{"schema_version":"onlylabs.public_signal.v1","title":"Nebius Repo: nebius/nebius-connect","description":"Nebius repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/7ff3ee23-5c80-49a0-b43a-de4b120606d8","json_url":"https://onlylabs.fyi/signals/7ff3ee23-5c80-49a0-b43a-de4b120606d8/signal.json","generated_at":"2026-06-11T04:10:10.3015+00:00","org":{"slug":"nebius","name":"Nebius","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/nebius","dossier_json_url":"https://onlylabs.fyi/labs/nebius/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/7ff3ee23-5c80-49a0-b43a-de4b120606d8","signal_json":"https://onlylabs.fyi/signals/7ff3ee23-5c80-49a0-b43a-de4b120606d8/signal.json","source":"https://github.com/nebius/nebius-connect","lab_dossier":"https://onlylabs.fyi/labs/nebius","lab_dossier_json":"https://onlylabs.fyi/labs/nebius/dossier.json","analysis":"https://onlylabs.fyi/analysis/nebius","analysis_json":"https://onlylabs.fyi/analysis/nebius/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nebius/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Nebius published nebius/nebius-connect (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo nebius/nebius-connect · language Python · Minor repo with 10 stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/nebius/nebius-connect","source_host":"github.com","occurred_at":"2024-09-02T10:00:39+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Nebius","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"nebius/nebius-connect","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"10","source":"traction"},{"label":"Notability","value":"Minor repo with 10 stars","source":"signal"},{"label":"Watch term","value":"Safety and alignment","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/nebius/nebius-connect"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:10:10.3015+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/7ff3ee23-5c80-49a0-b43a-de4b120606d8/signal.json","dossier_json":"https://onlylabs.fyi/labs/nebius/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/nebius/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nebius/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","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","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/7ff3ee23-5c80-49a0-b43a-de4b120606d8/signal.json","required":true},{"label":"source","url":"https://github.com/nebius/nebius-connect","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/nebius/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/nebius/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 Nebius's repo signal \"nebius/nebius-connect\" for neocloud strategy."},"semantic_triples":[{"subject":"Nebius","predicate":"published repo","object":"nebius/nebius-connect","text":"Nebius published repo nebius/nebius-connect."},{"subject":"nebius/nebius-connect","predicate":"is classified as","object":"repo signal","text":"nebius/nebius-connect is classified as repo signal."},{"subject":"nebius/nebius-connect","predicate":"belongs to","object":"repos desk","text":"nebius/nebius-connect belongs to repos desk."},{"subject":"nebius/nebius-connect","predicate":"has context","object":"Python","text":"nebius/nebius-connect has context Python."},{"subject":"nebius/nebius-connect","predicate":"has evidence coverage","object":"1 captured evidence page","text":"nebius/nebius-connect has evidence coverage 1 captured evidence page."},{"subject":"nebius/nebius-connect","predicate":"has captured page count","object":"1","text":"nebius/nebius-connect has captured page count 1."},{"subject":"nebius/nebius-connect","predicate":"has readable page count","object":"1","text":"nebius/nebius-connect has readable page count 1."},{"subject":"nebius/nebius-connect","predicate":"has related signal count","object":"6","text":"nebius/nebius-connect has related signal count 6."},{"subject":"nebius/nebius-connect","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":"nebius/nebius-connect 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":"nebius/nebius-connect","predicate":"has source host","object":"github.com","text":"nebius/nebius-connect has source host github.com."