Updates

The catalogue is maintained by a discovery pipeline that records every run, every failure, and everything waiting for human review.

Last successful update: 2026-10-16T03:04:59Z UTC (run #12)

Review queue

Discovered items awaiting human review: 222. Accepted: 19. Rejected: 0. Discovered items are never published automatically.

Recent discovery runs

#	Status	Started	Finished	Sources (reached / fully failed)	Items found / new / duplicate
12	partial	2026-10-16T03:03:05Z	2026-10-16T03:04:59Z	4 / 1 of 5	69 / 10 / 59
Coverage and failures for run #12 Matched counts include repeat query/channel observations. New counts are unique queued resources. ["arxiv query 'self-driving laboratory': TimeoutError", "arxiv query 'machine learning systematic review': HTTP 429; retry-after=unspecified; reset=unspecified", "gitlab query '\u6587\u732e': TimeoutError", "websites query 'elicit': Response exceeds byte limit", "websites query 'alan-turing': HTTP 403 from www.turing.ac.uk"] {"crossref": {"queries_planned": 12, "requests": [{"query": "self-driving laboratory", "status": "ok", "returned": 5, "matched": 4, "family": "journals-preprints"}, {"query": "machine learning systematic review", "status": "ok", "returned": 5, "matched": 5, "family": "journals-preprints"}, {"query": "large language model thematic analysis", "status": "ok", "returned": 5, "matched": 5, "family": "journals-preprints"}, {"query": "AI research coding", "status": "ok", "returned": 5, "matched": 2, "family": "journals-preprints"}, {"query": "large language model scientific writing", "status": "ok", "returned": 5, "matched": 1, "family": "journals-preprints"}, {"query": "AI humanities archival research", "status": "ok", "returned": 5, "matched": 2, "family": "journals-preprints"}, {"query": "self-driving lab", "status": "ok", "returned": 5, "matched": 3, "family": "journals-preprints"}, {"query": "autonomous laboratory", "status": "ok", "returned": 5, "matched": 0, "family": "journals-preprints"}, {"query": "autonomous chemical synthesis", "status": "ok", "returned": 5, "matched": 2, "family": "journals-preprints"}, {"query": "materials discovery", "status": "ok", "returned": 5, "matched": 0, "family": "journals-preprints"}, {"query": "hypothesis generation", "status": "ok", "returned": 5, "matched": 0, "family": "journals-preprints"}, {"query": "drug repurposing", "status": "ok", "returned": 5, "matched": 1, "family": "journals-preprints"}], "matched": 25, "status": "ok", "new": 1, "duplicate_observations": 24}, "arxiv": {"queries_planned": 12, "requests": [{"query": "self-driving laboratory", "status": "failed", "returned": 0, "matched": 0, "family": "journals-preprints", "error": "TimeoutError"}, {"query": "machine learning systematic review", "status": "failed", "returned": 0, "matched": 0, "family": "journals-preprints", "error": "HTTP 429; retry-after=unspecified; reset=unspecified"}], "matched": 0, "stopped_reason": "Rate limit: remaining queries not attempted", "status": "failed"}, "github": {"queries_planned": 12, "requests": [{"query": "\"literature review\" AI", "status": "ok", "returned": 5, "matched": 5, "family": "repositories"}, {"query": "\"data analysis\" research", "status": "ok", "returned": 5, "matched": 2, "family": "repositories"}, {"query": "\"scientific writing\"", "status": "ok", "returned": 5, "matched": 1, "family": "repositories"}, {"query": "\"research\" \"skills\"", "status": "ok", "returned": 5, "matched": 3, "family": "repositories"}, {"query": "\"research\" \"framework\"", "status": "ok", "returned": 5, "matched": 3, "family": "repositories"}, {"query": "\"image segmentation\" biology", "status": "ok", "returned": 5, "matched": 2, "family": "repositories"}, {"query": "\"qualitative\" LLM", "status": "ok", "returned": 5, "matched": 4, "family": "repositories"}, {"query": "\"humanities\" AI", "status": "ok", "returned": 5, "matched": 2, "family": "repositories"}, {"query": "\"education\" research LLM", "status": "ok", "returned": 5, "matched": 5, "family": "repositories"}, {"query": "\"economics\" research AI", "status": "ok", "returned": 5, "matched": 5, "family": "repositories"}, {"query": "\"\u6587\u732e\u7efc\u8ff0\"", "status": "ok", "returned": 5, "matched": 3, "family": "repositories"}, {"query": "\"recherche\" \"scientifique\"", "status": "ok", "returned": 5, "matched": 0, "family": "repositories"}], "matched": 35, "status": "ok", "new": 8, "duplicate_observations": 27}, "gitlab": {"queries_planned": 8, "requests": [{"query": "literature review", "status": "ok", "returned": 5, "matched": 1, "family": "repositories"}, {"query": "scientific", "status": "ok", "returned": 5, "matched": 0, "family": "repositories"}, {"query": "research assistant", "status": "ok", "returned": 5, "matched": 3, "family": "repositories"}, {"query": "qualitative", "status": "ok", "returned": 5, "matched": 0, "family": "repositories"}, {"query": "digital humanities", "status": "ok", "returned": 5, "matched": 0, "family": "repositories"}, {"query": "systematic review", "status": "ok", "returned": 5, "matched": 0, "family": "repositories"}, {"query": "agent skills", "status": "ok", "returned": 5, "matched": 0, "family": "repositories"}, {"query": "\u6587\u732e", "status": "failed", "returned": 