{"schema_version":"onlylabs.public_signal.v1","title":"Mistral AI Repo: mistralai/search-starter-app","description":"Mistral AI repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/995a6e4b-b3c1-4827-94f6-7e5e0d8594da","json_url":"https://onlylabs.fyi/signals/995a6e4b-b3c1-4827-94f6-7e5e0d8594da/signal.json","generated_at":"2026-10-24T20:20:22.121Z","evidence_latest_fetched_at":"2026-06-11T02:42:00.59521+00:00","signal_first_seen_at":"2026-09-19T07:00:31.325199+00:00","org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/mistral","dossier_json_url":"https://onlylabs.fyi/labs/mistral/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/995a6e4b-b3c1-4827-94f6-7e5e0d8594da","signal_json":"https://onlylabs.fyi/signals/995a6e4b-b3c1-4827-94f6-7e5e0d8594da/signal.json","source":"https://github.com/mistralai/search-starter-app","lab_dossier":"https://onlylabs.fyi/labs/mistral","lab_dossier_json":"https://onlylabs.fyi/labs/mistral/dossier.json","analysis":"https://onlylabs.fyi/analysis/mistral","analysis_json":"https://onlylabs.fyi/analysis/mistral/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/mistral/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":"Mistral AI published mistralai/search-starter-app (Jinja). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo mistralai/search-starter-app · language Jinja. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/mistralai/search-starter-app","source_host":"github.com","occurred_at":"2026-09-18T13:10:56+00:00","first_seen_at":"2026-09-19T07:00:31.325199+00:00","date_source":"source","context":"Jinja"},"context_markers":[{"label":"Lab","value":"Mistral AI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"mistralai/search-starter-app","source":"source"},{"label":"Language","value":"Jinja","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"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/mistralai/search-starter-app"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:42:00.59521+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/995a6e4b-b3c1-4827-94f6-7e5e0d8594da/signal.json","dossier_json":"https://onlylabs.fyi/labs/mistral/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/mistral/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/mistral/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","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","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/995a6e4b-b3c1-4827-94f6-7e5e0d8594da/signal.json","required":true},{"label":"source","url":"https://github.com/mistralai/search-starter-app","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/mistral/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/mistral/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 Mistral AI's repo signal \"mistralai/search-starter-app\" for frontier lab strategy."},"semantic_triples":[{"subject":"Mistral AI","predicate":"published repo","object":"mistralai/search-starter-app","text":"Mistral AI published repo mistralai/search-starter-app."},{"subject":"mistralai/search-starter-app","predicate":"is classified as","object":"repo signal","text":"mistralai/search-starter-app is classified as repo signal."},{"subject":"mistralai/search-starter-app","predicate":"belongs to","object":"repos desk","text":"mistralai/search-starter-app belongs to repos desk."},{"subject":"mistralai/search-starter-app","predicate":"has context","object":"Jinja","text":"mistralai/search-starter-app has context Jinja."},{"subject":"mistralai/search-starter-app","predicate":"has evidence coverage","object":"1 captured evidence page","text":"mistralai/search-starter-app has evidence coverage 1 captured evidence page."},{"subject":"mistralai/search-starter-app","predicate":"has captured page count","object":"1","text":"mistralai/search-starter-app has captured page count 1."},{"subject":"mistralai/search-starter-app","predicate":"has readable page count","object":"1","text":"mistralai/search-starter-app has readable page count 1."},{"subject":"mistralai/search-starter-app","predicate":"has related signal count","object":"6","text":"mistralai/search-starter-app has related signal count 6."},{"subject":"mistralai/search-starter-app","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":"mistralai/search-starter-app 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":"mistralai/search-starter-app","predicate":"has source host","object":"github.com","text":"mistralai/search-starter-app has source host github.com."},{"subject":"mistralai/search-starter-app","predicate":"has lab","object":"Mistral AI","text":"mistralai/search-starter-app has lab Mistral AI."},{"subject":"mistralai/search-starter-app","predicate":"has signal desk","object":"repos","text":"mistralai/search-starter-app has signal desk repos."},{"subject":"mistralai/search-starter-app","predicate":"has source host","object":"github.com","text":"mistralai/search-starter-app has source host github.com."},{"subject":"mistralai/search-starter-app","predicate":"has repository","object":"mistralai/search-starter-app","text":"mistralai/search-starter-app has repository mistralai/search-starter-app."},{"subject":"mistralai/search-starter-app","predicate":"has language","object":"Jinja","text":"mistralai/search-starter-app has language Jinja."},{"subject":"mistralai/search-starter-app","predicate":"has stars","object":"1","text":"mistralai/search-starter-app has stars 1."},{"subject":"mistralai/search-starter-app","predicate":"has watch term","object":"Data pipeline","text":"mistralai/search-starter-app has watch term Data pipeline."},{"subject":"mistralai/search-starter-app","predicate":"has watch term","object":"Agents and tool use","text":"mistralai/search-starter-app has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"repos","answer":"Mistral AI published mistralai/search-starter-app (Jinja). