate stars.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/tfs-cli","text":"Microsoft published repo microsoft/tfs-cli."},{"subject":"microsoft/tfs-cli","predicate":"is classified as","object":"repo signal","text":"microsoft/tfs-cli is classified as repo signal."},{"subject":"microsoft/tfs-cli","predicate":"belongs to","object":"repos desk","text":"microsoft/tfs-cli belongs to repos desk."},{"subject":"microsoft/tfs-cli","predicate":"has context","object":"TypeScript","text":"microsoft/tfs-cli has context TypeScript."},{"subject":"microsoft/tfs-cli","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/tfs-cli has evidence coverage 1 captured evidence page."},{"subject":"microsoft/tfs-cli","predicate":"matches data-business lanes","object":"Infrastructure","text":"microsoft/tfs-cli matches data-business lanes Infrastructure."}]},"signal":{"id":"4e9cae64-e496-44bf-8412-2e0458f9c9f3","url":"https://onlylabs.fyi/signals/4e9cae64-e496-44bf-8412-2e0458f9c9f3","json_url":"https://onlylabs.fyi/signals/4e9cae64-e496-44bf-8412-2e0458f9c9f3/signal.json","source_url":"https://github.com/microsoft/tfs-cli","title":"microsoft/tfs-cli","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":"2015-07-22T09:23:42+00:00","first_seen_at":"2026-06-12T07:00:26.598093+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/tfs-cli"]},"facets":{"repo":"microsoft/tfs-cli","language":"TypeScript"},"traction":{"github_stars":384,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"}],"score":14,"matched_terms":["platform"],"reason":"Microsoft has a repo signal matching infrastructure."}},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/microsoft/tfs-cli","final_url":"https://github.com/microsoft/tfs-cli","title":"microsoft/tfs-cli repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-12T07:03:52.777884+00:00","bytes":16052,"raw_path":"f2c72dd01c54be6057147174def18920f724e514c8d648fd329a46da92c6144a.json","content_hash":"d222be2f20eda1cc40b3262cf7d04d42e606d39ec5800b994c885091ff7f2fa8","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/tfs-cli Description: Cross-platform CLI for Microsoft Team Foundation Server and Visual Studio Team Services Language: TypeScript License: MIT Stars: 384 Forks: 139 Open issues: 145 Created: 2015-07-22T09:23:42Z Pushed: 2026-06-12T07:00:09Z Default branch: master Fork: no Archived: no README: Node CLI for Azure DevOps > NOTE: If you are looking for the new _Azure DevOps CLI_, see [vsts-cli](https://github.com/microsoft/vsts-cli) [![NPM version](https://badge.fury.io/js/tfx-cli.svg)](http://badge.fury.io/js/tfx-cli) This is a command-line utility for interacting with _Microsoft Team Foundation Server_ and _Azure DevOps Services_ (formerly _VSTS_). It is cross platform and supported on _Windows_, _MacOS_, and _Linux_. Setup First, download and install [Node.js](http://nodejs.org) 4.0.x or later and npm (included with the installer) Linux/OSX ```bash sudo npm install -g tfx-cli ``` Windows ```bash npm install -g tfx-cli ``` Commands To see the list of commands: ```bash tfx ``` For help with an individual command: ```bash tfx --help ``` > Help info is dynamically generated, so it should always be the most up-to-date authority. 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