0, "matched": 0, "family": "repositories", "error": "TimeoutError"}], "matched": 4, "status": "partial", "new": 0, "duplicate_observations": 4}, "websites": {"queries_planned": 11, "requests": [{"query": "google-research", "status": "ok", "returned": 5, "matched": 0, "url": "https://research.google/blog/rss/", "family": "university-lab"}, {"query": "stanford-storm", "status": "ok", "returned": 1, "matched": 1, "url": "https://aclanthology.org/2024.naacl-long.347/", "family": "conference-workshops"}, {"query": "cellpose", "status": "ok", "returned": 1, "matched": 1, "url": "https://cellpose.readthedocs.io/en/latest/", "family": "tool-documentation"}, {"query": "asreview", "status": "ok", "returned": 1, "matched": 1, "url": "https://asreview.nl/", "family": "tool-documentation"}, {"query": "elicit", "status": "failed", "returned": 0, "matched": 0, "url": "https://elicit.com/", "family": "tool-documentation", "error": "Response exceeds byte limit"}, {"query": "hf-blog", "status": "ok", "returned": 5, "matched": 0, "url": "https://huggingface.co/blog/feed.xml", "family": "tutorials-blogs"}, {"query": "programming-historian", "status": "ok", "returned": 5, "matched": 0, "url": "https://programminghistorian.org/feed.xml", "family": "tutorials-blogs"}, {"query": "one-useful-thing", "status": "ok", "returned": 5, "matched": 0, "url": "https://www.oneusefulthing.org/feed", "family": "tutorials-blogs"}, {"query": "ai4science", "status": "ok", "returned": 1, "matched": 1, "url": "https://ai4sciencecommunity.github.io/", "family": "conference-workshops"}, {"query": "hf-forum", "status": "ok", "returned": 5, "matched": 1, "url": "https://discuss.huggingface.co/latest.rss", "family": "community-discussions"}, {"query": "alan-turing", "status": "failed", "returned": 0, "matched": 0, "url": "https://www.turing.ac.uk/research", "family": "university-lab", "error": "HTTP 403 from www.turing.ac.uk"}], "matched": 5, "status": "partial", "new": 1, "duplicate_observations": 4}}
11	partial	2026-10-15T20:50:45Z	2026-10-15T20:53:04Z	5 / 0 of 5	111 / 26 / 85
Coverage and failures for run #11 Matched counts include repeat query/channel observations. New counts are unique queued resources. ["gitlab query '\u6587\u732e': TimeoutError", "websites query 'elicit': Response exceeds byte limit", "websites query 'alan-turing': HTTP 403 from www.turing.ac.uk"] {"crossref": {"queries_planned": 12, "requests": [{"query": "self-driving laboratory", "status": "ok", "returned": 5, "matched": 4, "family": "journals-preprints"}, {"query": "machine learning systematic review", "status": "ok", "returned": 5, "matched": 5, "family": "journals-preprints"}, {"query": "large language model thematic analysis", "status": "ok", "returned": 5, "matched": 5, "family": "journals-preprints"}, {"query": "AI research coding", "status": "ok", "returned": 5, "matched": 2, "family": "journals-preprints"}, {"query": "large language model scientific writing", "status": "ok", "returned": 5, "matched": 1, "family": "journals-preprints"}, {"query": "AI humanities archival research", "status": "ok", "returned": 5, "matched": 1, "family": "journals-preprints"}, {"query": "self-driving lab", "status": "ok", "returned": 5, "matched": 3, "family": "journals-preprints"}, {"query": "autonomous laboratory", "status": "ok", "returned": 5, "matched": 0, "family": "journals-preprints"}, {"query": "autonomous chemical synthesis", "status": "ok", "returned": 5, "matched": 2, "family": "journals-preprints"}, {"query": "materials discovery", "status": "ok", "returned": 5, "matched": 0, "family": "journals-preprints"}, {"query": "hypothesis generation", "status": "ok", "returned": 5, "matched": 0, "family": "journals-preprints"}, {"query": "drug repurposing", "status": "ok", "returned": 5, "matched": 1, "family": "journals-preprints"}], "matched": 24, "status": "ok", "new": 20, "duplicate_observations": 4}, "arxiv": {"queries_planned": 12, "requests": [{"query": "self-driving laboratory", "status": "ok", "returned": 5, "matched": 5, "family": "journals-preprints"}, {"query": "machine learning systematic review", "status": "ok", "returned": 5, "matched": 5, "family": "journals-preprints"}, {"query": "large language model thematic analysis", "status": "ok", "returned": 5, "matched": 5, "family": "journals-preprints"}, {"query": "AI research coding", "status": "ok", "returned": 5, "matched": 5, "family": "journals-preprints"}, {"query": "large language model scientific writing", "status": "ok", "returned": 5, "matched": 4, "family": "journals-preprints"}, {"query": "AI humanities archival research", "status": "ok", "returned": 5, "matched": 4, "family": "journals-preprints"}, {"query": "self-driving lab", "status": "ok", "returned": 5, "matched": 5, "family": "journals-preprints"}, {"query": "autonomous laboratory", "status": "ok", "returned": 5, "matched": 3, "family": "journals-preprints"}, {"query": "autonomous chemical synthesis", "status": "ok", "returned": 5, "matched": 2, "family": "journals-preprints"}, {"query": "materials discovery", "status": "ok", "returned": 5, "matched": 3, "family": "journals-preprints"}, {"query": "hypothesis generation", "status": "ok", "returned": 3, "matched": 