[
  {
    "id": "devin-docs-1",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai",
    "excerpt": "Ask Devin to tackle Linear/Jira tickets, implement entirely new features, repro and fix bugs, build internal tools, and more!",
    "fetchedAt": "2026-09-03T20:28:19.806Z"
  },
  {
    "id": "devin-docs-2",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai",
    "excerpt": "Running Devin for Terminal in your local environment for quick fixes, code exploration, and interactive coding right from the command line",
    "fetchedAt": "2026-09-03T20:28:19.806Z"
  },
  {
    "id": "devin-docs-3",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai",
    "excerpt": "using /handoff to send longer tasks to cloud Devin",
    "fetchedAt": "2026-09-03T20:28:19.806Z"
  },
  {
    "id": "devin-docs-4",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai",
    "excerpt": "Tagging Devin on a Slack or Teams thread about a bug you’re discussing with coworkers",
    "fetchedAt": "2026-09-03T20:28:19.806Z"
  },
  {
    "id": "devin-docs-5",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai",
    "excerpt": "Delegating a more complex task via the web application and taking over in Devin’s IDE once it gives you a good first draft.",
    "fetchedAt": "2026-09-03T20:28:19.806Z"
  },
  {
    "id": "devin-docs-6",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai",
    "excerpt": "Devin’s terminal, where you can watch commands being executed and view output logs. You can also copy the shell output for debugging purposes.",
    "fetchedAt": "2026-09-03T20:28:19.806Z"
  },
  {
    "id": "devin-docs-7",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai",
    "excerpt": "You can jump in to help Devin navigate through browsing tasks via the Interactive Browser.",
    "fetchedAt": "2026-09-03T20:28:19.806Z"
  },
  {
    "id": "devin-docs-8",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/api-reference/overview",
    "excerpt": "The Devin API enables you to integrate Devin into your applications, automate workflows, and build powerful tools.",
    "fetchedAt": "2026-09-03T20:28:19.806Z"
  },
  {
    "id": "devin-docs-9",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/api-reference/overview",
    "excerpt": "you can create sessions on behalf of any user in your organization using the create_as_user_id parameter",
    "fetchedAt": "2026-09-03T20:28:19.806Z"
  },
  {
    "id": "devin-docs-10",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/cli/adaptive",
    "excerpt": "Adaptive analyzes your prompt and routes it to the model that will deliver the best result.",
    "fetchedAt": "2026-09-03T20:28:19.806Z"
  },
  {
    "id": "devin-docs-11",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/cli/adaptive",
    "excerpt": "You can switch away from Adaptive to a specific model at any time with /model.",
    "fetchedAt": "2026-09-03T20:28:19.806Z"
  },
  {
    "id": "devin-docs-12",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/cli/extensibility/mcp/overview",
    "excerpt": "MCP (Model Context Protocol) lets you connect external tool servers to Devin CLI, giving the agent access to APIs, databases, issue trackers, and any other service you can wrap in an MCP server.",
    "fetchedAt": "2026-09-03T20:28:19.806Z"
  },
  {
    "id": "devin-docs-13",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/cli/extensibility/mcp/overview",
    "excerpt": "MCP tools are subject to the same permission system as built-in tools. You can control access at multiple levels",
    "fetchedAt": "2026-09-03T20:28:19.806Z"
  },
  {
    "id": "devin-docs-14",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/cli/extensibility/mcp/overview",
    "excerpt": "Devin CLI exposes each one as a slash command",
    "fetchedAt": "2026-09-03T20:28:19.806Z"
  },
  {
    "id": "devin-docs-15",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/work-with-devin/devin-mcp",
    "excerpt": "create sessions, manage playbooks and knowledge, set up schedules, and more",
    "fetchedAt": "2026-09-03T20:28:19.806Z"
  },
  {
    "id": "devin-docs-16",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/work-with-devin/devin-mcp",
    "excerpt": "These tools let you explore and query documentation for any GitHub repository (public or private with authentication)",
    "fetchedAt": "2026-09-03T20:28:19.806Z"
  },
  {
    "id": "devin-docs-17",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/work-with-devin/devin-mcp",
