{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/PromptKit","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/a664497e-05e6-469a-9ad2-ffe4a2d257b9","json_url":"https://onlylabs.fyi/signals/a664497e-05e6-469a-9ad2-ffe4a2d257b9/signal.json","generated_at":"2026-06-26T23:24:08.765Z","evidence_latest_fetched_at":"2026-06-18T07:03:40.690537+00:00","signal_first_seen_at":"2026-06-18T07:00:31.633644+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/a664497e-05e6-469a-9ad2-ffe4a2d257b9","signal_json":"https://onlylabs.fyi/signals/a664497e-05e6-469a-9ad2-ffe4a2d257b9/signal.json","source":"https://github.com/microsoft/PromptKit","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":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety","json_url":"https://onlylabs.fyi/data-radar/safety/signals.json"}]}},"answer_pack":{"answer":"Microsoft published microsoft/PromptKit (JavaScript). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/PromptKit · language JavaScript · Toolkit for building and testing prompts for language models.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Safety and policy in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/PromptKit","source_host":"github.com","occurred_at":"2026-03-18T18:10:29+00:00","first_seen_at":"2026-06-18T07:00:31.633644+00:00","date_source":"source","context":"JavaScript"},"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/PromptKit","source":"source"},{"label":"Language","value":"JavaScript","source":"source"},{"label":"Stars","value":"64","source":"traction"},{"label":"Context","value":"Toolkit for building and testing prompts for language models.","source":"signal"},{"label":"Notability","value":"New Microsoft repo, low stars (64).","source":"signal"},{"label":"Radar lane","value":"Safety and policy","source":"radar"},{"label":"Matched term","value":"security","source":"radar"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","source":"evidence"}],"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/PromptKit"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-18T07:03:40.690537+00:00"},"data_business":{"matches":true,"lanes":[{"key":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety","json_url":"https://onlylabs.fyi/data-radar/safety/signals.json"}],"matched_terms":["security"],"score":14,"reason":"Microsoft has a repo signal matching safety and policy."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/a664497e-05e6-469a-9ad2-ffe4a2d257b9/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: Safety and policy?","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/a664497e-05e6-469a-9ad2-ffe4a2d257b9/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/PromptKit","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/PromptKit\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/PromptKit","text":"Microsoft published repo microsoft/PromptKit."},{"subject":"microsoft/PromptKit","predicate":"is classified as","object":"repo signal","text":"microsoft/PromptKit is classified as repo signal."},{"subject":"microsoft/PromptKit","predicate":"belongs to","object":"repos desk","text":"microsoft/PromptKit belongs to repos desk."},{"subject":"microsoft/PromptKit","predicate":"has context","object":"JavaScript","text":"microsoft/PromptKit has context JavaScript."},{"subject":"microsoft/PromptKit","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/PromptKit has evidence coverage 1 captured evidence page."},{"subject":"microsoft/PromptKit","predicate":"matches data-business lanes","object":"Safety and policy","text":"microsoft/PromptKit matches data-business lanes Safety and policy."},{"subject":"microsoft/PromptKit","predicate":"has captured page count","object":"1","text":"microsoft/PromptKit has captured page count 1."},{"subject":"microsoft/PromptKit","predicate":"has readable page count","object":"1","text":"microsoft/PromptKit has readable page count 1."},{"subject":"microsoft/PromptKit","predicate":"has related signal count","object":"6","text":"microsoft/PromptKit has related signal count 6."},{"subject":"microsoft/PromptKit","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/PromptKit 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/PromptKit","predicate":"has source host","object":"github.com","text":"microsoft/PromptKit has source host github.com."},{"subject":"microsoft/PromptKit","predicate":"has lab","object":"Microsoft","text":"microsoft/PromptKit has lab Microsoft."},{"subject":"microsoft/PromptKit","predicate":"has signal desk","object":"repos","text":"microsoft/PromptKit has signal desk repos."},{"subject":"microsoft/PromptKit","predicate":"has source host","object":"github.com","text":"microsoft/PromptKit has source host github.com."},{"subject":"microsoft/PromptKit","predicate":"has repository","object":"microsoft/PromptKit","text":"microsoft/PromptKit has repository microsoft/PromptKit."},{"subject":"microsoft/PromptKit","predicate":"has language","object":"JavaScript","text":"microsoft/PromptKit has language JavaScript."},{"subject":"microsoft/PromptKit","predicate":"has stars","object":"64","text":"microsoft/PromptKit has stars 64."},{"subject":"microsoft/PromptKit","predicate":"has context","object":"Toolkit for building and testing prompts for language models.","text":"microsoft/PromptKit has context Toolkit for building and testing prompts for language models.."},{"subject":"microsoft/PromptKit","predicate":"has notability","object":"New Microsoft repo, low stars (64).","text":"microsoft/PromptKit has notability New Microsoft repo, low stars (64).."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/PromptKit (JavaScript). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/PromptKit · language JavaScript · Toolkit for building and testing prompts for language models.