1, "family": "journals-preprints"}, {"query": "drug repurposing", "status": "ok", "returned": 5, "matched": 2, "family": "journals-preprints"}], "matched": 44, "status": "ok", "new": 0, "duplicate_observations": 44}, "github": {"queries_planned": 12, "requests": [{"query": "\"literature review\" AI", "status": "ok", "returned": 5, "matched": 5, "family": "repositories"}, {"query": "\"data analysis\" research", "status": "ok", "returned": 5, "matched": 5, "family": "repositories"}, {"query": "\"scientific writing\"", "status": "ok", "returned": 5, "matched": 1, "family": "repositories"}, {"query": "\"research\" \"skills\"", "status": "ok", "returned": 5, "matched": 1, "family": "repositories"}, {"query": "\"research\" \"framework\"", "status": "ok", "returned": 5, "matched": 1, "family": "repositories"}, {"query": "\"image segmentation\" biology", "status": "ok", "returned": 5, "matched": 2, "family": "repositories"}, {"query": "\"qualitative\" LLM", "status": "ok", "returned": 5, "matched": 4, "family": "repositories"}, {"query": "\"humanities\" AI", "status": "ok", "returned": 5, "matched": 1, "family": "repositories"}, {"query": "\"education\" research LLM", "status": "ok", "returned": 5, "matched": 5, "family": "repositories"}, {"query": "\"economics\" research AI", "status": "ok", "returned": 5, "matched": 5, "family": "repositories"}, {"query": "\"\u6587\u732e\u7efc\u8ff0\"", "status": "ok", "returned": 5, "matched": 3, "family": "repositories"}, {"query": "\"recherche\" \"scientifique\"", "status": "ok", "returned": 5, "matched": 0, "family": "repositories"}], "matched": 33, "status": "ok", "new": 4, "duplicate_observations": 29}, "gitlab": {"queries_planned": 8, "requests": [{"query": "literature review", "status": "ok", "returned": 5, "matched": 1, "family": "repositories"}, {"query": "scientific", "status": "ok", "returned": 5, "matched": 0, "family": "repositories"}, {"query": "research assistant", "status": "ok", "returned": 5, "matched": 3, "family": "repositories"}, {"query": "qualitative", "status": "ok", "returned": 5, "matched": 0, "family": "repositories"}, {"query": "digital humanities", "status": "ok", "returned": 5, "matched": 0, "family": "repositories"}, {"query": "systematic review", "status": "ok", "returned": 5, "matched": 0, "family": "repositories"}, {"query": "agent skills", "status": "ok", "returned": 5, "matched": 2, "family": "repositories"}, {"query": "\u6587\u732e", "status": "failed", "returned": 0, "matched": 0, "family": "repositories", "error": "TimeoutError"}], "matched": 6, "status": "partial", "new": 2, "duplicate_observations": 4}, "websites": {"queries_planned": 11, "requests": [{"query": "google-research", "status": "ok", "returned": 5, "matched": 0, "url": "https://research.google/blog/rss/", "family": "university-lab"}, {"query": "stanford-storm", "status": "ok", "returned": 1, "matched": 1, "url": "https://aclanthology.org/2024.naacl-long.347/", "family": "conference-workshops"}, {"query": "cellpose", "status": "ok", "returned": 1, "matched": 1, "url": "https://cellpose.readthedocs.io/en/latest/", "family": "tool-documentation"}, {"query": "asreview", "status": "ok", "returned": 1, "matched": 1, "url": "https://asreview.nl/", "family": "tool-documentation"}, {"query": "elicit", "status": "failed", "returned": 0, "matched": 0, "url": "https://elicit.com/", "family": "tool-documentation", "error": "Response exceeds byte limit"}, {"query": "hf-blog", "status": "ok", "returned": 5, "matched": 0, "url": "https://huggingface.co/blog/feed.xml", "family": "tutorials-blogs"}, {"query": "programming-historian", "status": "ok", "returned": 5, "matched": 0, "url": "https://programminghistorian.org/feed.xml", "family": "tutorials-blogs"}, {"query": "one-useful-thing", "status": "ok", "returned": 5, "matched": 0, "url": "https://www.oneusefulthing.org/feed", "family": "tutorials-blogs"}, {"query": "ai4science", "status": "ok", "returned": 1, "matched": 1, "url": "https://ai4sciencecommunity.github.io/", "family": "conference-workshops"}, {"query": "hf-forum", "status": "ok", "returned": 5, "matched": 0, "url": "https://discuss.huggingface.co/latest.rss", "family": "community-discussions"}, {"query": "alan-turing", "status": "failed", "returned": 0, "matched": 0, "url": "https://www.turing.ac.uk/research", "family": "university-lab", "error": "HTTP 403 from www.turing.ac.uk"}], "matched": 4, "status": "partial", "new": 0, "duplicate_observations": 4}}
10	ok	2026-10-15T17:28:57Z	2026-10-15T17:29:11Z	1 / 0 of 1	6 / 1 / 5
Coverage and failures for run #10 Matched counts include repeat query/channel observations. New counts are unique queued resources. [] {"github": {"queries_planned": 3, "requests": [{"query": "\"\u6587\u732e\u7efc\u8ff0\"", "status": "ok", "returned": 8, "matched": 5, "family": "repositories"}, {"query": "\"recherche scientifique\"", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "\"investigaci\u00f3n\" AI", "status": "ok", "returned": 8, "matched": 1, "family": "repositories"}], "matched": 6, "status": "ok", "new": 1, "duplicate_observations": 5}}
9	partial	2026-10-15T17:27:32Z	2026-10-15T17:28:57Z	3 / 0 of 3	70 / 1 / 69
