{"schema_version":"onlylabs.public_signal.v1","title":"Replicate Repo: replicate/pget","description":"Replicate repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/60e7dffe-98d0-4b89-b9f7-1cbd70e9bcce","json_url":"https://onlylabs.fyi/signals/60e7dffe-98d0-4b89-b9f7-1cbd70e9bcce/signal.json","generated_at":"2026-06-11T04:07:40.607815+00:00","org":{"slug":"replicate","name":"Replicate","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/replicate","dossier_json_url":"https://onlylabs.fyi/labs/replicate/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/60e7dffe-98d0-4b89-b9f7-1cbd70e9bcce","signal_json":"https://onlylabs.fyi/signals/60e7dffe-98d0-4b89-b9f7-1cbd70e9bcce/signal.json","source":"https://github.com/replicate/pget","lab_dossier":"https://onlylabs.fyi/labs/replicate","lab_dossier_json":"https://onlylabs.fyi/labs/replicate/dossier.json","analysis":"https://onlylabs.fyi/analysis/replicate","analysis_json":"https://onlylabs.fyi/analysis/replicate/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/replicate/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":"Replicate published replicate/pget (Go). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo replicate/pget · language Go. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/replicate/pget","source_host":"github.com","occurred_at":"2023-05-10T21:23:34+00:00","first_seen_at":"2026-06-06T01:49:54.629051+00:00","date_source":"source","context":"Go"},"context_markers":[{"label":"Lab","value":"Replicate","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"replicate/pget","source":"source"},{"label":"Language","value":"Go","source":"source"},{"label":"Stars","value":"151","source":"traction"}],"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/replicate/pget"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:07:40.607815+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/60e7dffe-98d0-4b89-b9f7-1cbd70e9bcce/signal.json","dossier_json":"https://onlylabs.fyi/labs/replicate/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/replicate/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/replicate/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/60e7dffe-98d0-4b89-b9f7-1cbd70e9bcce/signal.json","required":true},{"label":"source","url":"https://github.com/replicate/pget","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/replicate/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/replicate/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 Replicate's repo signal \"replicate/pget\" for neocloud strategy."},"semantic_triples":[{"subject":"Replicate","predicate":"published repo","object":"replicate/pget","text":"Replicate published repo replicate/pget."},{"subject":"replicate/pget","predicate":"is classified as","object":"repo signal","text":"replicate/pget is classified as repo signal."},{"subject":"replicate/pget","predicate":"belongs to","object":"repos desk","text":"replicate/pget belongs to repos desk."},{"subject":"replicate/pget","predicate":"has context","object":"Go","text":"replicate/pget has context Go."},{"subject":"replicate/pget","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/pget has evidence coverage 1 captured evidence page."},{"subject":"replicate/pget","predicate":"has captured page count","object":"1","text":"replicate/pget has captured page count 1."},{"subject":"replicate/pget","predicate":"has readable page count","object":"1","text":"replicate/pget has readable page count 1."},{"subject":"replicate/pget","predicate":"has related signal count","object":"6","text":"replicate/pget has related signal count 6."},{"subject":"replicate/pget","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":"replicate/pget 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":"replicate/pget","predicate":"has source host","object":"github.com","text":"replicate/pget has source host github.com."},{"subject":"replicate/pget","predicate":"has lab","object":"Replicate","text":"replicate/pget has lab Replicate."},{"subject":"replicate/pget","predicate":"has signal desk","object":"repos","text":"replicate/pget has signal desk repos."},{"subject":"replicate/pget","predicate":"has source host","object":"github.com","text":"replicate/pget has source host github.com."},{"subject":"replicate/pget","predicate":"has repository","object":"replicate/pget","text":"replicate/pget has repository replicate/pget."},{"subject":"replicate/pget","predicate":"has language","object":"Go","text":"replicate/pget has language Go."},{"subject":"replicate/pget","predicate":"has stars","object":"151","text":"replicate/pget has stars 151."}]},"intelligence":{"signal_desk":"repos","answer":"Replicate published replicate/pget (Go). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo replicate/pget · language Go. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Replicate","predicate":"published repo","object":"replicate/pget","text":"Replicate published repo replicate/pget."},{"subject":"replicate/pget","predicate":"is classified as","object":"repo signal","text":"replicate/pget is classified as repo signal."},{"subject":"replicate/pget","predicate":"belongs to","object":"repos desk","text":"replicate/pget belongs to repos desk."},{"subject":"replicate/pget","predicate":"has context","object":"Go","text":"replicate/pget has context Go."},{"subject":"replicate/pget","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/pget has evidence coverage 1 captured evidence page."