{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/RAMPART","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/9edd935f-54ac-41f7-85a0-0a44bf076f2e","json_url":"https://onlylabs.fyi/signals/9edd935f-54ac-41f7-85a0-0a44bf076f2e/signal.json","generated_at":"2026-06-11T02:51:57.665382+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/9edd935f-54ac-41f7-85a0-0a44bf076f2e","signal_json":"https://onlylabs.fyi/signals/9edd935f-54ac-41f7-85a0-0a44bf076f2e/signal.json","source":"https://github.com/microsoft/RAMPART","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":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"},{"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/RAMPART (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/RAMPART · language Python · New repo with moderate stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Evals and quality, Safety and policy in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/RAMPART","source_host":"github.com","occurred_at":"2026-03-24T18:30:58+00:00","first_seen_at":"2026-06-08T07:01:04.198092+00:00","date_source":"source","context":"Python"},"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/RAMPART","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"351","source":"traction"},{"label":"Notability","value":"New repo with moderate stars","source":"signal"},{"label":"Radar lane","value":"Evals and quality","source":"radar"},{"label":"Radar lane","value":"Safety and policy","source":"radar"},{"label":"Matched 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policy."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/9edd935f-54ac-41f7-85a0-0a44bf076f2e/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: Evals and quality, 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/9edd935f-54ac-41f7-85a0-0a44bf076f2e/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/RAMPART","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/RAMPART\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/RAMPART","text":"Microsoft published repo microsoft/RAMPART."},{"subject":"microsoft/RAMPART","predicate":"is classified as","object":"repo signal","text":"microsoft/RAMPART is classified as repo signal."},{"subject":"microsoft/RAMPART","predicate":"belongs to","object":"repos desk","text":"microsoft/RAMPART belongs to repos desk."},{"subject":"microsoft/RAMPART","predicate":"has context","object":"Python","text":"microsoft/RAMPART has context Python."},{"subject":"microsoft/RAMPART","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/RAMPART has evidence coverage 1 captured evidence page."},{"subject":"microsoft/RAMPART","predicate":"matches data-business lanes","object":"Evals and quality, Safety and policy","text":"microsoft/RAMPART matches data-business lanes Evals and quality, Safety and policy."},{"subject":"microsoft/RAMPART","predicate":"has captured page count","object":"1","text":"microsoft/RAMPART has captured page count 1."},{"subject":"microsoft/RAMPART","predicate":"has readable page count","object":"1","text":"microsoft/RAMPART has readable page count 1."},{"subject":"microsoft/RAMPART","predicate":"has related signal count","object":"6","text":"microsoft/RAMPART has related signal count 6."},{"subject":"microsoft/RAMPART","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/RAMPART 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/RAMPART","predicate":"has source host","object":"github.com","text":"microsoft/RAMPART has source host github.com."},{"subject":"microsoft/RAMPART","predicate":"has lab","object":"Microsoft","text":"microsoft/RAMPART has lab Microsoft."},{"subject":"microsoft/RAMPART","predicate":"has signal desk","object":"repos","text":"microsoft/RAMPART has signal desk repos."},{"subject":"microsoft/RAMPART","predicate":"has source host","object":"github.com","text":"microsoft/RAMPART has source host github.com."},{"subject":"microsoft/RAMPART","predicate":"has repository","object":"microsoft/RAMPART","text":"microsoft/RAMPART has repository microsoft/RAMPART."},{"subject":"microsoft/RAMPART","predicate":"has language","object":"Python","text":"microsoft/RAMPART has language Python."},{"subject":"microsoft/RAMPART","predicate":"has stars","object":"351","text":"microsoft/RAMPART has stars 351."},{"subject":"microsoft/RAMPART","predicate":"has notability","object":"New repo with moderate stars","text":"microsoft/RAMPART has notability New repo with moderate stars."},{"subject":"microsoft/RAMPART","predicate":"has radar lane","object":"Evals and quality","text":"microsoft/RAMPART has radar lane Evals and quality."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/RAMPART (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/RAMPART · language Python · New repo with moderate stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Evals and quality, Safety and policy in the data-business radar.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/RAMPART","text":"Microsoft published repo microsoft/RAMPART."