Coverage and failures for run #9 Matched counts include repeat query/channel observations. New counts are unique queued resources. ["websites query 'elicit': Response exceeds byte limit", "websites query 'alan-turing': HTTP 403 from www.turing.ac.uk"] {"github": {"queries_planned": 12, "requests": [{"query": "\"literature review\" AI", "status": "ok", "returned": 8, "matched": 8, "family": "repositories"}, {"query": "\"data analysis\" research", "status": "ok", "returned": 8, "matched": 5, "family": "repositories"}, {"query": "\"scientific writing\"", "status": "ok", "returned": 8, "matched": 3, "family": "repositories"}, {"query": "\"research\" \"skills\"", "status": "ok", "returned": 8, "matched": 6, "family": "repositories"}, {"query": "\"research\" \"framework\"", "status": "ok", "returned": 8, "matched": 1, "family": "repositories"}, {"query": "\"image segmentation\" biology", "status": "ok", "returned": 8, "matched": 2, "family": "repositories"}, {"query": "\"qualitative\" LLM", "status": "ok", "returned": 8, "matched": 6, "family": "repositories"}, {"query": "\"humanities\" AI", "status": "ok", "returned": 8, "matched": 4, "family": "repositories"}, {"query": "\"education\" research LLM", "status": "ok", "returned": 8, "matched": 8, "family": "repositories"}, {"query": "\"economics\" research AI", "status": "ok", "returned": 8, "matched": 8, "family": "repositories"}, {"query": "\"\u6587\u732e\u7efc\u8ff0\"", "status": "ok", "returned": 8, "matched": 5, "family": "repositories"}, {"query": "\"recherche\" \"scientifique\"", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}], "matched": 56, "status": "ok", "new": 0, "duplicate_observations": 56}, "gitlab": {"queries_planned": 8, "requests": [{"query": "literature review", "status": "ok", "returned": 8, "matched": 2, "family": "repositories"}, {"query": "scientific", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "research assistant", "status": "ok", "returned": 8, "matched": 6, "family": "repositories"}, {"query": "qualitative", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "digital humanities", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "systematic review", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "agent skills", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "\u6587\u732e", "status": "ok", "returned": 0, "matched": 0, "family": "repositories"}], "matched": 8, "status": "ok", "new": 1, "duplicate_observations": 7}, "websites": {"queries_planned": 11, "requests": [{"query": "google-research", "status": "ok", "returned": 8, "matched": 0, "url": "https://research.google/blog/rss/", "family": "university-lab"}, {"query": "stanford-storm", "status": "ok", "returned": 1, "matched": 1, "url": "https://aclanthology.org/2024.naacl-long.347/", "family": "conference-workshops"}, {"query": "cellpose", "status": "ok", "returned": 1, "matched": 1, "url": "https://cellpose.readthedocs.io/en/latest/", "family": "tool-documentation"}, {"query": "asreview", "status": "ok", "returned": 1, "matched": 1, "url": "https://asreview.nl/", "family": "tool-documentation"}, {"query": "elicit", "status": "failed", "returned": 0, "matched": 0, "url": "https://elicit.com/", "family": "tool-documentation", "error": "Response exceeds byte limit"}, {"query": "hf-blog", "status": "ok", "returned": 8, "matched": 0, "url": "https://huggingface.co/blog/feed.xml", "family": "tutorials-blogs"}, {"query": "programming-historian", "status": "ok", "returned": 8, "matched": 0, "url": "https://programminghistorian.org/feed.xml", "family": "tutorials-blogs"}, {"query": "one-useful-thing", "status": "ok", "returned": 8, "matched": 0, "url": "https://www.oneusefulthing.org/feed", "family": "tutorials-blogs"}, {"query": "ai4science", "status": "ok", "returned": 1, "matched": 1, "url": "https://ai4sciencecommunity.github.io/", "family": "conference-workshops"}, {"query": "hf-forum", "status": "ok", "returned": 8, "matched": 2, "url": "https://discuss.huggingface.co/latest.rss", "family": "community-discussions"}, {"query": "alan-turing", "status": "failed", "returned": 0, "matched": 0, "url": "https://www.turing.ac.uk/research", "family": "university-lab", "error": "HTTP 403 from www.turing.ac.uk"}], "matched": 6, "status": "partial", "new": 0, "duplicate_observations": 6}}
8	partial	2026-10-15T17:26:05Z	2026-10-15T17:27:32Z	3 / 0 of 3	69 / 7 / 62
Coverage and failures for run #8 Matched counts include repeat query/channel observations. New counts are unique queued resources. ["websites query 'elicit': Response exceeds byte limit", "websites query 'alan-turing': HTTP 403 from www.turing.ac.uk"] {"github": {"queries_planned": 12, "requests": [{"query": "\"literature review\" AI", "status": "ok", "returned": 8, "matched": 8, "family": "repositories"}, {"query": "\"data analysis\" research", "status": "ok", "returned": 8, "matched": 5, "family": "repositories"}, {"query": "\"scientific writing\"", "status": "ok", "returned": 8, "matched": 3, "family": "repositories"}, {"query": "\"research\" \"skills\"", "status": "ok", "returned": 8, "matched": 6, "family": "repositories"}, {"query": "\"research\" \"framework\"", "status": "ok", "returned": 8, "matched": 1, "family": "repositories"}, {"query": "\"image segmentation\" biology", "status": "ok", "returned": 8, "matched": 