{"schema_version":"onlylabs.public_signal.v1","title":"Sarvam AI Fork: sarvamai/harbor","description":"Sarvam AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/54049c04-3db6-4e0c-911d-828aee7cf4f5","json_url":"https://onlylabs.fyi/signals/54049c04-3db6-4e0c-911d-828aee7cf4f5/signal.json","generated_at":"2026-06-11T02:42:48.503656+00:00","org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/sarvam","dossier_json_url":"https://onlylabs.fyi/labs/sarvam/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/54049c04-3db6-4e0c-911d-828aee7cf4f5","signal_json":"https://onlylabs.fyi/signals/54049c04-3db6-4e0c-911d-828aee7cf4f5/signal.json","source":"https://github.com/sarvamai/harbor","lab_dossier":"https://onlylabs.fyi/labs/sarvam","lab_dossier_json":"https://onlylabs.fyi/labs/sarvam/dossier.json","analysis":"https://onlylabs.fyi/analysis/sarvam","analysis_json":"https://onlylabs.fyi/analysis/sarvam/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/sarvam/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"Sarvam AI forked sarvamai/harbor (forked from harbor-framework/harbor). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo sarvamai/harbor · parent harbor-framework/harbor · Routine fork, no traction. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/sarvamai/harbor","source_host":"github.com","occurred_at":"2026-05-28T11:00:10+00:00","first_seen_at":"2026-06-05T20:58:50.739664+00:00","date_source":"source","context":"forked from harbor-framework/harbor"},"context_markers":[{"label":"Lab","value":"Sarvam AI","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"sarvamai/harbor","source":"source"},{"label":"Parent","value":"harbor-framework/harbor","source":"source"},{"label":"Notability","value":"Routine fork, no traction","source":"signal"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","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/sarvamai/harbor"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:42:48.503656+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/54049c04-3db6-4e0c-911d-828aee7cf4f5/signal.json","dossier_json":"https://onlylabs.fyi/labs/sarvam/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/sarvam/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/sarvam/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","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","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/54049c04-3db6-4e0c-911d-828aee7cf4f5/signal.json","required":true},{"label":"source","url":"https://github.com/sarvamai/harbor","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/sarvam/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/sarvam/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","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 Sarvam AI's fork signal \"sarvamai/harbor\" for neolab strategy."},"semantic_triples":[{"subject":"Sarvam AI","predicate":"forked","object":"sarvamai/harbor","text":"Sarvam AI forked sarvamai/harbor."},{"subject":"sarvamai/harbor","predicate":"is classified as","object":"fork signal","text":"sarvamai/harbor is classified as fork signal."},{"subject":"sarvamai/harbor","predicate":"belongs to","object":"forks desk","text":"sarvamai/harbor belongs to forks desk."},{"subject":"sarvamai/harbor","predicate":"has context","object":"forked from harbor-framework/harbor","text":"sarvamai/harbor has context forked from harbor-framework/harbor."},{"subject":"sarvamai/harbor","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/harbor has evidence coverage 1 captured evidence page."},{"subject":"sarvamai/harbor","predicate":"has captured page count","object":"1","text":"sarvamai/harbor has captured page count 1."},{"subject":"sarvamai/harbor","predicate":"has readable page count","object":"1","text":"sarvamai/harbor has readable page count 1."},{"subject":"sarvamai/harbor","predicate":"has related signal count","object":"6","text":"sarvamai/harbor has related signal count 6."},{"subject":"sarvamai/harbor","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":"sarvamai/harbor 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":"sarvamai/harbor","predicate":"has source host","object":"github.com","text":"sarvamai/harbor has source host github.com."