    "excerpt": "Supports cron expressions for recurring schedules, one-time scheduling, notification preferences, and agent selection",
    "fetchedAt": "2026-09-03T20:28:19.806Z"
  },
  {
    "id": "devin-docs-18",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/essential-guidelines/when-to-use-devin.md",
    "excerpt": "Run multiple Devins in parallel: Carve out independent tasks and run them simultaneously.",
    "fetchedAt": "2026-09-15T23:57:05.277Z"
  },
  {
    "id": "devin-docs-19",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/essential-guidelines/when-to-use-devin.md",
    "excerpt": "Tag Devin on Slack or Teams: Start sessions directly from conversations about bugs, feature requests, or questions.",
    "fetchedAt": "2026-09-15T23:57:05.277Z"
  },
  {
    "id": "devin-docs-20",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/essential-guidelines/when-to-use-devin.md",
    "excerpt": "Enable Devin Review with Auto-Fix so Devin automatically responds to code review comments, fixes flagged bugs, and iterates on CI failures",
    "fetchedAt": "2026-09-15T23:57:05.277Z"
  },
  {
    "id": "devin-docs-21",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/essential-guidelines/when-to-use-devin.md",
    "excerpt": "Extend Devin's reach with MCP integrations: Connect Devin to Datadog, Sentry, databases, Figma, Notion, Stripe, and hundreds of other tool",
    "fetchedAt": "2026-09-15T23:57:05.277Z"
  },
  {
    "id": "devin-docs-22",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/onboard-devin/index-repo.md",
    "excerpt": "Indexing your repositories allows Devin to understand your codebase and enables powerful features like Ask Devin and DeepWiki.",
    "fetchedAt": "2026-09-15T23:57:05.277Z"
  },
  {
    "id": "devin-docs-23",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/onboard-devin/vpn.md",
    "excerpt": "Devin can connect to a VPN from inside its workspace, so sessions can reach internal services such as package registries, databases, and internal Git hosts.",
    "fetchedAt": "2026-09-15T23:57:05.277Z"
  },
  {
    "id": "devin-docs-24",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/onboard-devin/agents-md.md",
    "excerpt": "Just put an AGENTS.md file in your project root (or anywhere else). Devin will look for the file before it starts coding.",
    "fetchedAt": "2026-09-15T23:57:05.277Z"
  },
  {
    "id": "devin-docs-25",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/onboard-devin/environment.md",
    "excerpt": "Configure it once, and every session boots into that known-good state.",
    "fetchedAt": "2026-09-15T23:57:05.277Z"
  },
  {
    "id": "devin-docs-26",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/cli/adaptive",
    "excerpt": "Adaptive is an intelligent model router that automatically selects the best AI model for each task.",
    "fetchedAt": "2026-09-15T23:57:05.277Z"
  },
  {
    "id": "devin-docs-27",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/onboard-devin/environment/android-emulation.md",
    "excerpt": "Devin can build and run Android applications directly on its own machine — giving it the Android equivalent of Computer Use and browser interaction.",
    "fetchedAt": "2026-09-15T23:57:05.277Z"
  },
  {
    "id": "devin-docs-28",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/onboard-devin/environment/macos-support.md",
    "excerpt": "Devin now has access to macOS virtual machines. This means Devin can now build and test iOS and macOS applications.",
    "fetchedAt": "2026-09-15T23:57:05.277Z"
  },
  {
    "id": "devin-docs-29",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/work-with-devin/devin-mcp",
    "excerpt": "it gives any MCP-compatible AI agent or IDE full access to session management, playbooks, knowledge, and scheduling.",
    "fetchedAt": "2026-09-15T23:57:05.277Z"
  },
  {
    "id": "devin-docs-30",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/onboard-devin/knowledge-onboarding.md",
    "excerpt": "Knowledge is the best way to share codebase-level (vs. task-level) context that can help Devin when working in your codebase.",
    "fetchedAt": "2026-09-15T23:57:05.277Z"
  },
  {
    "id": "devin-docs-31",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/get-started/devin-intro.md",
    "excerpt": "Language migrations (e.g. JavaScript to TypeScript) Framework upgrades (e.g. Angular 16 -> 18)",
    "fetchedAt": "2026-09-15T23:57:05.277Z"
  },
  {
    "id": "devin-docs-32",
