{"schema_version":"onlylabs.public_signal.v1","title":"Anthropic Fork: anthropics/python-tblib","description":"Anthropic fork signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/487174f9-7156-49cf-b904-087a46ab3092","json_url":"https://onlylabs.fyi/signals/487174f9-7156-49cf-b904-087a46ab3092/signal.json","generated_at":"2026-06-11T03:18:27.109604+00:00","org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/anthropic","dossier_json_url":"https://onlylabs.fyi/labs/anthropic/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/487174f9-7156-49cf-b904-087a46ab3092","signal_json":"https://onlylabs.fyi/signals/487174f9-7156-49cf-b904-087a46ab3092/signal.json","source":"https://github.com/anthropics/python-tblib","lab_dossier":"https://onlylabs.fyi/labs/anthropic","lab_dossier_json":"https://onlylabs.fyi/labs/anthropic/dossier.json","analysis":"https://onlylabs.fyi/analysis/anthropic","analysis_json":"https://onlylabs.fyi/analysis/anthropic/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/anthropic/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":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml","data_business":null},"answer_pack":{"answer":"Anthropic forked anthropics/python-tblib (forked from ionelmc/python-tblib). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo anthropics/python-tblib · parent ionelmc/python-tblib. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/anthropics/python-tblib","source_host":"github.com","occurred_at":"2023-10-05T21:16:30+00:00","first_seen_at":"2026-06-05T05:42:58.841369+00:00","date_source":"source","context":"forked from ionelmc/python-tblib"},"context_markers":[{"label":"Lab","value":"Anthropic","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"anthropics/python-tblib","source":"source"},{"label":"Parent","value":"ionelmc/python-tblib","source":"source"},{"label":"Stars","value":"12","source":"traction"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","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/anthropics/python-tblib"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:18:27.109604+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/487174f9-7156-49cf-b904-087a46ab3092/signal.json","dossier_json":"https://onlylabs.fyi/labs/anthropic/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/anthropic/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/anthropic/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","evidence_focus":["forked parent repo","repo owner","language","description","stars","org and recency"],"extraction_questions":["Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Which low-profile forks could precede a release or hiring wave?","Which labs are converging on the same technical adjacency?"],"signal_questions":["What upstream dependency or technical adjacency does this fork reveal?","Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Do the 6 related fork signals show a repeated pattern?"],"output_fields":["org","upstream_repo","language","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"Forks expose what frontier-lab engineers are building on before polished announcements, making them useful for partnership and product wedge discovery.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/487174f9-7156-49cf-b904-087a46ab3092/signal.json","required":true},{"label":"source","url":"https://github.com/anthropics/python-tblib","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/anthropic/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/anthropic/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/signals.json","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 Anthropic's fork signal \"anthropics/python-tblib\" for frontier lab strategy."},"semantic_triples":[{"subject":"Anthropic","predicate":"forked","object":"anthropics/python-tblib","text":"Anthropic forked anthropics/python-tblib."},{"subject":"anthropics/python-tblib","predicate":"is classified as","object":"fork signal","text":"anthropics/python-tblib is classified as fork signal."},{"subject":"anthropics/python-tblib","predicate":"belongs to","object":"forks desk","text":"anthropics/python-tblib belongs to forks desk."},{"subject":"anthropics/python-tblib","predicate":"has context","object":"forked from ionelmc/python-tblib","text":"anthropics/python-tblib has context forked from ionelmc/python-tblib."},{"subject":"anthropics/python-tblib","predicate":"has evidence coverage","object":"1 captured evidence page","text":"anthropics/python-tblib has evidence coverage 1 captured evidence page."},{"subject":"anthropics/python-tblib","predicate":"has captured page count","object":"1","text":"anthropics/python-tblib has captured page count 1."