{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/amplifier-bundle-context-intelligence","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/e9a2048a-a1a0-4c59-8f2e-3ed3c97cd48b","json_url":"https://onlylabs.fyi/signals/e9a2048a-a1a0-4c59-8f2e-3ed3c97cd48b/signal.json","generated_at":"2026-06-11T02:51:56.846051+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/e9a2048a-a1a0-4c59-8f2e-3ed3c97cd48b","signal_json":"https://onlylabs.fyi/signals/e9a2048a-a1a0-4c59-8f2e-3ed3c97cd48b/signal.json","source":"https://github.com/microsoft/amplifier-bundle-context-intelligence","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/amplifier-bundle-context-intelligence (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/amplifier-bundle-context-intelligence · language Python · New repo, minimal 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/amplifier-bundle-context-intelligence","source_host":"github.com","occurred_at":"2026-03-25T13:10:04+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/amplifier-bundle-context-intelligence","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"label":"Notability","value":"New repo, minimal traction","source":"signal"},{"label":"Watch 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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/e9a2048a-a1a0-4c59-8f2e-3ed3c97cd48b/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/amplifier-bundle-context-intelligence","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 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appears in polished launch channels.","text":"microsoft/amplifier-bundle-context-intelligence 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/amplifier-bundle-context-intelligence","predicate":"has source host","object":"github.com","text":"microsoft/amplifier-bundle-context-intelligence has source host github.com."},{"subject":"microsoft/amplifier-bundle-context-intelligence","predicate":"has lab","object":"Microsoft","text":"microsoft/amplifier-bundle-context-intelligence has lab Microsoft."},{"subject":"microsoft/amplifier-bundle-context-intelligence","predicate":"has signal desk","object":"repos","text":"microsoft/amplifier-bundle-context-intelligence has signal desk repos."},{"subject":"microsoft/amplifier-bundle-context-intelligence","predicate":"has source 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traction."},{"subject":"microsoft/amplifier-bundle-context-intelligence","predicate":"has watch term","object":"Infrastructure","text":"microsoft/amplifier-bundle-context-intelligence has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/amplifier-bundle-context-intelligence (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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The bundle writes every session event to a local JSONL log and — when configured with a server URL — forwards events to the [Context Intelligence Server](https://github.com/microsoft/amplifier-context-intelligence) for graph storage and blob management. --- What it does | Always active | When `context_intelligence_server_url` is set | |---------------|-----------------------------------------------| | Writes `events.jsonl` + `metadata.json` per session, both tagged with `workspace` | POSTs every event to the CI server | | | Enables graph-powered Cypher queries via `graph_query` tool | | | Enables `blob_read` tool for resolving `ci-blob://` URIs | Two agents are included for querying session data: - **`graph-analyst`** —..."},"evidence_pages":[{"url":"https://github.com/microsoft/amplifier-bundle-context-intelligence","final_url":"https://github.com/microsoft/amplifier-bundle-context-intelligence","title":"microsoft/amplifier-bundle-context-intelligence repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:51:56.846051+00:00","bytes":34667,"raw_path":"dd16bbdc3bab33b2c94051a5f13c49735ef7dee9d7f7725a275fcd9bcae2e3a7.json","content_hash":"3b4bfbec2ef1c99f38c12813159d946040da9f6aa791ed02ef93744c0f1e5a7b","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/amplifier-bundle-context-intelligence Description: Context Intelligence bundle for the Amplifier project Language: Python License: MIT Stars: 1 Forks: 1 Open issues: 5 Created: 2026-03-25T13:10:04Z Pushed: 2026-06-10T18:39:36Z Default branch: main Fork: no Archived: no README: amplifier-bundle-context-intelligence An [Amplifier](https://github.com/microsoft/amplifier) bundle that captures session events as structured data for analysis and querying. The bundle writes every session event to a local JSONL log and — when configured with a server URL — forwards events to the [Context Intelligence Server](https://github.com/microsoft/amplifier-context-intelligence) for graph storage and blob management. --- What it does | Always active | When `context_intelligence_server_url` is set | |---------------|-----------------------------------------------| | Writes `events.jsonl` + `metadata.json` per session, both tagged with `workspace` | POSTs every event to the CI server | | | Enables graph-powered Cypher queries via `graph_query` tool | | | Enables `blob_read` tool for resolving `ci-blob://` URIs | Two agents are included for querying session data: - **`graph-analyst`** —..."}],"related_signals":[{"id":"8afe79f4-378b-4748-9e2a-3cf5e3253fdb","url":"https://onlylabs.fyi/signals/8afe79f4-378b-4748-9e2a-3cf5e3253fdb","source_url":"https://github.com/microsoft/Dev-Trio","title":"microsoft/Dev-Trio","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-08T03:41:01+00:00","first_seen_at":"2026-06-08T07:01:04.198092+00:00","date_source":"source"},{"id":"9e75fa50-dba7-4b77-9faf-166c323e3dff","url":"https://onlylabs.fyi/signals/9e75fa50-dba7-4b77-9faf-166c323e3dff","source_url":"https://github.com/microsoft/amplifier-app-paperclip","title":"microsoft/amplifier-app-paperclip","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-04T21:13:41+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"},{"id":"76cacf33-54b2-4074-bec0-23944d8fb67c","url":"https://onlylabs.fyi/signals/76cacf33-54b2-4074-bec0-23944d8fb67c","source_url":"https://github.com/microsoft/create-github-app-token-via-key-vault","title":"microsoft/create-github-app-token-via-key-vault","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-04T18:22:49+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"},{"id":"b2f7bcbd-9db3-4785-8a2a-2e0e0cb22ed2","url":"https://onlylabs.fyi/signals/b2f7bcbd-9db3-4785-8a2a-2e0e0cb22ed2","source_url":"https://github.com/microsoft/Enterprise-AI-Analytics-Pipeline","title":"microsoft/Enterprise-AI-Analytics-Pipeline","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-04T16:48:58+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"},{"id":"51a9ec5d-5f14-45d9-b57a-db362b5d1ace","url":"https://onlylabs.fyi/signals/51a9ec5d-5f14-45d9-b57a-db362b5d1ace","source_url":"https://github.com/microsoft/fabric-org-app-template","title":"microsoft/fabric-org-app-template","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-03T18:26:42+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"},{"id":"f26025da-153f-4d27-851c-7b4892602810","url":"https://onlylabs.fyi/signals/f26025da-153f-4d27-851c-7b4892602810","source_url":"https://github.com/microsoft/amplifier-bundle-amplifier-online","title":"microsoft/amplifier-bundle-amplifier-online","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-03T17:26:20+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"}]}