},{"subject":"sarvamai/harbor","predicate":"has lab","object":"Sarvam AI","text":"sarvamai/harbor has lab Sarvam AI."},{"subject":"sarvamai/harbor","predicate":"has signal desk","object":"forks","text":"sarvamai/harbor has signal desk forks."},{"subject":"sarvamai/harbor","predicate":"has source host","object":"github.com","text":"sarvamai/harbor has source host github.com."},{"subject":"sarvamai/harbor","predicate":"has repository","object":"sarvamai/harbor","text":"sarvamai/harbor has repository sarvamai/harbor."},{"subject":"sarvamai/harbor","predicate":"has parent","object":"harbor-framework/harbor","text":"sarvamai/harbor has parent harbor-framework/harbor."},{"subject":"sarvamai/harbor","predicate":"has notability","object":"Routine fork, no traction","text":"sarvamai/harbor has notability Routine fork, no traction."},{"subject":"sarvamai/harbor","predicate":"has watch term","object":"RL environments","text":"sarvamai/harbor has watch term RL environments."},{"subject":"sarvamai/harbor","predicate":"has watch term","object":"Eval methodology","text":"sarvamai/harbor has watch term Eval methodology."}]},"intelligence":{"signal_desk":"forks","answer":"Sarvam AI forked sarvamai/harbor (forked from harbor-framework/harbor). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo sarvamai/harbor · parent harbor-framework/harbor · Routine fork, no traction. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Sarvam AI","predicate":"forked","object":"sarvamai/harbor","text":"Sarvam AI forked sarvamai/harbor."},{"subject":"sarvamai/harbor","predicate":"is classified as","object":"fork signal","text":"sarvamai/harbor is classified as fork signal."},{"subject":"sarvamai/harbor","predicate":"belongs to","object":"forks desk","text":"sarvamai/harbor belongs to forks desk."},{"subject":"sarvamai/harbor","predicate":"has context","object":"forked from harbor-framework/harbor","text":"sarvamai/harbor has context forked from harbor-framework/harbor."},{"subject":"sarvamai/harbor","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/harbor has evidence coverage 1 captured evidence page."}]},"signal":{"id":"54049c04-3db6-4e0c-911d-828aee7cf4f5","url":"https://onlylabs.fyi/signals/54049c04-3db6-4e0c-911d-828aee7cf4f5","json_url":"https://onlylabs.fyi/signals/54049c04-3db6-4e0c-911d-828aee7cf4f5/signal.json","source_url":"https://github.com/sarvamai/harbor","title":"sarvamai/harbor","summary":"Sarvam AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from harbor-framework/harbor","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-05-28T11:00:10+00:00","first_seen_at":"2026-06-05T20:58:50.739664+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/sarvamai/harbor"]},"facets":{"repo":"sarvamai/harbor","parent":"harbor-framework/harbor"},"traction":{"github_stars":0,"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/sarvamai/harbor","final_url":"https://github.com/sarvamai/harbor","title":"sarvamai/harbor repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:48.503656+00:00","bytes":23115,"raw_path":"848a859f5bd293d21c6a3d81d1f9bf70cbb883d16c45512661559fd3735cef16.json","content_hash":"656d8b33c0593c30e56bcf793e54690658c7df74b27d67806af2c4bb9295a2ac","excerpt_chars":1200,"truncated":true,"excerpt":"sarvamai/harbor Description: Harbor is a framework for running agent evaluations and creating and using RL environments. License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 0 Created: 2026-05-28T11:00:10Z Pushed: 2026-05-31T21:10:43Z Default branch: main Fork: yes Parent repository: harbor-framework/harbor Archived: no README: Harbor [![](https://dcbadge.limes.pink/api/server/https://discord.gg/6xWPKhGDbA)](https://discord.gg/6xWPKhGDbA) [![Docs](https://img.shields.io/badge/Docs-000000?style=for-the-badge&logo=mdbook&color=105864)](https://harborframework.com/docs) [![Cookbook](https://img.shields.io/badge/Cookbook-000000?style=for-the-badge&logo=mdbook&color=105864)](https://github.com/harbor-framework/harbor-cookbook) Harbor is a framework from the creators of [Terminal-Bench](https://www.tbench.ai) for evaluating and optimizing agents and language models. You can use Harbor to: - Evaluate arbitrary agents like Claude Code, OpenHands, Codex CLI, and more. - Build and share your own benchmarks and environments. - Conduct experiments in thousands of environments in parallel through providers like Daytona and Modal. - Generate rollouts for RL optimization. Check out the [Harbor..."