}]},"signal":{"id":"60e7dffe-98d0-4b89-b9f7-1cbd70e9bcce","url":"https://onlylabs.fyi/signals/60e7dffe-98d0-4b89-b9f7-1cbd70e9bcce","json_url":"https://onlylabs.fyi/signals/60e7dffe-98d0-4b89-b9f7-1cbd70e9bcce/signal.json","source_url":"https://github.com/replicate/pget","title":"replicate/pget","summary":"Replicate published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2023-05-10T21:23:34+00:00","first_seen_at":"2026-06-06T01:49:54.629051+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/replicate/pget"]},"facets":{"repo":"replicate/pget","language":"Go"},"traction":{"github_stars":151,"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/replicate/pget","final_url":"https://github.com/replicate/pget","title":"replicate/pget repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:07:40.607815+00:00","bytes":13085,"raw_path":"6afdf414fc9ebe741fd5d903527a1d136964c668821c2b2852de5dae72ecca53.json","content_hash":"3b017caef8a14f18351554204c7c0288b053cd45120add47339eb231603b7ea1","excerpt_chars":1200,"truncated":true,"excerpt":"replicate/pget Description: parallel fetch Language: Go License: Apache-2.0 Stars: 151 Forks: 7 Open issues: 22 Created: 2023-05-10T21:23:34Z Pushed: 2026-05-08T22:52:55Z Default branch: main Fork: no Archived: no README: PGet - Parallel File Downloader & Extractor PGet is a high performance, concurrent file downloader built in Go. It is designed to speed up and optimize file downloads from cloud storage services such as Amazon S3 and Google Cloud Storage. The primary advantage of PGet is its ability to download files in parallel using multiple threads. By dividing the file into chunks and downloading multiple chunks simultaneously, PGet significantly reduces the total download time for large files. If the downloaded file is a tar archive, PGet can automatically extract the contents of the archive in memory, thus removing the need for an additional extraction step. The efficiency of PGet's tar extraction lies in its approach to handling data. Instead of writing the downloaded tar file to disk and then reading it back into memory for extraction, PGet conducts the extraction directly from the in-memory download buffer. This method avoids unnecessary memory copies and disk I/O,..."},"evidence_pages":[{"url":"https://github.com/replicate/pget","final_url":"https://github.com/replicate/pget","title":"replicate/pget repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:07:40.607815+00:00","bytes":13085,"raw_path":"6afdf414fc9ebe741fd5d903527a1d136964c668821c2b2852de5dae72ecca53.json","content_hash":"3b017caef8a14f18351554204c7c0288b053cd45120add47339eb231603b7ea1","excerpt_chars":1200,"truncated":true,"excerpt":"replicate/pget Description: parallel fetch Language: Go License: Apache-2.0 Stars: 151 Forks: 7 Open issues: 22 Created: 2023-05-10T21:23:34Z Pushed: 2026-05-08T22:52:55Z Default branch: main Fork: no Archived: no README: PGet - Parallel File Downloader & Extractor PGet is a high performance, concurrent file downloader built in Go. It is designed to speed up and optimize file downloads from cloud storage services such as Amazon S3 and Google Cloud Storage. The primary advantage of PGet is its ability to download files in parallel using multiple threads. By dividing the file into chunks and downloading multiple chunks simultaneously, PGet significantly reduces the total download time for large files. If the downloaded file is a tar archive, PGet can automatically extract the contents of the archive in memory, thus removing the need for an additional extraction step. The efficiency of PGet's tar extraction lies in its approach to handling data. Instead of writing the downloaded tar file to disk and then reading it back into memory for extraction, PGet conducts the extraction directly from the in-memory download buffer. This method avoids unnecessary memory copies and disk I/O,..."}],"related_signals":[{"id":"1db23f7d-6f2c-4c4d-a72e-13e4571ab215","url":"https://onlylabs.fyi/signals/1db23f7d-6f2c-4c4d-a72e-13e4571ab215","source_url":"https://github.com/replicate/getting-started-vinext","title":"replicate/getting-started-vinext","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-02-24T21:02:36+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"839ba0f4-1476-4d41-8a21-a7229404068c","url":"https://onlylabs.fyi/signals/839ba0f4-1476-4d41-8a21-a7229404068c","source_url":"https://github.com/replicate/skills","title":"replicate/skills","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-02-16T04:57:43+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"7859f548-12fd-4e47-869f-6cd6e9b89b7c","url":"https://onlylabs.fyi/signals/7859f548-12fd-4e47-869f-6cd6e9b89b7c","source_url":"https://github.com/replicate/image-editing-arena","title":"replicate/image-editing-arena","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-11-25T21:37:30+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"024a8173-5843-4a5f-b99f-d614881620a1","url":"https://onlylabs.fyi/signals/024a8173-5843-4a5f-b99f-d614881620a1","source_url":"https://github.com/replicate/replicate-langchain","title":"replicate/replicate-langchain","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-11-20T22:40:29+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"eeeccbb1-b0ff-4c2e-9b43-59541c3b203b","url":"https://onlylabs.fyi/signals/eeeccbb1-b0ff-4c2e-9b43-59541c3b203b","source_url":"https://github.com/replicate/replicate-mcp-code-mode","title":"replicate/replicate-mcp-code-mode","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-11-13T20:12:39+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"d3f1eb7e-9b05-4c64-94d6-5802bafeb63f","url":"https://onlylabs.fyi/signals/d3f1eb7e-9b05-4c64-94d6-5802bafeb63f","source_url":"https://github.com/replicate/cursedsit.com","title":"replicate/cursedsit.com","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-10-30T16:14:21+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"}]}