{"schema_version":"onlylabs.public_signal.v1","title":"FriendliAI Repo: friendliai/friendli-gradio","description":"FriendliAI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/69396b58-e34a-4a48-82dc-259b33eb9727","json_url":"https://onlylabs.fyi/signals/69396b58-e34a-4a48-82dc-259b33eb9727/signal.json","generated_at":"2026-06-11T04:09:56.276993+00:00","org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/friendliai","dossier_json_url":"https://onlylabs.fyi/labs/friendliai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/69396b58-e34a-4a48-82dc-259b33eb9727","signal_json":"https://onlylabs.fyi/signals/69396b58-e34a-4a48-82dc-259b33eb9727/signal.json","source":"https://github.com/friendliai/friendli-gradio","lab_dossier":"https://onlylabs.fyi/labs/friendliai","lab_dossier_json":"https://onlylabs.fyi/labs/friendliai/dossier.json","analysis":"https://onlylabs.fyi/analysis/friendliai","analysis_json":"https://onlylabs.fyi/analysis/friendliai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/friendliai/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":"FriendliAI published friendliai/friendli-gradio (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo friendliai/friendli-gradio · language Python · Routine integration repo, no traction yet.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/friendliai/friendli-gradio","source_host":"github.com","occurred_at":"2025-08-20T08:00:05+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"FriendliAI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"friendliai/friendli-gradio","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Notability","value":"Routine integration repo, no traction yet.","source":"signal"}],"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/friendliai/friendli-gradio"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:09:56.276993+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/69396b58-e34a-4a48-82dc-259b33eb9727/signal.json","dossier_json":"https://onlylabs.fyi/labs/friendliai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/friendliai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/friendliai/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/69396b58-e34a-4a48-82dc-259b33eb9727/signal.json","required":true},{"label":"source","url":"https://github.com/friendliai/friendli-gradio","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/friendliai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/friendliai/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 FriendliAI's repo signal \"friendliai/friendli-gradio\" for neocloud strategy."},"semantic_triples":[{"subject":"FriendliAI","predicate":"published repo","object":"friendliai/friendli-gradio","text":"FriendliAI published repo friendliai/friendli-gradio."},{"subject":"friendliai/friendli-gradio","predicate":"is classified as","object":"repo signal","text":"friendliai/friendli-gradio is classified as repo signal."},{"subject":"friendliai/friendli-gradio","predicate":"belongs to","object":"repos desk","text":"friendliai/friendli-gradio belongs to repos desk."},{"subject":"friendliai/friendli-gradio","predicate":"has context","object":"Python","text":"friendliai/friendli-gradio has context Python."},{"subject":"friendliai/friendli-gradio","predicate":"has evidence coverage","object":"1 captured evidence page","text":"friendliai/friendli-gradio has evidence coverage 1 captured evidence page."},{"subject":"friendliai/friendli-gradio","predicate":"has captured page count","object":"1","text":"friendliai/friendli-gradio has captured page count 1."},{"subject":"friendliai/friendli-gradio","predicate":"has readable page count","object":"1","text":"friendliai/friendli-gradio has readable page count 1."},{"subject":"friendliai/friendli-gradio","predicate":"has related signal count","object":"6","text":"friendliai/friendli-gradio has related signal count 6."},{"subject":"friendliai/friendli-gradio","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":"friendliai/friendli-gradio 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":"friendliai/friendli-gradio","predicate":"has source host","object":"github.com","text":"friendliai/friendli-gradio has source host github.com."},{"subject":"friendliai/friendli-gradio","predicate":"has lab","object":"FriendliAI","text":"friendliai/friendli-gradio has lab FriendliAI."},{"subject":"friendliai/friendli-gradio","predicate":"has signal desk","object":"repos","text":"friendliai/friendli-gradio has signal desk repos."},{"subject":"friendliai/friendli-gradio","predicate":"has source host","object":"github.com","text":"friendliai/friendli-gradio has source host github.com."},{"subject":"friendliai/friendli-gradio","predicate":"has repository","object":"friendliai/friendli-gradio","text":"friendliai/friendli-gradio has repository friendliai/friendli-gradio."},{"subject":"friendliai/friendli-gradio","predicate":"has language","object":"Python","text":"friendliai/friendli-gradio has language Python."},{"subject":"friendliai/friendli-gradio","predicate":"has notability","object":"Routine integration repo, no traction yet.","text":"friendliai/friendli-gradio has notability Routine integration repo, no traction yet.."}]},"intelligence":{"signal_desk":"repos","answer":"FriendliAI published friendliai/friendli-gradio (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo friendliai/friendli-gradio · language Python · Routine integration repo, no traction yet.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"FriendliAI","predicate":"published repo","object":"friendliai/friendli-gradio","text":"FriendliAI published repo friendliai/friendli-gradio."},{"subject":"friendliai/friendli-gradio","predicate":"is classified as","object":"repo signal","text":"friendliai/friendli-gradio is classified as repo signal."},{"subject":"friendliai/friendli-gradio","predicate":"belongs to","object":"repos desk","text":"friendliai/friendli-gradio belongs to repos desk."