},{"subject":"anthropics/python-tblib","predicate":"has readable page count","object":"1","text":"anthropics/python-tblib has readable page count 1."},{"subject":"anthropics/python-tblib","predicate":"has related signal count","object":"6","text":"anthropics/python-tblib has related signal count 6."},{"subject":"anthropics/python-tblib","predicate":"has analysis playbook objective","object":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","text":"anthropics/python-tblib has analysis playbook objective Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.."},{"subject":"anthropics/python-tblib","predicate":"has source host","object":"github.com","text":"anthropics/python-tblib has source host github.com."},{"subject":"anthropics/python-tblib","predicate":"has lab","object":"Anthropic","text":"anthropics/python-tblib has lab Anthropic."},{"subject":"anthropics/python-tblib","predicate":"has signal desk","object":"forks","text":"anthropics/python-tblib has signal desk forks."},{"subject":"anthropics/python-tblib","predicate":"has source host","object":"github.com","text":"anthropics/python-tblib has source host github.com."},{"subject":"anthropics/python-tblib","predicate":"has repository","object":"anthropics/python-tblib","text":"anthropics/python-tblib has repository anthropics/python-tblib."},{"subject":"anthropics/python-tblib","predicate":"has parent","object":"ionelmc/python-tblib","text":"anthropics/python-tblib has parent ionelmc/python-tblib."},{"subject":"anthropics/python-tblib","predicate":"has stars","object":"12","text":"anthropics/python-tblib has stars 12."},{"subject":"anthropics/python-tblib","predicate":"has watch term","object":"Safety and alignment","text":"anthropics/python-tblib has watch term Safety and alignment."},{"subject":"anthropics/python-tblib","predicate":"has watch term","object":"Agents and tool use","text":"anthropics/python-tblib has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"forks","answer":"Anthropic forked anthropics/python-tblib (forked from ionelmc/python-tblib). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo anthropics/python-tblib · parent ionelmc/python-tblib. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Anthropic","predicate":"forked","object":"anthropics/python-tblib","text":"Anthropic forked anthropics/python-tblib."},{"subject":"anthropics/python-tblib","predicate":"is classified as","object":"fork signal","text":"anthropics/python-tblib is classified as fork signal."},{"subject":"anthropics/python-tblib","predicate":"belongs to","object":"forks desk","text":"anthropics/python-tblib belongs to forks desk."},{"subject":"anthropics/python-tblib","predicate":"has context","object":"forked from ionelmc/python-tblib","text":"anthropics/python-tblib has context forked from ionelmc/python-tblib."},{"subject":"anthropics/python-tblib","predicate":"has evidence coverage","object":"1 captured evidence page","text":"anthropics/python-tblib has evidence coverage 1 captured evidence page."}]},"signal":{"id":"487174f9-7156-49cf-b904-087a46ab3092","url":"https://onlylabs.fyi/signals/487174f9-7156-49cf-b904-087a46ab3092","json_url":"https://onlylabs.fyi/signals/487174f9-7156-49cf-b904-087a46ab3092/signal.json","source_url":"https://github.com/anthropics/python-tblib","title":"anthropics/python-tblib","summary":"Anthropic forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from ionelmc/python-tblib","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2023-10-05T21:16:30+00:00","first_seen_at":"2026-06-05T05:42:58.841369+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/anthropics/python-tblib"]},"facets":{"repo":"anthropics/python-tblib","parent":"ionelmc/python-tblib"},"traction":{"github_stars":12,"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/anthropics/python-tblib","final_url":"https://github.com/anthropics/python-tblib","title":"anthropics/python-tblib repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:27.109604+00:00","bytes":40684,"raw_path":"669411783b7c30d45725f097b2db821e241127d51158ebabaa84c794c9281089.json","content_hash":"f4a0a84765fc6b8860aa5dd94e3f07dcade27ea5e3245af5ed23ce9a97db8901","excerpt_chars":1200,"truncated":true,"excerpt":"anthropics/python-tblib Description: Serialization library for Exceptions and Tracebacks. Language: Python License: BSD-2-Clause Stars: 12 Forks: 4 Open issues: 0 Created: 2023-10-05T21:16:30Z Pushed: 2023-10-06T19:31:24Z Default branch: master Fork: yes Parent repository: ionelmc/python-tblib Archived: no README: ======== Overview ======== .. start-badges .. list-table:: :stub-columns: 1 * - docs - |docs| * - tests - | |github-actions| |requires| | |codecov| * - package - | |version| |wheel| |supported-versions| |supported-implementations| | |commits-since| .. |docs| image:: https://readthedocs.org/projects/python-tblib/badge/?style=flat :target: https://python-tblib.readthedocs.io/ :alt: Documentation Status .. |github-actions| image:: https://github.com/ionelmc/python-tblib/actions/workflows/github-actions.yml/badge.svg :alt: GitHub Actions Build Status :target: https://github.com/ionelmc/python-tblib/actions .. |codecov| image:: https://codecov.io/gh/ionelmc/python-tblib/branch/master/graphs/badge.svg?branch=master :alt: Coverage Status :target: https://app.codecov.io/github/ionelmc/python-tblib .. |version| image:: https://img.shields.io/pypi/v/tblib.svg :alt: PyPI Package..."