{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Repo: openai/tunnel-client","description":"OpenAI repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/b01ad819-d7ae-417a-bfc8-d50037734a81","json_url":"https://onlylabs.fyi/signals/b01ad819-d7ae-417a-bfc8-d50037734a81/signal.json","generated_at":"2026-06-11T04:00:43.572928+00:00","org":{"slug":"openai","name":"OpenAI","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/openai","dossier_json_url":"https://onlylabs.fyi/labs/openai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/b01ad819-d7ae-417a-bfc8-d50037734a81","signal_json":"https://onlylabs.fyi/signals/b01ad819-d7ae-417a-bfc8-d50037734a81/signal.json","source":"https://github.com/openai/tunnel-client","lab_dossier":"https://onlylabs.fyi/labs/openai","lab_dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis":"https://onlylabs.fyi/analysis/openai","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/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":"OpenAI published openai/tunnel-client (Go). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo openai/tunnel-client · language Go · New OpenAI repo, modest 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/openai/tunnel-client","source_host":"github.com","occurred_at":"2025-12-10T00:39:35+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source","context":"Go"},"context_markers":[{"label":"Lab","value":"OpenAI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"openai/tunnel-client","source":"source"},{"label":"Language","value":"Go","source":"source"},{"label":"Stars","value":"93","source":"traction"},{"label":"Notability","value":"New OpenAI repo, modest traction.","source":"signal"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and 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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/b01ad819-d7ae-417a-bfc8-d50037734a81/signal.json","required":true},{"label":"source","url":"https://github.com/openai/tunnel-client","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/openai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/openai/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 OpenAI's repo signal \"openai/tunnel-client\" for frontier lab strategy."},"semantic_triples":[{"subject":"OpenAI","predicate":"published repo","object":"openai/tunnel-client","text":"OpenAI published repo openai/tunnel-client."},{"subject":"openai/tunnel-client","predicate":"is classified as","object":"repo signal","text":"openai/tunnel-client is classified as repo signal."},{"subject":"openai/tunnel-client","predicate":"belongs to","object":"repos desk","text":"openai/tunnel-client belongs to repos desk."},{"subject":"openai/tunnel-client","predicate":"has context","object":"Go","text":"openai/tunnel-client has context Go."},{"subject":"openai/tunnel-client","predicate":"has evidence coverage","object":"1 captured evidence page","text":"openai/tunnel-client has evidence coverage 1 captured evidence page."},{"subject":"openai/tunnel-client","predicate":"has captured page count","object":"1","text":"openai/tunnel-client has captured page count 1."},{"subject":"openai/tunnel-client","predicate":"has 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OpenAI."},{"subject":"openai/tunnel-client","predicate":"has signal desk","object":"repos","text":"openai/tunnel-client has signal desk repos."},{"subject":"openai/tunnel-client","predicate":"has source host","object":"github.com","text":"openai/tunnel-client has source host github.com."},{"subject":"openai/tunnel-client","predicate":"has repository","object":"openai/tunnel-client","text":"openai/tunnel-client has repository openai/tunnel-client."},{"subject":"openai/tunnel-client","predicate":"has language","object":"Go","text":"openai/tunnel-client has language Go."},{"subject":"openai/tunnel-client","predicate":"has stars","object":"93","text":"openai/tunnel-client has stars 93."},{"subject":"openai/tunnel-client","predicate":"has notability","object":"New OpenAI repo, modest traction.","text":"openai/tunnel-client has notability New OpenAI repo, modest traction.."},{"subject":"openai/tunnel-client","predicate":"has watch term","object":"Infrastructure","text":"openai/tunnel-client has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"OpenAI published openai/tunnel-client (Go). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo openai/tunnel-client · language Go · New OpenAI repo, modest traction.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"OpenAI","predicate":"published repo","object":"openai/tunnel-client","text":"OpenAI published repo openai/tunnel-client."},{"subject":"openai/tunnel-client","predicate":"is classified as","object":"repo signal","text":"openai/tunnel-client is classified as repo signal."},{"subject":"openai/tunnel-client","predicate":"belongs to","object":"repos desk","text":"openai/tunnel-client belongs to repos desk."},{"subject":"openai/tunnel-client","predicate":"has context","object":"Go","text":"openai/tunnel-client has context Go."},{"subject":"openai/tunnel-client","predicate":"has evidence coverage","object":"1 captured evidence page","text":"openai/tunnel-client has evidence coverage 1 captured evidence page."