{"schema_version":"onlylabs.public_signal.v1","title":"SambaNova Systems Repo: sambanova/toolbench","description":"SambaNova Systems repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/047cc867-6f77-46ef-b9df-c1a1ce40c027","json_url":"https://onlylabs.fyi/signals/047cc867-6f77-46ef-b9df-c1a1ce40c027/signal.json","generated_at":"2026-06-11T04:10:34.907132+00:00","org":{"slug":"sambanova","name":"SambaNova Systems","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/sambanova","dossier_json_url":"https://onlylabs.fyi/labs/sambanova/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/047cc867-6f77-46ef-b9df-c1a1ce40c027","signal_json":"https://onlylabs.fyi/signals/047cc867-6f77-46ef-b9df-c1a1ce40c027/signal.json","source":"https://github.com/sambanova/toolbench","lab_dossier":"https://onlylabs.fyi/labs/sambanova","lab_dossier_json":"https://onlylabs.fyi/labs/sambanova/dossier.json","analysis":"https://onlylabs.fyi/analysis/sambanova","analysis_json":"https://onlylabs.fyi/analysis/sambanova/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/sambanova/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":"SambaNova Systems published sambanova/toolbench (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo sambanova/toolbench · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/sambanova/toolbench","source_host":"github.com","occurred_at":"2023-05-19T16:23:35+00:00","first_seen_at":"2026-06-05T22:32:07.650067+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"SambaNova Systems","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"sambanova/toolbench","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"179","source":"traction"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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/sambanova/toolbench"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:10:34.907132+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/047cc867-6f77-46ef-b9df-c1a1ce40c027/signal.json","dossier_json":"https://onlylabs.fyi/labs/sambanova/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/sambanova/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/sambanova/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/047cc867-6f77-46ef-b9df-c1a1ce40c027/signal.json","required":true},{"label":"source","url":"https://github.com/sambanova/toolbench","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/sambanova/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/sambanova/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 SambaNova Systems's repo signal \"sambanova/toolbench\" for neocloud strategy."},"semantic_triples":[{"subject":"SambaNova Systems","predicate":"published repo","object":"sambanova/toolbench","text":"SambaNova Systems published repo sambanova/toolbench."},{"subject":"sambanova/toolbench","predicate":"is classified as","object":"repo signal","text":"sambanova/toolbench is classified as repo signal."},{"subject":"sambanova/toolbench","predicate":"belongs to","object":"repos desk","text":"sambanova/toolbench belongs to repos desk."},{"subject":"sambanova/toolbench","predicate":"has context","object":"Python","text":"sambanova/toolbench has context Python."},{"subject":"sambanova/toolbench","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sambanova/toolbench has evidence coverage 1 captured evidence page."},{"subject":"sambanova/toolbench","predicate":"has captured page count","object":"1","text":"sambanova/toolbench has captured page count 1."},{"subject":"sambanova/toolbench","predicate":"has readable page count","object":"1","text":"sambanova/toolbench has readable page count 1."},{"subject":"sambanova/toolbench","predicate":"has related signal count","object":"6","text":"sambanova/toolbench has related signal count 6."},{"subject":"sambanova/toolbench","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":"sambanova/toolbench 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":"sambanova/toolbench","predicate":"has source host","object":"github.com","text":"sambanova/toolbench has source host github.com."},{"subject":"sambanova/toolbench","predicate":"has lab","object":"SambaNova Systems","text":"sambanova/toolbench has lab SambaNova Systems."},{"subject":"sambanova/toolbench","predicate":"has signal desk","object":"repos","text":"sambanova/toolbench has signal desk repos."},{"subject":"sambanova/toolbench","predicate":"has source host","object":"github.com","text":"sambanova/toolbench has source host github.com."},{"subject":"sambanova/toolbench","predicate":"has repository","object":"sambanova/toolbench","text":"sambanova/toolbench has repository sambanova/toolbench."},{"subject":"sambanova/toolbench","predicate":"has language","object":"Python","text":"sambanova/toolbench has language Python."},{"subject":"sambanova/toolbench","predicate":"has stars","object":"179","text":"sambanova/toolbench has stars 179."},{"subject":"sambanova/toolbench","predicate":"has watch term","object":"Eval methodology","text":"sambanova/toolbench has watch term Eval methodology."},{"subject":"sambanova/toolbench","predicate":"has watch term","object":"Infrastructure","text":"sambanova/toolbench has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"SambaNova Systems published sambanova/toolbench (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo sambanova/toolbench · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"SambaNova Systems","predicate":"published repo","object":"sambanova/toolbench","text":"SambaNova Systems published repo sambanova/toolbench."},{"subject":"sambanova/toolbench","predicate":"is classified as","object":"repo signal","text":"sambanova/toolbench is classified as repo signal."},{"subject":"sambanova/toolbench","predicate":"belongs to","object":"repos desk","text":"sambanova/toolbench belongs to repos desk."},{"subject":"sambanova/toolbench","predicate":"has context","object":"Python","text":"sambanova/toolbench has context Python."},{"subject":"sambanova/toolbench","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sambanova/toolbench has evidence coverage 1 captured evidence page."}]},"signal":{"id":"047cc867-6f77-46ef-b9df-c1a1ce40c027","url":"https://onlylabs.fyi/signals/047cc867-6f77-46ef-b9df-c1a1ce40c027","json_url":"https://onlylabs.fyi/signals/047cc867-6f77-46ef-b9df-c1a1ce40c027/signal.json","source_url":"https://github.com/sambanova/toolbench","title":"sambanova/toolbench","summary":"SambaNova Systems 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":"sambanova","name":"SambaNova Systems","category":"neocloud"},"occurred_at":"2023-05-19T16:23:35+00:00","first_seen_at":"2026-06-05T22:32:07.650067+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/sambanova/toolbench"]},"facets":{"repo":"sambanova/toolbench","language":"Python"},"traction":{"github_stars":179,"hn_points":1,"hn_comments":1,"hn_story_id":"36140999","hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/sambanova/toolbench","final_url":"https://github.com/sambanova/toolbench","title":"sambanova/toolbench repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:34.907132+00:00","bytes":43911,"raw_path":"e80f6b42396753678a66550cb734ab7b9e80eb71e78424b10990e834ebacd950.json","content_hash":"309052b47536ccf23fc96285d2c357bdab82003fa61ab61f0403ae53f1fb64ec","excerpt_chars":1200,"truncated":true,"excerpt":"sambanova/toolbench Description: ToolBench, an evaluation suite for LLM tool manipulation capabilities. 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\"leaderboard\" \"chat