},{"subject":"nebius/nebius-connect","predicate":"has lab","object":"Nebius","text":"nebius/nebius-connect has lab Nebius."},{"subject":"nebius/nebius-connect","predicate":"has signal desk","object":"repos","text":"nebius/nebius-connect has signal desk repos."},{"subject":"nebius/nebius-connect","predicate":"has source host","object":"github.com","text":"nebius/nebius-connect has source host github.com."},{"subject":"nebius/nebius-connect","predicate":"has repository","object":"nebius/nebius-connect","text":"nebius/nebius-connect has repository nebius/nebius-connect."},{"subject":"nebius/nebius-connect","predicate":"has language","object":"Python","text":"nebius/nebius-connect has language Python."},{"subject":"nebius/nebius-connect","predicate":"has stars","object":"10","text":"nebius/nebius-connect has stars 10."},{"subject":"nebius/nebius-connect","predicate":"has notability","object":"Minor repo with 10 stars","text":"nebius/nebius-connect has notability Minor repo with 10 stars."},{"subject":"nebius/nebius-connect","predicate":"has watch term","object":"Safety and alignment","text":"nebius/nebius-connect has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"repos","answer":"Nebius published nebius/nebius-connect (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo nebius/nebius-connect · language Python · Minor repo with 10 stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Nebius","predicate":"published repo","object":"nebius/nebius-connect","text":"Nebius published repo nebius/nebius-connect."},{"subject":"nebius/nebius-connect","predicate":"is classified as","object":"repo signal","text":"nebius/nebius-connect is classified as repo signal."},{"subject":"nebius/nebius-connect","predicate":"belongs to","object":"repos desk","text":"nebius/nebius-connect belongs to repos desk."},{"subject":"nebius/nebius-connect","predicate":"has context","object":"Python","text":"nebius/nebius-connect has context Python."},{"subject":"nebius/nebius-connect","predicate":"has evidence coverage","object":"1 captured evidence page","text":"nebius/nebius-connect has evidence coverage 1 captured evidence page."}]},"signal":{"id":"7ff3ee23-5c80-49a0-b43a-de4b120606d8","url":"https://onlylabs.fyi/signals/7ff3ee23-5c80-49a0-b43a-de4b120606d8","json_url":"https://onlylabs.fyi/signals/7ff3ee23-5c80-49a0-b43a-de4b120606d8/signal.json","source_url":"https://github.com/nebius/nebius-connect","title":"nebius/nebius-connect","summary":"Nebius 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":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2024-09-02T10:00:39+00:00","first_seen_at":"2026-06-05T22:32:09.881762+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/nebius/nebius-connect"]},"facets":{"repo":"nebius/nebius-connect","language":"Python"},"traction":{"github_stars":10,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/nebius/nebius-connect","final_url":"https://github.com/nebius/nebius-connect","title":"nebius/nebius-connect repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:10.3015+00:00","bytes":9312,"raw_path":"902ff9668a158b00228bcb0d1e4bf36a6ecdb8d487085b78f541a2c81ae9256b.json","content_hash":"e4362dc39eb72a77f5407a773bb8e88d1c1702c9310d61530d15dd37a5d72aca","excerpt_chars":1200,"truncated":true,"excerpt":"nebius/nebius-connect Language: Python License: Apache-2.0 Stars: 10 Forks: 0 Open issues: 1 Created: 2024-09-02T10:00:39Z Pushed: 2025-06-16T07:16:51Z Default branch: main Fork: no Archived: yes README: Nebius AI connector for Apache Spark™ The [Managed Service for Apache Spark](https://nebius.ai/services/managed-spark), a [Nebius AI](https://nebius.ai/) service, offers access to _sessions:_ managed environments that can handle multiple independent ad-hoc computations at the same time. With this connector, you can connect to your Managed Spark sessions using [Spark Connect](https://spark.apache.org/docs/latest/spark-connect-overview.html) and process data with Spark APIs from your machine. Installing ```bash pip install nebius-connect ``` Example ```py from pyspark.sql.connect.session import SparkSession from nebius.spark.connect import create_channel_builder nebius_spark_cb = create_channel_builder( 'spsession-example123.nebius.cloud:443', password='my-password' ) spark = SparkSession \\ .builder \\ .channelBuilder(nebius_spark_cb) \\ .getOrCreate() columns = [\"id\",\"name\"] data = [(1,\"Sarah\"),(2,\"Maria\")] df = spark.createDataFrame(data).toDF(*columns) df.show() spark.stop() ```..."