2, "family": "repositories"}, {"query": "\"qualitative\" LLM", "status": "ok", "returned": 8, "matched": 6, "family": "repositories"}, {"query": "\"humanities\" AI", "status": "ok", "returned": 8, "matched": 4, "family": "repositories"}, {"query": "\"education\" research LLM", "status": "ok", "returned": 8, "matched": 8, "family": "repositories"}, {"query": "\"economics\" research AI", "status": "ok", "returned": 8, "matched": 8, "family": "repositories"}, {"query": "\"\u6587\u732e\u7efc\u8ff0\"", "status": "ok", "returned": 8, "matched": 5, "family": "repositories"}, {"query": "\"recherche\" \"scientifique\"", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}], "matched": 56, "status": "ok", "new": 7, "duplicate_observations": 49}, "gitlab": {"queries_planned": 8, "requests": [{"query": "literature review", "status": "ok", "returned": 8, "matched": 2, "family": "repositories"}, {"query": "scientific", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "research assistant", "status": "ok", "returned": 8, "matched": 5, "family": "repositories"}, {"query": "qualitative", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "digital humanities", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "systematic review", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "agent skills", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "\u6587\u732e", "status": "ok", "returned": 0, "matched": 0, "family": "repositories"}], "matched": 7, "status": "ok", "new": 0, "duplicate_observations": 7}, "websites": {"queries_planned": 11, "requests": [{"query": "google-research", "status": "ok", "returned": 8, "matched": 0, "url": "https://research.google/blog/rss/", "family": "university-lab"}, {"query": "stanford-storm", "status": "ok", "returned": 1, "matched": 1, "url": "https://aclanthology.org/2024.naacl-long.347/", "family": "conference-workshops"}, {"query": "cellpose", "status": "ok", "returned": 1, "matched": 1, "url": "https://cellpose.readthedocs.io/en/latest/", "family": "tool-documentation"}, {"query": "asreview", "status": "ok", "returned": 1, "matched": 1, "url": "https://asreview.nl/", "family": "tool-documentation"}, {"query": "elicit", "status": "failed", "returned": 0, "matched": 0, "url": "https://elicit.com/", "family": "tool-documentation", "error": "Response exceeds byte limit"}, {"query": "hf-blog", "status": "ok", "returned": 8, "matched": 0, "url": "https://huggingface.co/blog/feed.xml", "family": "tutorials-blogs"}, {"query": "programming-historian", "status": "ok", "returned": 8, "matched": 0, "url": "https://programminghistorian.org/feed.xml", "family": "tutorials-blogs"}, {"query": "one-useful-thing", "status": "ok", "returned": 8, "matched": 0, "url": "https://www.oneusefulthing.org/feed", "family": "tutorials-blogs"}, {"query": "ai4science", "status": "ok", "returned": 1, "matched": 1, "url": "https://ai4sciencecommunity.github.io/", "family": "conference-workshops"}, {"query": "hf-forum", "status": "ok", "returned": 8, "matched": 2, "url": "https://discuss.huggingface.co/latest.rss", "family": "community-discussions"}, {"query": "alan-turing", "status": "failed", "returned": 0, "matched": 0, "url": "https://www.turing.ac.uk/research", "family": "university-lab", "error": "HTTP 403 from www.turing.ac.uk"}], "matched": 6, "status": "partial", "new": 0, "duplicate_observations": 6}}
7	ok	2026-10-15T17:25:09Z	2026-10-15T17:25:09Z	1 / 0 of 1	44 / 0 / 44
Coverage and failures for run #7 Matched counts include repeat query/channel observations. New counts are unique queued resources. [] {"import": {"file": "wide-search-candidates.json", "sha256": "47ace7cfbd7417748b2f08883a6c073ec4e7ab824cd87e97321af2aa158e146f", "input": 44, "accepted_leads": 44, "rejected": [], "reported_external_coverage": null}}
6	ok	2026-10-15T17:25:09Z	2026-10-15T17:25:09Z	1 / 0 of 1	44 / 37 / 7
Coverage and failures for run #6 Matched counts include repeat query/channel observations. New counts are unique queued resources. [] {"import": {"file": "wide-search-candidates.json", "sha256": "47ace7cfbd7417748b2f08883a6c073ec4e7ab824cd87e97321af2aa158e146f", "input": 44, "accepted_leads": 44, "rejected": [], "reported_external_coverage": null}}
5	partial	2026-10-15T17:15:58Z	2026-10-15T17:16:28Z	5 / 0 of 5	141 / 98 / 43
Coverage and failures for run #5 Matched counts include repeat query/channel observations. New counts are unique queued resources. ["crossref query 'machine learning systematic review': HTTP 429; retry-after=unspecified; reset=unspecified", "github query '\"\u6587\u732e\u7efc\u8ff0\"': HTTP 403; retry-after=unspecified; reset=1792084628", "websites query 'elicit': Response exceeds byte limit", "websites query 'alan-turing': HTTP 403 from www.turing.ac.uk"] {"crossref": {"queries_planned": 12, "requests": [{"query": "self-driving laboratory", "status": "ok", "returned": 8, "matched": 6, "family": "journals-preprints"}, {"query": "machine learning systematic review", "status": "failed", "returned": 0, "matched": 0, "family": "journals-preprints", "error": "HTTP 429; retry-after=unspecified; reset=unspecified"}], "matched": 6, "stopped_reason": "Rate limit: remaining queries not attempted", "status": "partial", "new": 5, "duplicate_observations": 1}, "arxiv": {"queries_planned": 