},"evidence_pages":[{"url":"https://github.com/sarvamai/harbor","final_url":"https://github.com/sarvamai/harbor","title":"sarvamai/harbor repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:48.503656+00:00","bytes":23115,"raw_path":"848a859f5bd293d21c6a3d81d1f9bf70cbb883d16c45512661559fd3735cef16.json","content_hash":"656d8b33c0593c30e56bcf793e54690658c7df74b27d67806af2c4bb9295a2ac","excerpt_chars":1200,"truncated":true,"excerpt":"sarvamai/harbor Description: Harbor is a framework for running agent evaluations and creating and using RL environments. License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 0 Created: 2026-05-28T11:00:10Z Pushed: 2026-05-31T21:10:43Z Default branch: main Fork: yes Parent repository: harbor-framework/harbor Archived: no README: Harbor [![](https://dcbadge.limes.pink/api/server/https://discord.gg/6xWPKhGDbA)](https://discord.gg/6xWPKhGDbA) [![Docs](https://img.shields.io/badge/Docs-000000?style=for-the-badge&logo=mdbook&color=105864)](https://harborframework.com/docs) [![Cookbook](https://img.shields.io/badge/Cookbook-000000?style=for-the-badge&logo=mdbook&color=105864)](https://github.com/harbor-framework/harbor-cookbook) Harbor is a framework from the creators of [Terminal-Bench](https://www.tbench.ai) for evaluating and optimizing agents and language models. You can use Harbor to: - Evaluate arbitrary agents like Claude Code, OpenHands, Codex CLI, and more. - Build and share your own benchmarks and environments. - Conduct experiments in thousands of environments in parallel through providers like Daytona and Modal. - Generate rollouts for RL optimization. Check out the [Harbor..."}],"related_signals":[{"id":"7d03d029-743f-4a65-9ea1-62aa80aea48a","url":"https://onlylabs.fyi/signals/7d03d029-743f-4a65-9ea1-62aa80aea48a","source_url":"https://github.com/sarvamai/mlx-examples","title":"sarvamai/mlx-examples","context":"forked from ml-explore/mlx-examples","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-06-04T10:42:39+00:00","first_seen_at":"2026-06-05T20:58:50.739664+00:00","date_source":"source"},{"id":"14b92b02-b92d-4552-9308-119620febc98","url":"https://onlylabs.fyi/signals/14b92b02-b92d-4552-9308-119620febc98","source_url":"https://github.com/sarvamai/Gym","title":"sarvamai/Gym","context":"forked from NVIDIA-NeMo/Gym","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-05-28T10:59:24+00:00","first_seen_at":"2026-06-05T20:58:50.739664+00:00","date_source":"source"},{"id":"2d60c3b1-8809-4808-9ed6-b16f8ddfb05e","url":"https://onlylabs.fyi/signals/2d60c3b1-8809-4808-9ed6-b16f8ddfb05e","source_url":"https://github.com/sarvamai/mlx","title":"sarvamai/mlx","context":"forked from ml-explore/mlx","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-05-25T10:38:13+00:00","first_seen_at":"2026-06-05T20:58:50.739664+00:00","date_source":"source"},{"id":"b6019f5c-d017-49fa-bae7-e5facd0444cd","url":"https://onlylabs.fyi/signals/b6019f5c-d017-49fa-bae7-e5facd0444cd","source_url":"https://github.com/sarvamai/dynamo","title":"sarvamai/dynamo","context":"forked from ai-dynamo/dynamo","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-04-27T20:19:34+00:00","first_seen_at":"2026-06-05T20:58:50.739664+00:00","date_source":"source"},{"id":"dbcfe832-62c4-464b-8eee-d3548b06c7d2","url":"https://onlylabs.fyi/signals/dbcfe832-62c4-464b-8eee-d3548b06c7d2","source_url":"https://github.com/sarvamai/indic_nlp_library_rdt","title":"sarvamai/indic_nlp_library_rdt","context":"forked from sarvamai/indic_nlp_library","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-02-17T21:20:23+00:00","first_seen_at":"2026-06-05T20:58:50.739664+00:00","date_source":"source"},{"id":"5c132706-ff22-4a48-9abd-2f97c50fd7fa","url":"https://onlylabs.fyi/signals/5c132706-ff22-4a48-9abd-2f97c50fd7fa","source_url":"https://github.com/sarvamai/mlx-lm","title":"sarvamai/mlx-lm","context":"forked from ml-explore/mlx-lm","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-01-06T08:42:13+00:00","first_seen_at":"2026-06-05T20:58:50.739664+00:00","date_source":"source"}]}