    "tier": "claimed-docs",
    "url": "https://docs.devin.ai/onboard-devin/environment/windows-support.md",
    "excerpt": "Devin supports Windows as a build and session platform.",
    "fetchedAt": "2026-09-15T23:57:05.277Z"
  },
  {
    "id": "devin-comm-1",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=39679787",
    "excerpt": "While impressive, the demo on UpWork didn’t even come close to fulfilling the job requirements. The job asked for instructions on how to set it up on an EC2 machine. It didn’t ask to run the model, or do anything that was depicted.",
    "fetchedAt": "2026-09-03T20:36:51.367Z"
  },
  {
    "id": "devin-comm-2",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=39679787",
    "excerpt": "From the graph at the end: 13.8% of issues resolved. Devin may need some additional help for awhile.",
    "fetchedAt": "2026-09-03T20:36:51.367Z"
  },
  {
    "id": "devin-comm-3",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=39679787",
    "excerpt": "Looks interesting but claiming \"first\" seems pretty off, there have been others like Sweep featured here before.",
    "fetchedAt": "2026-09-03T20:36:51.367Z"
  },
  {
    "id": "devin-comm-4",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=39679787",
    "excerpt": "Although the demos are impressive, they seem short and limited in scope... How often will the solution only be 90% correct, which is 100% not good enough?",
    "fetchedAt": "2026-09-03T20:36:51.367Z"
  },
  {
    "id": "devin-comm-5",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=39679787",
    "excerpt": "This is just nice packaging on top of current models. Very nicely done but still not a giant leap forward from what is already here.",
    "fetchedAt": "2026-09-03T20:36:51.367Z"
  },
  {
    "id": "devin-comm-6",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=39679787",
    "excerpt": "Clearly an extremely impressive demo... I notice in the first demo Devin hits a KeyError and decides to resolve it by wrapping the code in a try-catch. While this will get the code to run, I immediately imagined cases where it's not actually an ideal solution.",
    "fetchedAt": "2026-09-03T20:36:51.367Z"
  },
  {
    "id": "devin-comm-7",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=44563324",
    "excerpt": "so devin gets the leftover remains of windsurf to fix their agentic AI ide that wasn't working in the first place?",
    "fetchedAt": "2026-09-03T20:36:51.367Z"
  },
  {
    "id": "devin-comm-8",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=44563324",
    "excerpt": "Cognition being worth $4B with Devin being raced to zero by Claude Code also undercutting both Windsurf and Cursor have a very steep hill to climb.",
    "fetchedAt": "2026-09-03T20:36:51.367Z"
  },
  {
    "id": "devin-comm-9",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=44563324",
    "excerpt": "Isn't Devin AI basically a scam, selling an \"AI Software Engineer\" when no such thing exists.",
    "fetchedAt": "2026-09-03T20:36:51.367Z"
  },
  {
    "id": "devin-comm-10",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=44563324",
    "excerpt": "Huge fan of the plugin on Jetbrains products... What does this actually mean for the product?",
    "fetchedAt": "2026-09-03T20:36:51.367Z"
  },
  {
    "id": "devin-probe-1",
    "tier": "probe",
    "url": "https://docs.devin.ai/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://docs.devin.ai/llms.txt # Devin Docs\n\n- [Desktop (100 pages)](https://docs.devin.ai/_llms/en/desktop.md): Documentation for Desktop.\n- [API (302",
    "fetchedAt": "2026-09-15T23:57:09.249Z"
  },
  {
    "id": "devin-probe-2",
    "tier": "probe",
    "url": "https://docs.devin.ai/openapi.json",
    "excerpt": "PROBE openapi: all candidate paths 404 (https://docs.devin.ai/openapi.json, https://docs.devin.ai/swagger.json, https://docs.devin.ai/api/openapi.json, https://docs.devin.ai/.well-known/openapi.json)",
    "fetchedAt": "2026-09-15T23:57:09.249Z"
  },
  {
    "id": "devin-probe-3",
    "tier": "probe",
    "url": "https://docs.devin.ai/cli/extensibility/mcp/overview",
    "excerpt": "official MCP server documented at https://docs.devin.ai/cli/extensibility/mcp/overview",
    "fetchedAt": "2026-09-15T23:57:09.249Z"
  },
  {
    "id": "devin-probe-4",
    "tier": "probe",
    "url": "https://docs.devin.ai/cli/adaptive",
    "excerpt": "official CLI documented at https://docs.devin.ai/cli/adaptive",
    "fetchedAt": "2026-09-15T23:57:09.249Z"
  }
]