12, "requests": [{"query": "self-driving laboratory", "status": "ok", "returned": 8, "matched": 8, "family": "journals-preprints"}, {"query": "machine learning systematic review", "status": "ok", "returned": 8, "matched": 8, "family": "journals-preprints"}, {"query": "large language model thematic analysis", "status": "ok", "returned": 8, "matched": 8, "family": "journals-preprints"}, {"query": "AI research coding", "status": "ok", "returned": 8, "matched": 8, "family": "journals-preprints"}, {"query": "large language model scientific writing", "status": "ok", "returned": 8, "matched": 6, "family": "journals-preprints"}, {"query": "AI humanities archival research", "status": "ok", "returned": 8, "matched": 7, "family": "journals-preprints"}, {"query": "self-driving lab", "status": "ok", "returned": 8, "matched": 8, "family": "journals-preprints"}, {"query": "autonomous laboratory", "status": "ok", "returned": 8, "matched": 6, "family": "journals-preprints"}, {"query": "autonomous chemical synthesis", "status": "ok", "returned": 8, "matched": 4, "family": "journals-preprints"}, {"query": "materials discovery", "status": "ok", "returned": 8, "matched": 6, "family": "journals-preprints"}, {"query": "hypothesis generation", "status": "ok", "returned": 6, "matched": 2, "family": "journals-preprints"}, {"query": "drug repurposing", "status": "ok", "returned": 8, "matched": 2, "family": "journals-preprints"}], "matched": 73, "status": "ok", "new": 68, "duplicate_observations": 5}, "github": {"queries_planned": 12, "requests": [{"query": "\"literature review\" AI", "status": "ok", "returned": 8, "matched": 8, "family": "repositories"}, {"query": "\"data analysis\" research", "status": "ok", "returned": 8, "matched": 5, "family": "repositories"}, {"query": "\"scientific writing\"", "status": "ok", "returned": 8, "matched": 3, "family": "repositories"}, {"query": "\"research\" \"skills\"", "status": "ok", "returned": 8, "matched": 5, "family": "repositories"}, {"query": "\"research\" \"framework\"", "status": "ok", "returned": 8, "matched": 1, "family": "repositories"}, {"query": "\"image segmentation\" biology", "status": "ok", "returned": 8, "matched": 2, "family": "repositories"}, {"query": "\"qualitative\" LLM", "status": "ok", "returned": 8, "matched": 6, "family": "repositories"}, {"query": "\"humanities\" AI", "status": "ok", "returned": 8, "matched": 4, "family": "repositories"}, {"query": "\"education\" research LLM", "status": "ok", "returned": 8, "matched": 8, "family": "repositories"}, {"query": "\"economics\" research AI", "status": "ok", "returned": 8, "matched": 8, "family": "repositories"}, {"query": "\"\u6587\u732e\u7efc\u8ff0\"", "status": "failed", "returned": 0, "matched": 0, "family": "repositories", "error": "HTTP 403; retry-after=unspecified; reset=1792084628"}], "matched": 50, "stopped_reason": "Rate limit: remaining queries not attempted", "status": "partial", "new": 20, "duplicate_observations": 30}, "gitlab": {"queries_planned": 8, "requests": [{"query": "literature review", "status": "ok", "returned": 8, "matched": 2, "family": "repositories"}, {"query": "scientific", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "research assistant", "status": "ok", "returned": 8, "matched": 5, "family": "repositories"}, {"query": "qualitative", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "digital humanities", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "systematic review", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "agent skills", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "\u6587\u732e", "status": "ok", "returned": 0, "matched": 0, "family": "repositories"}], "matched": 7, "status": "ok", "new": 3, "duplicate_observations": 4}, "websites": {"queries_planned": 11, "requests": [{"query": "google-research", "status": "ok", "returned": 8, "matched": 0, "url": "https://research.google/blog/rss/", "family": "university-lab"}, {"query": "stanford-storm", "status": "ok", "returned": 1, "matched": 0, "url": "https://storm-project.stanford.edu/", "family": "university-lab"}, {"query": "cellpose", "status": "ok", "returned": 1, "matched": 1, "url": "https://cellpose.readthedocs.io/en/latest/", "family": "tool-documentation"}, {"query": "asreview", "status": "ok", "returned": 1, "matched": 1, "url": "https://asreview.nl/", "family": "tool-documentation"}, {"query": "elicit", "status": "failed", "returned": 0, "matched": 0, "url": "https://elicit.com/", "family": "tool-documentation", "error": "Response exceeds byte limit"}, {"query": "hf-blog", "status": "ok", "returned": 8, "matched": 0, "url": "https://huggingface.co/blog/feed.xml", "family": "tutorials-blogs"}, {"query": "programming-historian", "status": "ok", "returned": 8, "matched": 0, "url": "https://programminghistorian.org/feed.xml", "family": "tutorials-blogs"}, {"query": "one-useful-thing", "status": "ok", "returned": 8, "matched": 0, "url": "https://www.oneusefulthing.org/feed", "family": "tutorials-blogs"}, {"query": "ai4science", "status": "ok", "returned": 1, "matched": 1, "url": "https://ai4sciencecommunity.github.io/", "family": "conference-workshops"}, {"query": "hf-forum", "status": "ok", "returned": 8, "matched": 2, "url": "https://discuss.huggingface.co/latest.rss", "family": "community-discussions"}, {"query": "alan-turing", "status": "failed", "returned": 0, "matched": 0, "url": "https://www.turing.ac.uk/research", "family": "university-lab", "error": "HTTP 403 from www.turing.ac.uk"}], "matched": 5, "status": "partial", "new": 2, "duplicate_observations": 3}}
