{"schema_version":"onlylabs.public_signal.v1","title":"Moonshot AI (Kimi) Repo: MoonshotAI/Kimi-Dev","description":"Moonshot AI (Kimi) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/7d170ee7-b83a-446f-acf0-37b301f08cbd","json_url":"https://onlylabs.fyi/signals/7d170ee7-b83a-446f-acf0-37b301f08cbd/signal.json","generated_at":"2026-06-11T03:57:37.240685+00:00","org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/moonshot","dossier_json_url":"https://onlylabs.fyi/labs/moonshot/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/7d170ee7-b83a-446f-acf0-37b301f08cbd","signal_json":"https://onlylabs.fyi/signals/7d170ee7-b83a-446f-acf0-37b301f08cbd/signal.json","source":"https://github.com/MoonshotAI/Kimi-Dev","lab_dossier":"https://onlylabs.fyi/labs/moonshot","lab_dossier_json":"https://onlylabs.fyi/labs/moonshot/dossier.json","analysis":"https://onlylabs.fyi/analysis/moonshot","analysis_json":"https://onlylabs.fyi/analysis/moonshot/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/moonshot/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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Moonshot AI (Kimi) published MoonshotAI/Kimi-Dev (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo MoonshotAI/Kimi-Dev · language Python · New repo with 1k+ stars, moderate traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/MoonshotAI/Kimi-Dev","source_host":"github.com","occurred_at":"2025-06-16T14:46:05+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Moonshot AI (Kimi)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"MoonshotAI/Kimi-Dev","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"1,234","source":"traction"},{"label":"Notability","value":"New repo with 1k+ stars, moderate traction","source":"signal"},{"label":"Watch term","value":"RL 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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","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/7d170ee7-b83a-446f-acf0-37b301f08cbd/signal.json","required":true},{"label":"source","url":"https://github.com/MoonshotAI/Kimi-Dev","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/moonshot/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/moonshot/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 Moonshot AI (Kimi)'s repo signal \"MoonshotAI/Kimi-Dev\" for frontier lab strategy."},"semantic_triples":[{"subject":"Moonshot AI (Kimi)","predicate":"published repo","object":"MoonshotAI/Kimi-Dev","text":"Moonshot AI (Kimi) published repo MoonshotAI/Kimi-Dev."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"is classified as","object":"repo signal","text":"MoonshotAI/Kimi-Dev is classified as repo signal."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"belongs to","object":"repos desk","text":"MoonshotAI/Kimi-Dev belongs to repos desk."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"has context","object":"Python","text":"MoonshotAI/Kimi-Dev has context Python."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"has evidence coverage","object":"1 captured evidence page","text":"MoonshotAI/Kimi-Dev has evidence coverage 1 captured evidence page."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"has captured page count","object":"1","text":"MoonshotAI/Kimi-Dev has captured page count 1."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"has readable page count","object":"1","text":"MoonshotAI/Kimi-Dev has readable page count 1."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"has related signal count","object":"6","text":"MoonshotAI/Kimi-Dev has related signal count 6."},{"subject":"MoonshotAI/Kimi-Dev","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":"MoonshotAI/Kimi-Dev 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":"MoonshotAI/Kimi-Dev","predicate":"has source host","object":"github.com","text":"MoonshotAI/Kimi-Dev has source host github.com."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"has lab","object":"Moonshot AI (Kimi)","text":"MoonshotAI/Kimi-Dev has lab Moonshot AI (Kimi)."