},"evidence_pages":[{"url":"https://github.com/nebius/nebius-connect","final_url":"https://github.com/nebius/nebius-connect","title":"nebius/nebius-connect repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:10.3015+00:00","bytes":9312,"raw_path":"902ff9668a158b00228bcb0d1e4bf36a6ecdb8d487085b78f541a2c81ae9256b.json","content_hash":"e4362dc39eb72a77f5407a773bb8e88d1c1702c9310d61530d15dd37a5d72aca","excerpt_chars":1200,"truncated":true,"excerpt":"nebius/nebius-connect Language: Python License: Apache-2.0 Stars: 10 Forks: 0 Open issues: 1 Created: 2024-09-02T10:00:39Z Pushed: 2025-06-16T07:16:51Z Default branch: main Fork: no Archived: yes README: Nebius AI connector for Apache Spark™ The [Managed Service for Apache Spark](https://nebius.ai/services/managed-spark), a [Nebius AI](https://nebius.ai/) service, offers access to _sessions:_ managed environments that can handle multiple independent ad-hoc computations at the same time. With this connector, you can connect to your Managed Spark sessions using [Spark Connect](https://spark.apache.org/docs/latest/spark-connect-overview.html) and process data with Spark APIs from your machine. Installing ```bash pip install nebius-connect ``` Example ```py from pyspark.sql.connect.session import SparkSession from nebius.spark.connect import create_channel_builder nebius_spark_cb = create_channel_builder( 'spsession-example123.nebius.cloud:443', password='my-password' ) spark = SparkSession \\ .builder \\ .channelBuilder(nebius_spark_cb) \\ .getOrCreate() columns = [\"id\",\"name\"] data = [(1,\"Sarah\"),(2,\"Maria\")] df = spark.createDataFrame(data).toDF(*columns) df.show() spark.stop() ```..."}],"related_signals":[{"id":"827d4150-eb7c-45e7-9d0c-e32c2f8cedfb","url":"https://onlylabs.fyi/signals/827d4150-eb7c-45e7-9d0c-e32c2f8cedfb","source_url":"https://github.com/nebius/nebius-partner-cookbook","title":"nebius/nebius-partner-cookbook","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-06-09T15:34:05+00:00","first_seen_at":"2026-06-11T07:00:50.9341+00:00","date_source":"source"},{"id":"bb3aaea8-d11f-4a82-9e97-5f4b81659cdb","url":"https://onlylabs.fyi/signals/bb3aaea8-d11f-4a82-9e97-5f4b81659cdb","source_url":"https://github.com/nebius/serverless-ai-cookbook","title":"nebius/serverless-ai-cookbook","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-04-16T10:10:51+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source"},{"id":"49bd2c6b-f298-4b2b-8d0d-a584e7fab75e","url":"https://onlylabs.fyi/signals/49bd2c6b-f298-4b2b-8d0d-a584e7fab75e","source_url":"https://github.com/nebius/nebius-physical-ai","title":"nebius/nebius-physical-ai","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-04-07T16:04:02+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source"},{"id":"ad5e0b3d-0b56-44da-8158-e3252eb37480","url":"https://onlylabs.fyi/signals/ad5e0b3d-0b56-44da-8158-e3252eb37480","source_url":"https://github.com/nebius/terraform-provider-nebius","title":"nebius/terraform-provider-nebius","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-03-24T14:56:20+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source"},{"id":"3ef467b7-124a-4a29-a4e5-c36beffa5f4b","url":"https://onlylabs.fyi/signals/3ef467b7-124a-4a29-a4e5-c36beffa5f4b","source_url":"https://github.com/nebius/contree-cli","title":"nebius/contree-cli","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-03-13T14:47:42+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source"},{"id":"ace3029b-afb2-4b63-99ab-34603989dce4","url":"https://onlylabs.fyi/signals/ace3029b-afb2-4b63-99ab-34603989dce4","source_url":"https://github.com/nebius/packer-plugin-nebius","title":"nebius/packer-plugin-nebius","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-02-13T15:45:48+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source"}]}