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Safety and policy in the data-business radar.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/PromptKit","text":"Microsoft published repo microsoft/PromptKit."},{"subject":"microsoft/PromptKit","predicate":"is classified as","object":"repo signal","text":"microsoft/PromptKit is classified as repo signal."},{"subject":"microsoft/PromptKit","predicate":"belongs to","object":"repos desk","text":"microsoft/PromptKit belongs to repos desk."},{"subject":"microsoft/PromptKit","predicate":"has context","object":"JavaScript","text":"microsoft/PromptKit has context JavaScript."},{"subject":"microsoft/PromptKit","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/PromptKit has evidence coverage 1 captured evidence page."},{"subject":"microsoft/PromptKit","predicate":"matches data-business lanes","object":"Safety and policy","text":"microsoft/PromptKit matches data-business lanes Safety and policy."}]},"signal":{"id":"a664497e-05e6-469a-9ad2-ffe4a2d257b9","url":"https://onlylabs.fyi/signals/a664497e-05e6-469a-9ad2-ffe4a2d257b9","json_url":"https://onlylabs.fyi/signals/a664497e-05e6-469a-9ad2-ffe4a2d257b9/signal.json","source_url":"https://github.com/microsoft/PromptKit","title":"microsoft/PromptKit","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"JavaScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-03-18T18:10:29+00:00","first_seen_at":"2026-06-18T07:00:31.633644+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/PromptKit"]},"facets":{"repo":"microsoft/PromptKit","language":"JavaScript"},"traction":{"github_stars":64,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety"}],"score":14,"matched_terms":["security"],"reason":"Microsoft has a repo signal matching safety and policy."}},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/microsoft/PromptKit","final_url":"https://github.com/microsoft/PromptKit","title":"microsoft/PromptKit repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-18T07:03:40.690537+00:00","bytes":43903,"raw_path":"acf61992b29b1ea125807ac2b8c6b49a6804d6c905b96cf85d1a531bce74d29c.json","content_hash":"b998e32d17578b28d1c9c2728ce01834dd4f716cf73abc97e47a8dd50b0a0f66","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/PromptKit Description: Agentic prompts are the most important code you're not engineering. PromptKit fixes that — composable, version-controlled prompt components (personas, protocols, formats, templates) that snap together into reliable, repeatable prompts for bug investigation, design docs, code review, security audits, and more. Works with any LLM. Language: JavaScript License: MIT Stars: 64 Forks: 13 Open issues: 15 Created: 2026-03-18T18:10:29Z Pushed: 2026-06-18T06:28:18Z Default branch: main Fork: no Archived: no README: PromptKit aka.ms/PromptKit · MIT License **Agentic prompts are the most important code you're not engineering.** Every AI-assisted task — investigating bugs, writing requirements, reviewing code — lives or dies by the prompt that drives it. Yet most teams still write these prompts ad hoc: copy-pasted, untested, inconsistent, and impossible to improve systematically. PromptKit treats prompts as engineered artifacts. It gives you composable, version-controlled components — personas, reasoning protocols, output formats, and task templates — that snap together into reliable, repeatable prompts. Three interactive workflows cover the full engineering..."},"evidence_pages":[],"related_signals":[{"id":"3fdd4690-9c28-4863-ba65-4ec299d85aa0","url":"https://onlylabs.fyi/signals/3fdd4690-9c28-4863-ba65-4ec299d85aa0","source_url":"https://github.com/microsoft/fabric-events","title":"microsoft/fabric-events","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-23T00:54:34+00:00","first_seen_at":"2026-06-23T07:00:32.834993+00:00","date_source":"source"},{"id":"c0d592c7-e699-4bf5-a2c3-5b79f43f85a0","url":"https://onlylabs.fyi/signals/c0d592c7-e699-4bf5-a2c3-5b79f43f85a0","source_url":"https://github.com/microsoft/citadel","title":"microsoft/citadel","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-22T06:20:10+00:00","first_seen_at":"2026-06-22T07:00:31.308446+00:00","date_source":"source"},{"id":"96d85410-04f4-4314-b4d1-6788163ff05e","url":"https://onlylabs.fyi/signals/96d85410-04f4-4314-b4d1-6788163ff05e","source_url":"https://github.com/microsoft/amplifier-app-opencode","title":"microsoft/amplifier-app-opencode","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-20T22:24:01+00:00","first_seen_at":"2026-06-23T07:00:32.834993+00:00","date_source":"source"},{"id":"027f6a7e-9e04-4fad-a3d7-9435bc32cf00","url":"https://onlylabs.fyi/signals/027f6a7e-9e04-4fad-a3d7-9435bc32cf00","source_url":"https://github.com/microsoft/amplifier-app-wiki-weaver","title":"microsoft/amplifier-app-wiki-weaver","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-19T23:38:20+00:00","first_seen_at":"2026-06-20T07:00:30.944907+00:00","date_source":"source"},{"id":"4680cd70-2c2f-4483-bd8d-ceb9b28de9cf","url":"https://onlylabs.fyi/signals/4680cd70-2c2f-4483-bd8d-ceb9b28de9cf","source_url":"https://github.com/microsoft/What-I-did-with-Cowork","title":"microsoft/What-I-did-with-Cowork","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-18T09:39:01+00:00","first_seen_at":"2026-06-23T07:00:32.834993+00:00","date_source":"source"},{"id":"4b65f882-b9ed-45ca-b252-be0ddd8ee03e","url":"https://onlylabs.fyi/signals/4b65f882-b9ed-45ca-b252-be0ddd8ee03e","source_url":"https://github.com/microsoft/Salesforce-Custom-Copilot-Connector","title":"microsoft/Salesforce-Custom-Copilot-Connector","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-11T06:55:24+00:00","first_seen_at":"2026-06-18T07:00:31.633644+00:00","date_source":"source"}]}