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo mistralai/search-starter-app · language Jinja. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Mistral AI","predicate":"published repo","object":"mistralai/search-starter-app","text":"Mistral AI published repo mistralai/search-starter-app."},{"subject":"mistralai/search-starter-app","predicate":"is classified as","object":"repo signal","text":"mistralai/search-starter-app is classified as repo signal."},{"subject":"mistralai/search-starter-app","predicate":"belongs to","object":"repos desk","text":"mistralai/search-starter-app belongs to repos desk."},{"subject":"mistralai/search-starter-app","predicate":"has context","object":"Jinja","text":"mistralai/search-starter-app has context Jinja."},{"subject":"mistralai/search-starter-app","predicate":"has evidence coverage","object":"1 captured evidence page","text":"mistralai/search-starter-app has evidence coverage 1 captured evidence page."}]},"signal":{"id":"995a6e4b-b3c1-4827-94f6-7e5e0d8594da","url":"https://onlylabs.fyi/signals/995a6e4b-b3c1-4827-94f6-7e5e0d8594da","json_url":"https://onlylabs.fyi/signals/995a6e4b-b3c1-4827-94f6-7e5e0d8594da/signal.json","source_url":"https://github.com/mistralai/search-starter-app","title":"mistralai/search-starter-app","summary":"Mistral AI published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Jinja","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2026-09-18T13:10:56+00:00","first_seen_at":"2026-09-19T07:00:31.325199+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/mistralai/search-starter-app"]},"facets":{"repo":"mistralai/search-starter-app","language":"Jinja"},"traction":{"github_stars":1,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/mistralai/search-starter-app","final_url":"https://github.com/mistralai/search-starter-app","title":"mistralai/search-starter-app repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:00.59521+00:00","bytes":11185,"raw_path":"eed4fb9975e277dd09fe603ba7e1d87ec0db21fa0af12efa4f753ea33a804287.json","content_hash":"fc326efe65fdc7715ba73f43fd5f4c03ace67aa26ecd8ade371958bcf947aa07","excerpt_chars":1200,"truncated":true,"excerpt":"mistralai/search-starter-app Description: Base template to build, manage and improve search engines Language: Jinja License: MIT Stars: 5 Forks: 0 Open issues: 0 Created: 2026-05-20T15:37:12Z Pushed: 2026-06-03T07:47:54Z Default branch: main Fork: no Archived: no README: search-starter-app Copier template for bootstrapping [Mistral Search Toolkit](https://pypi.org/project/mistralai-search-toolkit/) projects. Built on the SDK in [mistralai/search/toolkit](https://github.com/mistralai/mistral-pro/tree/main/dashboards/main/search/toolkit) — ingestion pipelines, Vespa indexing, and hybrid retrieval. Prerequisites This repo is a **[Copier](https://copier.readthedocs.io/)** template — a Python CLI that scaffolds a new project from `template/` (not the French verb *copier*). Install Copier once (pick one): ```bash uv tool install copier ``` Or run it without a global install via [uv](https://docs.astral.sh/uv/): ```bash uvx copier copy gh:mistralai/search-starter-app my-search-project ``` You also need [Docker](https://docs.docker.com/get-docker/) for local Vespa and [uv](https://docs.astral.sh/uv/) in the generated project. Usage ```bash copier copy gh:mistralai/search-starter-app..."},"evidence_pages":[],"related_signals":[{"id":"a1f71970-c876-4488-b946-0d8d47ed3edb","url":"https://onlylabs.fyi/signals/a1f71970-c876-4488-b946-0d8d47ed3edb","source_url":"https://github.com/mistralai/timestral","title":"mistralai/timestral","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2026-10-15T10:20:18+00:00","first_seen_at":"2026-10-16T07:00:31.735185+00:00","date_source":"source"},{"id":"429751a1-f58f-4e82-8d13-b65d7902d8bd","url":"https://onlylabs.fyi/signals/429751a1-f58f-4e82-8d13-b65d7902d8bd","source_url":"https://github.com/mistralai/public-test","title":"mistralai/public-test","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2026-10-13T13:40:43+00:00","first_seen_at":"2026-10-14T07:00:31.821784+00:00","date_source":"source"},{"id":"2149958e-d20d-47dd-a452-d48e22737332","url":"https://onlylabs.fyi/signals/2149958e-d20d-47dd-a452-d48e22737332","source_url":"https://github.com/mistralai/nvsentinel-provider-mistral","title":"mistralai/nvsentinel-provider-mistral","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2026-10-08T13:00:45+00:00","first_seen_at":"2026-10-14T07:00:31.821784+00:00","date_source":"source"},{"id":"c1b4cccf-e833-416c-80b4-bb187272eb7e","url":"https://onlylabs.fyi/signals/c1b4cccf-e833-416c-80b4-bb187272eb7e","source_url":"https://github.com/mistralai/mistral-compute-openapi","title":"mistralai/mistral-compute-openapi","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2026-09-22T11:43:41+00:00","first_seen_at":"2026-09-23T07:00:31.850932+00:00","date_source":"source"},{"id":"494d160c-63a9-496e-987c-75ec115f18f3","url":"https://onlylabs.fyi/signals/494d160c-63a9-496e-987c-75ec115f18f3","source_url":"https://github.com/mistralai/cli","title":"mistralai/cli","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2026-08-17T10:25:52+00:00","first_seen_at":"2026-08-19T07:00:30.965219+00:00","date_source":"source"},{"id":"69d62d52-8839-42fc-bb79-45900f03d6e0","url":"https://onlylabs.fyi/signals/69d62d52-8839-42fc-bb79-45900f03d6e0","source_url":"https://github.com/mistralai/FLTEval","title":"mistralai/FLTEval","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2026-07-02T15:38:32+00:00","first_seen_at":"2026-07-03T07:00:31.544192+00:00","date_source":"source"}]}