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"has signal desk","object":"repos","text":"MoonshotAI/Kimi-Dev has signal desk repos."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"has source host","object":"github.com","text":"MoonshotAI/Kimi-Dev has source host github.com."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"has repository","object":"MoonshotAI/Kimi-Dev","text":"MoonshotAI/Kimi-Dev has repository MoonshotAI/Kimi-Dev."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"has language","object":"Python","text":"MoonshotAI/Kimi-Dev has language Python."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"has stars","object":"1,234","text":"MoonshotAI/Kimi-Dev has stars 1,234."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"has notability","object":"New repo with 1k+ stars, moderate traction","text":"MoonshotAI/Kimi-Dev has notability New repo with 1k+ stars, moderate traction."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"has watch term","object":"RL environments","text":"MoonshotAI/Kimi-Dev has watch term RL environments."}]},"intelligence":{"signal_desk":"repos","answer":"Moonshot AI (Kimi) published MoonshotAI/Kimi-Dev (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo MoonshotAI/Kimi-Dev · language Python · New repo with 1k+ stars, moderate traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Moonshot AI (Kimi)","predicate":"published repo","object":"MoonshotAI/Kimi-Dev","text":"Moonshot AI (Kimi) published repo MoonshotAI/Kimi-Dev."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"is classified as","object":"repo signal","text":"MoonshotAI/Kimi-Dev is classified as repo signal."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"belongs to","object":"repos desk","text":"MoonshotAI/Kimi-Dev belongs to repos desk."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"has context","object":"Python","text":"MoonshotAI/Kimi-Dev has context Python."},{"subject":"MoonshotAI/Kimi-Dev","predicate":"has evidence coverage","object":"1 captured evidence page","text":"MoonshotAI/Kimi-Dev has evidence coverage 1 captured evidence page."}]},"signal":{"id":"7d170ee7-b83a-446f-acf0-37b301f08cbd","url":"https://onlylabs.fyi/signals/7d170ee7-b83a-446f-acf0-37b301f08cbd","json_url":"https://onlylabs.fyi/signals/7d170ee7-b83a-446f-acf0-37b301f08cbd/signal.json","source_url":"https://github.com/MoonshotAI/Kimi-Dev","title":"MoonshotAI/Kimi-Dev","summary":"Moonshot AI (Kimi) 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":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2025-06-16T14:46:05+00:00","first_seen_at":"2026-06-05T20:58:48.769801+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/MoonshotAI/Kimi-Dev"]},"facets":{"repo":"MoonshotAI/Kimi-Dev","language":"Python"},"traction":{"github_stars":1234,"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/MoonshotAI/Kimi-Dev","final_url":"https://github.com/MoonshotAI/Kimi-Dev","title":"MoonshotAI/Kimi-Dev repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:37.240685+00:00","bytes":12438,"raw_path":"104261156af2cd342fd74d8dbb80286a2a5b2a6678fc3ff4473d435bb08fa3e7.json","content_hash":"fdc50474e60354c4a718b2e4a204ffedcf9510d71fcc0ad2e4f6cb5d8a36c3c0","excerpt_chars":1200,"truncated":true,"excerpt":"MoonshotAI/Kimi-Dev Description: open-source coding LLM for software engineering tasks Language: Python License: NOASSERTION Stars: 1234 Forks: 162 Open issues: 2 Created: 2025-06-16T14:46:05Z Pushed: 2025-09-30T02:15:54Z Default branch: master Fork: no Archived: no README: <!-- # Kimi-Dev --> <div align=\"center\"> <img src=\"./assets/main_logo.png\" alt=\"Kimi Logo\" width=\"400\" /> <h2><a href=\"https://moonshotai.github.io/Kimi-Dev/\"> Introducing Kimi-Dev: <br>A Strong and Open-source Coding LLM for Issue Resolution</a></h2> </a></h2> <b>Kimi-Dev Team</b> <br> </div> <div align=\"center\"> <a href=\"https://arxiv.org/abs/2509.23045\"> <b>📄 Tech Report (Arxiv)</b> </a> &nbsp;|&nbsp; <a href=\"https://huggingface.co/moonshotai/Kimi-Dev-72B\"> <b>🤗 Huggingface</b> </a> &nbsp;|&nbsp; <a href=\"https://huggingface.co/spaces/moonshotai/Kimi-Dev-72B\"> <b>💻 Demo (HF Space)</b> </a> &nbsp; </div> <br> <br> We introduce Kimi-Dev-72B, our new open-source coding LLM for software engineering tasks. Kimi-Dev-72B achieves a new state-of-the-art on SWE-bench Verified among open-source models. - Kimi-Dev-72B achieves 60.4% performance on SWE-bench Verified. It surpasses the runner-up, setting a new..."