Recent studies on software tool manipulation with large language models (LLMs) mostly rely on closed model APIs (e.g. OpenAI), as there is an significant gap of model accuracy between those closed models and all the rest..."},"evidence_pages":[{"url":"https://github.com/sambanova/toolbench","final_url":"https://github.com/sambanova/toolbench","title":"sambanova/toolbench repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:34.907132+00:00","bytes":43911,"raw_path":"e80f6b42396753678a66550cb734ab7b9e80eb71e78424b10990e834ebacd950.json","content_hash":"309052b47536ccf23fc96285d2c357bdab82003fa61ab61f0403ae53f1fb64ec","excerpt_chars":1200,"truncated":true,"excerpt":"sambanova/toolbench Description: ToolBench, an evaluation suite for LLM tool manipulation capabilities. Language: Python License: Apache-2.0 Stars: 179 Forks: 11 Open issues: 1 Created: 2023-05-19T16:23:35Z Pushed: 2024-02-28T20:07:35Z Default branch: main Fork: no Archived: no README: \"Text ToolBench

\"leaderboard\" \"chat

Recent studies on software tool manipulation with large language models (LLMs) mostly rely on closed model APIs (e.g. OpenAI), as there is an significant gap of model accuracy between those closed models and all the rest..."}],"related_signals":[{"id":"93001bee-6577-419c-b4d6-f05a9a791774","url":"https://onlylabs.fyi/signals/93001bee-6577-419c-b4d6-f05a9a791774","source_url":"https://github.com/sambanova/sambanova-plugin-cc","title":"sambanova/sambanova-plugin-cc","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"sambanova","name":"SambaNova Systems","category":"neocloud"},"occurred_at":"2026-03-31T17:38:58+00:00","first_seen_at":"2026-06-10T07:01:00.380184+00:00","date_source":"source"},{"id":"6f5c40bb-23c0-4fb3-b969-cd366373999b","url":"https://onlylabs.fyi/signals/6f5c40bb-23c0-4fb3-b969-cd366373999b","source_url":"https://github.com/sambanova/sambastack-tools","title":"sambanova/sambastack-tools","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"sambanova","name":"SambaNova Systems","category":"neocloud"},"occurred_at":"2026-01-15T17:22:22+00:00","first_seen_at":"2026-06-05T22:32:07.650067+00:00","date_source":"source"},{"id":"9e12de07-6b5a-44b3-ab49-b0c337bd3cbe","url":"https://onlylabs.fyi/signals/9e12de07-6b5a-44b3-ab49-b0c337bd3cbe","source_url":"https://github.com/sambanova/sambastack-version","title":"sambanova/sambastack-version","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"sambanova","name":"SambaNova Systems","category":"neocloud"},"occurred_at":"2025-12-31T05:55:13+00:00","first_seen_at":"2026-06-05T22:32:07.650067+00:00","date_source":"source"},{"id":"6dda1c8d-3d77-4018-815e-fa01a06c0fd8","url":"https://onlylabs.fyi/signals/6dda1c8d-3d77-4018-815e-fa01a06c0fd8","source_url":"https://github.com/sambanova/sambanova-typescript","title":"sambanova/sambanova-typescript","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"sambanova","name":"SambaNova Systems","category":"neocloud"},"occurred_at":"2025-08-20T22:17:13+00:00","first_seen_at":"2026-06-05T22:32:07.650067+00:00","date_source":"source"},{"id":"689d13f9-2225-4cae-b806-ef04ae3036e3","url":"https://onlylabs.fyi/signals/689d13f9-2225-4cae-b806-ef04ae3036e3","source_url":"https://github.com/sambanova/sambanova-python","title":"sambanova/sambanova-python","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"sambanova","name":"SambaNova Systems","category":"neocloud"},"occurred_at":"2025-08-20T22:16:11+00:00","first_seen_at":"2026-06-05T22:32:07.650067+00:00","date_source":"source"},{"id":"1d14d9ba-ff4b-4e9a-b24f-8f07236daf5b","url":"https://onlylabs.fyi/signals/1d14d9ba-ff4b-4e9a-b24f-8f07236daf5b","source_url":"https://github.com/sambanova/tokenizers","title":"sambanova/tokenizers","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"sambanova","name":"SambaNova Systems","category":"neocloud"},"occurred_at":"2025-06-24T19:56:26+00:00","first_seen_at":"2026-06-05T22:32:07.650067+00:00","date_source":"source"}]}