4	partial	2026-10-15T17:10:51Z	2026-10-15T17:11:11Z	3 / 0 of 3	38 / 0 / 38
Coverage and failures for run #4 Matched counts include repeat query/channel observations. New counts are unique queued resources. ["github query '\"\u6587\u732e\u7efc\u8ff0\"': HTTP 403; retry-after=unspecified; reset=1792084311", "websites query 'elicit': Response exceeds byte limit", "websites query 'nlp4science': HTTP 404 from nlp4science.github.io", "websites query 'alan-turing': HTTP 403 from www.turing.ac.uk"] {"github": {"queries_planned": 12, "requests": [{"query": "\"literature review\" AI", "status": "ok", "returned": 8, "matched": 8, "family": "repositories"}, {"query": "\"data analysis\" research", "status": "ok", "returned": 8, "matched": 5, "family": "repositories"}, {"query": "\"scientific writing\"", "status": "ok", "returned": 8, "matched": 3, "family": "repositories"}, {"query": "\"research\" \"skills\"", "status": "ok", "returned": 8, "matched": 2, "family": "repositories"}, {"query": "\"research\" \"framework\"", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "\"image segmentation\" biology", "status": "ok", "returned": 8, "matched": 2, "family": "repositories"}, {"query": "\"qualitative\" LLM", "status": "ok", "returned": 8, "matched": 4, "family": "repositories"}, {"query": "\"humanities\" AI", "status": "ok", "returned": 8, "matched": 2, "family": "repositories"}, {"query": "\"education\" research LLM", "status": "ok", "returned": 8, "matched": 1, "family": "repositories"}, {"query": "\"economics\" research AI", "status": "ok", "returned": 8, "matched": 4, "family": "repositories"}, {"query": "\"\u6587\u732e\u7efc\u8ff0\"", "status": "failed", "returned": 0, "matched": 0, "family": "repositories", "error": "HTTP 403; retry-after=unspecified; reset=1792084311"}], "matched": 31, "stopped_reason": "Rate limit: remaining queries not attempted", "status": "partial", "new": 0, "duplicate_observations": 31}, "gitlab": {"queries_planned": 8, "requests": [{"query": "literature review", "status": "ok", "returned": 8, "matched": 2, "family": "repositories"}, {"query": "scientific", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "research assistant", "status": "ok", "returned": 8, "matched": 2, "family": "repositories"}, {"query": "qualitative", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "digital humanities", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "systematic review", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "agent skills", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "\u6587\u732e", "status": "ok", "returned": 0, "matched": 0, "family": "repositories"}], "matched": 4, "status": "ok", "new": 0, "duplicate_observations": 4}, "websites": {"queries_planned": 12, "requests": [{"query": "google-research", "status": "ok", "returned": 8, "matched": 0, "url": "https://research.google/blog/rss/", "family": "university-lab"}, {"query": "stanford-storm", "status": "ok", "returned": 1, "matched": 0, "url": "https://storm.genie.stanford.edu/", "family": "university-lab"}, {"query": "cellpose", "status": "ok", "returned": 1, "matched": 0, "url": "https://cellpose.readthedocs.io/en/latest/", "family": "tool-documentation"}, {"query": "asreview", "status": "ok", "returned": 1, "matched": 1, "url": "https://asreview.nl/", "family": "tool-documentation"}, {"query": "elicit", "status": "failed", "returned": 0, "matched": 0, "url": "https://elicit.com/", "family": "tool-documentation", "error": "Response exceeds byte limit"}, {"query": "hf-blog", "status": "ok", "returned": 8, "matched": 0, "url": "https://huggingface.co/blog/feed.xml", "family": "tutorials-blogs"}, {"query": "programming-historian", "status": "ok", "returned": 8, "matched": 0, "url": "https://programminghistorian.org/feed.xml", "family": "tutorials-blogs"}, {"query": "one-useful-thing", "status": "ok", "returned": 8, "matched": 0, "url": "https://www.oneusefulthing.org/feed", "family": "tutorials-blogs"}, {"query": "ai4science", "status": "ok", "returned": 1, "matched": 1, "url": "https://ai4sciencecommunity.github.io/", "family": "conference-workshops"}, {"query": "nlp4science", "status": "failed", "returned": 0, "matched": 0, "url": "https://nlp4science.github.io/", "family": "conference-workshops", "error": "HTTP 404 from nlp4science.github.io"}, {"query": "hf-forum", "status": "ok", "returned": 8, "matched": 1, "url": "https://discuss.huggingface.co/latest.rss", "family": "community-discussions"}, {"query": "alan-turing", "status": "failed", "returned": 0, "matched": 0, "url": "https://www.turing.ac.uk/research", "family": "university-lab", "error": "HTTP 403 from www.turing.ac.uk"}], "matched": 3, "status": "partial", "new": 0, "duplicate_observations": 3}}
3	partial	2026-10-15T17:08:46Z	2026-10-15T17:09:06Z	3 / 0 of 3	38 / 36 / 2