},"evidence_pages":[{"url":"https://github.com/anthropics/python-tblib","final_url":"https://github.com/anthropics/python-tblib","title":"anthropics/python-tblib repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:27.109604+00:00","bytes":40684,"raw_path":"669411783b7c30d45725f097b2db821e241127d51158ebabaa84c794c9281089.json","content_hash":"f4a0a84765fc6b8860aa5dd94e3f07dcade27ea5e3245af5ed23ce9a97db8901","excerpt_chars":1200,"truncated":true,"excerpt":"anthropics/python-tblib Description: Serialization library for Exceptions and Tracebacks. Language: Python License: BSD-2-Clause Stars: 12 Forks: 4 Open issues: 0 Created: 2023-10-05T21:16:30Z Pushed: 2023-10-06T19:31:24Z Default branch: master Fork: yes Parent repository: ionelmc/python-tblib Archived: no README: ======== Overview ======== .. start-badges .. list-table:: :stub-columns: 1 * - docs - |docs| * - tests - | |github-actions| |requires| | |codecov| * - package - | |version| |wheel| |supported-versions| |supported-implementations| | |commits-since| .. |docs| image:: https://readthedocs.org/projects/python-tblib/badge/?style=flat :target: https://python-tblib.readthedocs.io/ :alt: Documentation Status .. |github-actions| image:: https://github.com/ionelmc/python-tblib/actions/workflows/github-actions.yml/badge.svg :alt: GitHub Actions Build Status :target: https://github.com/ionelmc/python-tblib/actions .. |codecov| image:: https://codecov.io/gh/ionelmc/python-tblib/branch/master/graphs/badge.svg?branch=master :alt: Coverage Status :target: https://app.codecov.io/github/ionelmc/python-tblib .. |version| image:: https://img.shields.io/pypi/v/tblib.svg :alt: PyPI Package..."}],"related_signals":[{"id":"041e270f-4748-413b-a5de-0b337c854bd2","url":"https://onlylabs.fyi/signals/041e270f-4748-413b-a5de-0b337c854bd2","source_url":"https://github.com/anthropics/leptos-chartistry","title":"anthropics/leptos-chartistry","context":"forked from feral-dot-io/leptos-chartistry","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-10T19:26:54+00:00","first_seen_at":"2026-06-11T07:01:08.072455+00:00","date_source":"source"},{"id":"f4b00ac5-5aca-497f-870a-91f453ea4d1e","url":"https://onlylabs.fyi/signals/f4b00ac5-5aca-497f-870a-91f453ea4d1e","source_url":"https://github.com/anthropics/riegeli-rs","title":"anthropics/riegeli-rs","context":"forked from mikedanese/riegeli-rs","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-01T15:52:56+00:00","first_seen_at":"2026-06-05T05:42:58.841369+00:00","date_source":"source"},{"id":"e668bf82-c053-45aa-9a48-b7466bf6f770","url":"https://onlylabs.fyi/signals/e668bf82-c053-45aa-9a48-b7466bf6f770","source_url":"https://github.com/anthropics/swift-markdown","title":"anthropics/swift-markdown","context":"forked from swiftlang/swift-markdown","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-05-08T19:58:26+00:00","first_seen_at":"2026-06-05T05:42:58.841369+00:00","date_source":"source"},{"id":"3f83f284-526e-4b26-8561-718a0d42388e","url":"https://onlylabs.fyi/signals/3f83f284-526e-4b26-8561-718a0d42388e","source_url":"https://github.com/anthropics/terragrunt","title":"anthropics/terragrunt","context":"forked from gruntwork-io/terragrunt","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-03-18T22:07:33+00:00","first_seen_at":"2026-06-05T05:42:58.841369+00:00","date_source":"source"},{"id":"648489db-4bb9-4245-864a-710825df4b53","url":"https://onlylabs.fyi/signals/648489db-4bb9-4245-864a-710825df4b53","source_url":"https://github.com/anthropics/tokio","title":"anthropics/tokio","context":"forked from tokio-rs/tokio","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-03-12T20:12:10+00:00","first_seen_at":"2026-06-05T05:42:58.841369+00:00","date_source":"source"},{"id":"d6cacc0b-2fd9-4188-b257-32bc34b53ca7","url":"https://onlylabs.fyi/signals/d6cacc0b-2fd9-4188-b257-32bc34b53ca7","source_url":"https://github.com/anthropics/maestro","title":"anthropics/maestro","context":"forked from Netflix/maestro","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-02-15T05:54:51+00:00","first_seen_at":"2026-06-05T05:42:58.841369+00:00","date_source":"source"}]}