}]},"signal":{"id":"b01ad819-d7ae-417a-bfc8-d50037734a81","url":"https://onlylabs.fyi/signals/b01ad819-d7ae-417a-bfc8-d50037734a81","json_url":"https://onlylabs.fyi/signals/b01ad819-d7ae-417a-bfc8-d50037734a81/signal.json","source_url":"https://github.com/openai/tunnel-client","title":"openai/tunnel-client","summary":"OpenAI published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2025-12-10T00:39:35+00:00","first_seen_at":"2026-06-05T05:42:58.317915+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/openai/tunnel-client"]},"facets":{"repo":"openai/tunnel-client","language":"Go"},"traction":{"github_stars":93,"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/openai/tunnel-client","final_url":"https://github.com/openai/tunnel-client","title":"openai/tunnel-client repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:00:43.572928+00:00","bytes":21165,"raw_path":"567bba7e42280d7b2cc2092027e769d59dbb947982b754c98f27b0860d10bdc0.json","content_hash":"655050e9c8a07fba2c44dd181bb6256b9a5202ff6cb9fa49bcabc6a74b6de7e6","excerpt_chars":1200,"truncated":true,"excerpt":"openai/tunnel-client Language: Go License: Apache-2.0 Stars: 91 Forks: 10 Open issues: 0 Created: 2025-12-10T00:39:35Z Pushed: 2026-06-11T00:57:40Z Default branch: master Fork: no Archived: no README: Secure MCP Tunnel client `tunnel-client` is the customer-run agent behind Secure MCP Tunnel. It connects a private or localhost MCP (Model Context Protocol) server to ChatGPT, Codex, the Responses API, and AgentKit through an OpenAI-hosted MCP tunnel endpoint, while keeping the MCP server off the public internet. Use it when: - You have an MCP server on a laptop, VM, Kubernetes cluster, or private network and need an OpenAI-hosted product to reach it. - Security will not approve a new inbound firewall rule or public endpoint for the MCP server. - You want an operator-visible daemon with `/healthz`, `/readyz`, `/metrics`, and `/ui` before a connector or API call depends on it. If you searched for \"secure MCP tunnel\", \"MCP tunnel ChatGPT\", \"connect local MCP server to ChatGPT\", \"connect local MCP server to Codex\", \"localhost to ChatGPT\", or \"Codex local MCP\", start with `tunnel-client help quickstart`, then read the onboarding guide below. 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It connects a private or localhost MCP (Model Context Protocol) server to ChatGPT, Codex, the Responses API, and AgentKit through an OpenAI-hosted MCP tunnel endpoint, while keeping the MCP server off the public internet. Use it when: - You have an MCP server on a laptop, VM, Kubernetes cluster, or private network and need an OpenAI-hosted product to reach it. - Security will not approve a new inbound firewall rule or public endpoint for the MCP server. - You want an operator-visible daemon with `/healthz`, `/readyz`, `/metrics`, and `/ui` before a connector or API call depends on it. If you searched for \"secure MCP tunnel\", \"MCP tunnel ChatGPT\", \"connect local MCP server to ChatGPT\", \"connect local MCP server to Codex\", \"localhost to ChatGPT\", or \"Codex local MCP\", start with `tunnel-client help quickstart`, then read the onboarding guide below. Start Here - **Need the shortest working path..."}],"related_signals":[{"id":"9b55a747-c2bc-494f-a3ad-ef484503c650","url":"https://onlylabs.fyi/signals/9b55a747-c2bc-494f-a3ad-ef484503c650","source_url":"https://github.com/openai/role-specific-plugins","title":"openai/role-specific-plugins","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-02T16:27:24+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"26c411d2-1675-4d85-a267-55c0a2a1b6b4","url":"https://onlylabs.fyi/signals/26c411d2-1675-4d85-a267-55c0a2a1b6b4","source_url":"https://github.com/openai/imagegencam","title":"openai/imagegencam","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-05-19T23:14:18+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"e7a21543-9852-40bb-9102-041209e64fa5","url":"https://onlylabs.fyi/signals/e7a21543-9852-40bb-9102-041209e64fa5","source_url":"https://github.com/openai/openai-cli","title":"openai/openai-cli","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-05-01T16:40:05+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"359b222c-96a1-40f5-b8d4-7a469ee9825c","url":"https://onlylabs.fyi/signals/359b222c-96a1-40f5-b8d4-7a469ee9825c","source_url":"https://github.com/openai/openai-realtime-meeting-assistant","title":"openai/openai-realtime-meeting-assistant","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-04-29T22:54:59+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"1bf8025d-8227-489e-8e04-57d8919213fc","url":"https://onlylabs.fyi/signals/1bf8025d-8227-489e-8e04-57d8919213fc","source_url":"https://github.com/openai/monitorability-evals","title":"openai/monitorability-evals","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-04-22T22:12:39+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"f61802fb-361e-4d2b-b871-57ea3a33fb22","url":"https://onlylabs.fyi/signals/f61802fb-361e-4d2b-b871-57ea3a33fb22","source_url":"https://github.com/openai/privacy-filter","title":"openai/privacy-filter","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-04-17T22:49:09+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"}]}