Coverage and failures for run #3 Matched counts include repeat query/channel observations. New counts are unique queued resources. ["github query '\"\u6587\u732e\u7efc\u8ff0\"': HTTP 403; retry-after=unspecified; reset=1792084186", "websites query 'elicit': Response exceeds byte limit", "websites query 'nlp4science': HTTP 404 from nlp4science.github.io", "websites query 'alan-turing': HTTP 403 from www.turing.ac.uk"] {"github": {"queries_planned": 12, "requests": [{"query": "\"literature review\" AI", "status": "ok", "returned": 8, "matched": 8, "family": "repositories"}, {"query": "\"data analysis\" research", "status": "ok", "returned": 8, "matched": 5, "family": "repositories"}, {"query": "\"scientific writing\"", "status": "ok", "returned": 8, "matched": 3, "family": "repositories"}, {"query": "\"research\" \"skills\"", "status": "ok", "returned": 8, "matched": 2, "family": "repositories"}, {"query": "\"research\" \"framework\"", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "\"image segmentation\" biology", "status": "ok", "returned": 8, "matched": 2, "family": "repositories"}, {"query": "\"qualitative\" LLM", "status": "ok", "returned": 8, "matched": 4, "family": "repositories"}, {"query": "\"humanities\" AI", "status": "ok", "returned": 8, "matched": 2, "family": "repositories"}, {"query": "\"education\" research LLM", "status": "ok", "returned": 8, "matched": 1, "family": "repositories"}, {"query": "\"economics\" research AI", "status": "ok", "returned": 8, "matched": 4, "family": "repositories"}, {"query": "\"\u6587\u732e\u7efc\u8ff0\"", "status": "failed", "returned": 0, "matched": 0, "family": "repositories", "error": "HTTP 403; retry-after=unspecified; reset=1792084186"}], "matched": 31, "stopped_reason": "Rate limit: remaining queries not attempted", "status": "partial", "new": 29, "duplicate_observations": 2}, "gitlab": {"queries_planned": 8, "requests": [{"query": "literature review", "status": "ok", "returned": 8, "matched": 2, "family": "repositories"}, {"query": "scientific", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "research assistant", "status": "ok", "returned": 8, "matched": 2, "family": "repositories"}, {"query": "qualitative", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "digital humanities", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "systematic review", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "agent skills", "status": "ok", "returned": 8, "matched": 0, "family": "repositories"}, {"query": "\u6587\u732e", "status": "ok", "returned": 0, "matched": 0, "family": "repositories"}], "matched": 4, "status": "ok", "new": 4, "duplicate_observations": 0}, "websites": {"queries_planned": 12, "requests": [{"query": "google-research", "status": "ok", "returned": 8, "matched": 0, "url": "https://research.google/blog/rss/", "family": "university-lab"}, {"query": "stanford-storm", "status": "ok", "returned": 1, "matched": 0, "url": "https://storm.genie.stanford.edu/", "family": "university-lab"}, {"query": "cellpose", "status": "ok", "returned": 1, "matched": 0, "url": "https://cellpose.readthedocs.io/en/latest/", "family": "tool-documentation"}, {"query": "asreview", "status": "ok", "returned": 1, "matched": 1, "url": "https://asreview.nl/", "family": "tool-documentation"}, {"query": "elicit", "status": "failed", "returned": 0, "matched": 0, "url": "https://elicit.com/", "family": "tool-documentation", "error": "Response exceeds byte limit"}, {"query": "hf-blog", "status": "ok", "returned": 8, "matched": 0, "url": "https://huggingface.co/blog/feed.xml", "family": "tutorials-blogs"}, {"query": "programming-historian", "status": "ok", "returned": 8, "matched": 0, "url": "https://programminghistorian.org/feed.xml", "family": "tutorials-blogs"}, {"query": "one-useful-thing", "status": "ok", "returned": 8, "matched": 0, "url": "https://www.oneusefulthing.org/feed", "family": "tutorials-blogs"}, {"query": "ai4science", "status": "ok", "returned": 1, "matched": 1, "url": "https://ai4sciencecommunity.github.io/", "family": "conference-workshops"}, {"query": "nlp4science", "status": "failed", "returned": 0, "matched": 0, "url": "https://nlp4science.github.io/", "family": "conference-workshops", "error": "HTTP 404 from nlp4science.github.io"}, {"query": "hf-forum", "status": "ok", "returned": 8, "matched": 1, "url": "https://discuss.huggingface.co/latest.rss", "family": "community-discussions"}, {"query": "alan-turing", "status": "failed", "returned": 0, "matched": 0, "url": "https://www.turing.ac.uk/research", "family": "university-lab", "error": "HTTP 403 from www.turing.ac.uk"}], "matched": 3, "status": "partial", "new": 3, "duplicate_observations": 0}}
2	ok	2026-10-15T10:05:08Z	2026-10-15T10:05:25Z	2 / 0 of 2	25 / 0 / 25
Coverage and failures for run #2 Matched counts include repeat query/channel observations. New counts are unique queued resources. [] Legacy run: per-query coverage was not retained.
1	ok	2026-10-15T10:02:27Z	2026-10-15T10:02:39Z	2 / 0 of 2	25 / 25 / 0
Coverage and failures for run #1 Matched counts include repeat query/channel observations. New counts are unique queued resources. [] Legacy run: per-query coverage was not retained.

Comment moderation

Pending comments: 0. Published comments: 1. Every comment passes a human moderation step before it appears on a resource page.