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    "tier": "claimed-docs",
    "url": "https://docs.gitlab.com/user/clusters/agent",
    "excerpt": "You can connect your Kubernetes cluster with GitLab to deploy, manage, and monitor your cloud-native solutions.",
    "fetchedAt": "2026-09-16T00:41:08.810Z"
  },
  {
    "id": "gitlab-docs-47",
    "tier": "claimed-docs",
    "url": "https://docs.gitlab.com/user/duo_agent_platform",
    "excerpt": "Delegate routine tasks, from code refactoring and security scans to research, to specialized AI agents.",
    "fetchedAt": "2026-09-16T00:41:08.810Z"
  },
  {
    "id": "gitlab-docs-48",
    "tier": "claimed-docs",
    "url": "https://docs.gitlab.com/user/get_started/get_started_agent_platform",
    "excerpt": "Chat has access to your project, including issues, merge requests, commits, and CI/CD pipelines, and Chat maintains context across conversations.",
    "fetchedAt": "2026-09-16T00:41:08.810Z"
  },
  {
    "id": "gitlab-docs-49",
    "tier": "claimed-docs",
    "url": "https://docs.gitlab.com/user/duo_agent_platform/turn_on_off",
    "excerpt": "You can turn Agent Platform on or off: ... On GitLab.com: For top-level groups.",
    "fetchedAt": "2026-09-16T00:41:08.810Z"
  },
  {
    "id": "gitlab-docs-50",
    "tier": "claimed-docs",
    "url": "https://gitlab.com",
    "excerpt": "SAST, DAST, and compliance in every pipeline.",
    "fetchedAt": "2026-09-16T00:41:08.810Z"
  },
  {
    "id": "gitlab-comm-1",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=17223116",
    "excerpt": "GitLab's recent performance has been abysmal... we've had entire days where the team was unable to deploy because the CI workers did not run... And nearly every day, pushes take minutes to complete, as opposed to a few seconds with GitHub.",
    "fetchedAt": "2026-08-28T05:07:58.248Z"
  },
  {
    "id": "gitlab-comm-2",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=17223116",
    "excerpt": "I love GitLab, and I use a private instance at work, but I won't use it to store my public projects for one sole reason: you can't hide your email address shown in commits.",
    "fetchedAt": "2026-08-28T05:07:58.248Z"
  },
  {
    "id": "gitlab-comm-3",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=17223116",
    "excerpt": "Migrating repos are straightforward... GitHub importer can import: repository description, Git repository data, issues, pull requests, wiki pages, milestones, labels, release notes, PR review comments, and comments.",
    "fetchedAt": "2026-08-28T05:07:58.248Z"
  },
  {
    "id": "gitlab-comm-4",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=17223116",
    "excerpt": "Meanwhile GitLab is crashing... Getting a 502 currently. I feel sorry for the Gitlab on-call right now.",
    "fetchedAt": "2026-08-28T05:07:58.248Z"
  },
  {
    "id": "gitlab-comm-5",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=17223116",
    "excerpt": "GitLab is awesome as a broke amateur dev with 0 way to really give back to GitLab the team was cool enough to send me a tshirt and stickers... they seem to be awesome.",
    "fetchedAt": "2026-08-28T05:07:58.248Z"
  },
  {
    "id": "gitlab-comm-6",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=13537052",
    "excerpt": "YP thinks that perhaps pg_basebackup is being super pedantic about there being an empty data directory, decides to remove the directory. After a second or two he notices he ran it on db1.cluster.gitlab.com, instead of db2.cluster.gitlab.com.",
    "fetchedAt": "2026-08-28T05:07:58.248Z"
  },
  {
    "id": "gitlab-comm-7",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=13537052",
    "excerpt": "So in other words, out of 5 backup/replication techniques deployed none are working reliably or set up in the first place.",
    "fetchedAt": "2026-08-28T05:07:58.248Z"
  },
  {
    "id": "gitlab-comm-8",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=13537052",
    "excerpt": "Our backups to S3 apparently don't work either: the bucket is empty.",
    "fetchedAt": "2026-08-28T05:07:58.248Z"
  },
  {
    "id": "gitlab-comm-9",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=13537052",
    "excerpt": "Amazingly transparent and honest... I think the GitLab people are incredible. They're open and transparent about everything they do... This document continues to demonstrate how the GitLab people are great, transparent people.",
    "fetchedAt": "2026-08-28T05:07:58.248Z"
  },
  {
    "id": "gitlab-comm-10",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=13877156",
    "excerpt": "I love Gitlab but sadly, quite a lot of services that offer free accounts for open source projects (TravisCI comes to mind), generally don't integrate with Gitlab. It's one of the few reasons why I am still using Github.",
    "fetchedAt": "2026-08-28T05:07:58.248Z"
  },
  {
    "id": "gitlab-comm-11",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=13877156",
    "excerpt": "That is awesome news. I have been using Gitlab for the last year. I switched over my personal projects and 3 organizations... They won me with their data centers in Asia and Europe. GitHub is extremely slow in Asia and they do not want to change.",
    "fetchedAt": "2026-08-28T05:07:58.248Z"
  },
  {
    "id": "gitlab-comm-12",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=13877156",
    "excerpt": "Somewhat off topic, but I was once very interested in working for GitLab. According to their compensation calculator, though, I'd be making less than half what I make now... They ding me for living in a comparatively low cost area.",
    "fetchedAt": "2026-08-28T05:07:58.248Z"
  },
  {
    "id": "gitlab-probe-1",
    "tier": "probe",
    "url": "https://docs.gitlab.com/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://docs.gitlab.com/llms.txt # GitLab Documentation\nLearn how to use and administer GitLab, the most scalable Git-based integrated platform for softw",
    "fetchedAt": "2026-09-16T00:41:12.017Z"
  },
  {
    "id": "gitlab-probe-2",
    "tier": "probe",
    "url": "https://docs.gitlab.com/user/gitlab_duo/model_context_protocol/mcp_server/",
    "excerpt": "official MCP server documented at https://docs.gitlab.com/user/gitlab_duo/model_context_protocol/mcp_server/",
    "fetchedAt": "2026-09-16T00:41:12.017Z"
  },
  {
    "id": "gitlab-probe-3",
    "tier": "probe",
    "url": "https://docs.gitlab.com/editor_extensions/gitlab_cli/",
    "excerpt": "official CLI documented at https://docs.gitlab.com/editor_extensions/gitlab_cli/",
    "fetchedAt": "2026-09-16T00:41:12.017Z"
  }
]