},{"subject":"friendliai/friendli-gradio","predicate":"has context","object":"Python","text":"friendliai/friendli-gradio has context Python."},{"subject":"friendliai/friendli-gradio","predicate":"has evidence coverage","object":"1 captured evidence page","text":"friendliai/friendli-gradio has evidence coverage 1 captured evidence page."}]},"signal":{"id":"69396b58-e34a-4a48-82dc-259b33eb9727","url":"https://onlylabs.fyi/signals/69396b58-e34a-4a48-82dc-259b33eb9727","json_url":"https://onlylabs.fyi/signals/69396b58-e34a-4a48-82dc-259b33eb9727/signal.json","source_url":"https://github.com/friendliai/friendli-gradio","title":"friendliai/friendli-gradio","summary":"FriendliAI 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":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2025-08-20T08:00:05+00:00","first_seen_at":"2026-06-05T22:32:12.597479+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/friendliai/friendli-gradio"]},"facets":{"repo":"friendliai/friendli-gradio","language":"Python"},"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/friendliai/friendli-gradio","final_url":"https://github.com/friendliai/friendli-gradio","title":"friendliai/friendli-gradio repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:56.276993+00:00","bytes":8719,"raw_path":"30e1ca114ca777151fb4a7cc73c806dd481cd002265a2e3503f087adef8989a8.json","content_hash":"4ccef581893fd28f4f02ba20765731aa291e0f7d4466c2fb4ad2870ff82b603c","excerpt_chars":1200,"truncated":false,"excerpt":"friendliai/friendli-gradio Language: Python Stars: 0 Forks: 0 Open issues: 0 Created: 2025-08-20T08:00:05Z Pushed: 2025-08-21T09:12:50Z Default branch: main Fork: no Archived: no README: `friendli-gradio` ![\"Open](\"https://colab.research.google.com/assets/colab-badge.svg\")
is a Python package that makes it very easy for developers to create machine learning apps that are powered by Friendli's API. Installation You can install `friendli-gradio` directly using pip: ```bash pip install -U friendli-gradio ``` That's it! Basic Usage Just like if you were to use the `friendli` API, you should first save your Friendli API key to this environment variable: ``` export FRIENDLI_TOKEN= ``` Then in a Python file, write: ```python import gradio as gr import friendli_gradio gr.load( name='Qwen/Qwen3-235B-A22B-Instruct-2507', src=friendli_gradio.registry, ).launch() ``` Run the Python file, and you should see a Gradio ChatInterface connected to the model on Friendli!"},"evidence_pages":[{"url":"https://github.com/friendliai/friendli-gradio","final_url":"https://github.com/friendliai/friendli-gradio","title":"friendliai/friendli-gradio repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:56.276993+00:00","bytes":8719,"raw_path":"30e1ca114ca777151fb4a7cc73c806dd481cd002265a2e3503f087adef8989a8.json","content_hash":"4ccef581893fd28f4f02ba20765731aa291e0f7d4466c2fb4ad2870ff82b603c","excerpt_chars":1200,"truncated":false,"excerpt":"friendliai/friendli-gradio Language: Python Stars: 0 Forks: 0 Open issues: 0 Created: 2025-08-20T08:00:05Z Pushed: 2025-08-21T09:12:50Z Default branch: main Fork: no Archived: no README: `friendli-gradio` is a Python package that makes it very easy for developers to create machine learning apps that are powered by Friendli's API. Installation You can install `friendli-gradio` directly using pip: ```bash pip install -U friendli-gradio ``` That's it! Basic Usage Just like if you were to use the `friendli` API, you should first save your Friendli API key to this environment variable: ``` export FRIENDLI_TOKEN= ``` Then in a Python file, write: ```python import gradio as gr import friendli_gradio gr.load( name='Qwen/Qwen3-235B-A22B-Instruct-2507', src=friendli_gradio.registry, ).launch() ``` Run the Python file, and you should see a Gradio ChatInterface connected to the model on Friendli!"}],"related_signals":[{"id":"56933ee9-6f23-4067-93d5-02b4b9492d1e","url":"https://onlylabs.fyi/signals/56933ee9-6f23-4067-93d5-02b4b9492d1e","source_url":"https://github.com/friendliai/friendli-python","title":"friendliai/friendli-python","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-09-03T05:29:17+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"1de53474-8b10-45dc-8697-19ac92ceb635","url":"https://onlylabs.fyi/signals/1de53474-8b10-45dc-8697-19ac92ceb635","source_url":"https://github.com/friendliai/atlas-go-sdk","title":"friendliai/atlas-go-sdk","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-08-21T05:53:13+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"ba9e76ea-24c8-49b5-a882-2704b08b783a","url":"https://onlylabs.fyi/signals/ba9e76ea-24c8-49b5-a882-2704b08b783a","source_url":"https://github.com/friendliai/examples","title":"friendliai/examples","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-07-22T06:14:40+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"c19a5f8f-7de6-4aaa-9002-ac5348848b56","url":"https://onlylabs.fyi/signals/c19a5f8f-7de6-4aaa-9002-ac5348848b56","source_url":"https://github.com/friendliai/design-token-transformer","title":"friendliai/design-token-transformer","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-07-19T08:41:22+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"574e3c35-1d5f-4114-880b-419ac85920e2","url":"https://onlylabs.fyi/signals/574e3c35-1d5f-4114-880b-419ac85920e2","source_url":"https://github.com/friendliai/container-resource","title":"friendliai/container-resource","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-07-17T10:58:29+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"73374c9f-6e2f-4247-9804-40314fbda512","url":"https://onlylabs.fyi/signals/73374c9f-6e2f-4247-9804-40314fbda512","source_url":"https://github.com/friendliai/homebrew-client","title":"friendliai/homebrew-client","context":"Ruby","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-07-01T23:10:04+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"}]}