},{"subject":"microsoft/RAMPART","predicate":"is classified as","object":"repo signal","text":"microsoft/RAMPART is classified as repo signal."},{"subject":"microsoft/RAMPART","predicate":"belongs to","object":"repos desk","text":"microsoft/RAMPART belongs to repos desk."},{"subject":"microsoft/RAMPART","predicate":"has context","object":"Python","text":"microsoft/RAMPART has context Python."},{"subject":"microsoft/RAMPART","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/RAMPART has evidence coverage 1 captured evidence page."},{"subject":"microsoft/RAMPART","predicate":"matches data-business lanes","object":"Evals and quality, Safety and policy","text":"microsoft/RAMPART matches data-business lanes Evals and quality, Safety and policy."}]},"signal":{"id":"9edd935f-54ac-41f7-85a0-0a44bf076f2e","url":"https://onlylabs.fyi/signals/9edd935f-54ac-41f7-85a0-0a44bf076f2e","json_url":"https://onlylabs.fyi/signals/9edd935f-54ac-41f7-85a0-0a44bf076f2e/signal.json","source_url":"https://github.com/microsoft/RAMPART","title":"microsoft/RAMPART","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-03-24T18:30:58+00:00","first_seen_at":"2026-06-08T07:01:04.198092+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/RAMPART"]},"facets":{"repo":"microsoft/RAMPART","language":"Python"},"traction":{"github_stars":351,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals"},{"key":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety"}],"score":28,"matched_terms":["testing","safety","security"],"reason":"Microsoft has a repo signal matching evals and quality, safety and policy."}},"primary_evidence_page":{"url":"https://github.com/microsoft/RAMPART","final_url":"https://github.com/microsoft/RAMPART","title":"microsoft/RAMPART repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:51:57.665382+00:00","bytes":9647,"raw_path":"f59128506bafc8758523ae19fbe74bf41ee1c80a38b5fe28fcb88d2f2d631e25.json","content_hash":"0f9d62b157fdd249f4e197d800ea6a6278873341ccf5ac07a93f8a015b2147c5","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/RAMPART Description: A pytest-native safety and security testing framework for agentic AI applications Language: Python License: MIT Stars: 356 Forks: 42 Open issues: 10 Created: 2026-03-24T18:30:58Z Pushed: 2026-06-08T05:19:20Z Default branch: main Fork: no Archived: no README: <p align=\"center\"> <img src=\"https://github.com/microsoft/RAMPART/raw/main/docs/images/RAMPART.svg\" alt=\"RAMPART Logo\" width=\"300\"/> </p> <h1 align=\"center\">RAMPART</h1> <h3 align=\"center\">Risk Assessment & Measurement Platform for Agentic Red Teaming</h3> <p align=\"center\"> <strong>A pytest-native safety and security testing framework for agentic AI applications.</strong> </p> <p align=\"center\"> <a href=\"https://scorecard.dev/viewer/?uri=github.com/microsoft/RAMPART\"><img alt=\"OpenSSF Scorecard\" src=\"https://api.scorecard.dev/projects/github.com/microsoft/RAMPART/badge\"></a> <a href=\"https://github.com/microsoft/RAMPART/actions/workflows/ci.yml\"><img alt=\"GitHub CI\" src=\"https://github.com/microsoft/RAMPART/actions/workflows/ci.yml/badge.svg?branch=main\"></a> <a href=\"https://pypi.org/project/RAMPART/\"><img alt=\"PyPI - Version\" src=\"https://img.shields.io/pypi/v/RAMPART\"></a> <a..."},"evidence_pages":[{"url":"https://github.com/microsoft/RAMPART","final_url":"https://github.com/microsoft/RAMPART","title":"microsoft/RAMPART repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:51:57.665382+00:00","bytes":9647,"raw_path":"f59128506bafc8758523ae19fbe74bf41ee1c80a38b5fe28fcb88d2f2d631e25.json","content_hash":"0f9d62b157fdd249f4e197d800ea6a6278873341ccf5ac07a93f8a015b2147c5","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/RAMPART Description: A pytest-native safety and security testing framework for agentic AI applications Language: Python License: MIT Stars: 356 Forks: 42 Open issues: 10 Created: 2026-03-24T18:30:58Z Pushed: 2026-06-08T05:19:20Z Default branch: main Fork: no Archived: no README: <p align=\"center\"> <img src=\"https://github.com/microsoft/RAMPART/raw/main/docs/images/RAMPART.svg\" alt=\"RAMPART Logo\" width=\"300\"/> </p> <h1 align=\"center\">RAMPART</h1> <h3 align=\"center\">Risk Assessment & Measurement Platform for Agentic Red Teaming</h3> <p align=\"center\"> <strong>A pytest-native safety and security testing framework for agentic AI applications.</strong> </p> <p align=\"center\"> <a href=\"https://scorecard.dev/viewer/?uri=github.com/microsoft/RAMPART\"><img alt=\"OpenSSF Scorecard\" src=\"https://api.scorecard.dev/projects/github.com/microsoft/RAMPART/badge\"></a> <a href=\"https://github.com/microsoft/RAMPART/actions/workflows/ci.yml\"><img alt=\"GitHub CI\" src=\"https://github.com/microsoft/RAMPART/actions/workflows/ci.yml/badge.svg?branch=main\"></a> <a href=\"https://pypi.org/project/RAMPART/\"><img alt=\"PyPI - 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