},"evidence_pages":[{"url":"https://github.com/MoonshotAI/Kimi-Dev","final_url":"https://github.com/MoonshotAI/Kimi-Dev","title":"MoonshotAI/Kimi-Dev repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:37.240685+00:00","bytes":12438,"raw_path":"104261156af2cd342fd74d8dbb80286a2a5b2a6678fc3ff4473d435bb08fa3e7.json","content_hash":"fdc50474e60354c4a718b2e4a204ffedcf9510d71fcc0ad2e4f6cb5d8a36c3c0","excerpt_chars":1200,"truncated":true,"excerpt":"MoonshotAI/Kimi-Dev Description: open-source coding LLM for software engineering tasks Language: Python License: NOASSERTION Stars: 1234 Forks: 162 Open issues: 2 Created: 2025-06-16T14:46:05Z Pushed: 2025-09-30T02:15:54Z Default branch: master Fork: no Archived: no README: <!-- # Kimi-Dev --> <div align=\"center\"> <img src=\"./assets/main_logo.png\" alt=\"Kimi Logo\" width=\"400\" /> <h2><a href=\"https://moonshotai.github.io/Kimi-Dev/\"> Introducing Kimi-Dev: <br>A Strong and Open-source Coding LLM for Issue Resolution</a></h2> </a></h2> <b>Kimi-Dev Team</b> <br> </div> <div align=\"center\"> <a href=\"https://arxiv.org/abs/2509.23045\"> <b>📄 Tech Report (Arxiv)</b> </a> &nbsp;|&nbsp; <a href=\"https://huggingface.co/moonshotai/Kimi-Dev-72B\"> <b>🤗 Huggingface</b> </a> &nbsp;|&nbsp; <a href=\"https://huggingface.co/spaces/moonshotai/Kimi-Dev-72B\"> <b>💻 Demo (HF Space)</b> </a> &nbsp; </div> <br> <br> We introduce Kimi-Dev-72B, our new open-source coding LLM for software engineering tasks. Kimi-Dev-72B achieves a new state-of-the-art on SWE-bench Verified among open-source models. - Kimi-Dev-72B achieves 60.4% performance on SWE-bench Verified. It surpasses the runner-up, setting a new..."}],"related_signals":[{"id":"79251662-bd6e-416b-a102-fa2c0094a732","url":"https://onlylabs.fyi/signals/79251662-bd6e-416b-a102-fa2c0094a732","source_url":"https://github.com/MoonshotAI/kimi-code","title":"MoonshotAI/kimi-code","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-05-22T08:02:03+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"},{"id":"1873c3cc-86bb-4c82-83a2-55e4b9abbf6a","url":"https://onlylabs.fyi/signals/1873c3cc-86bb-4c82-83a2-55e4b9abbf6a","source_url":"https://github.com/MoonshotAI/FlashKDA","title":"MoonshotAI/FlashKDA","context":"Cuda","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-04-20T12:59:46+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"},{"id":"56e737b3-83b8-4d8a-896f-764466e39951","url":"https://onlylabs.fyi/signals/56e737b3-83b8-4d8a-896f-764466e39951","source_url":"https://github.com/MoonshotAI/Attention-Residuals","title":"MoonshotAI/Attention-Residuals","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-03-15T13:29:15+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"},{"id":"8b3ade28-e68c-4b70-83b6-c1ed58d1fa27","url":"https://onlylabs.fyi/signals/8b3ade28-e68c-4b70-83b6-c1ed58d1fa27","source_url":"https://github.com/MoonshotAI/kimi-help-center","title":"MoonshotAI/kimi-help-center","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-03-02T10:39:40+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"},{"id":"5d5d3a8a-3d2f-4b99-a4e1-ce195d537ee8","url":"https://onlylabs.fyi/signals/5d5d3a8a-3d2f-4b99-a4e1-ce195d537ee8","source_url":"https://github.com/MoonshotAI/kimi-agent-rs","title":"MoonshotAI/kimi-agent-rs","context":"Rust","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-02-06T13:28:20+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"},{"id":"73929b19-ab5d-453e-88cc-d499bff38a01","url":"https://onlylabs.fyi/signals/73929b19-ab5d-453e-88cc-d499bff38a01","source_url":"https://github.com/MoonshotAI/Kimi-K2.5","title":"MoonshotAI/Kimi-K2.5","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-01-30T14:29:16+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"}]}