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    "url": "https://platform.openai.com/docs/codex",
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    "excerpt": "We recommend signing into your ChatGPT account to use Codex as part of your Plus, Pro, Business, Edu, or Enterprise plan.",
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    "excerpt": "You can also use Codex with an API key, but this requires additional setup.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Inspect code, make changes, run commands, and automate repeatable work without leaving your terminal.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Start Codex in a repository to explore unfamiliar code, plan a change, edit files, and run your local development tools.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Run a dedicated review against uncommitted changes, a commit, or a base branch. Codex reports prioritized findings without modifying your working tree",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Reopen a recent chat from the current repository, or search across local chats when you need to return to older work.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Pass an error screenshot, architecture diagram, or design reference with the first prompt, or paste an image into the interactive composer.",
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    "id": "codex-docs-13",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Ask Codex to delegate focused work to specialized agents, then bring their findings back into the main terminal session.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Switch a run to live web search when a task depends on current releases, documentation, or external behavior.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Browse active and completed chats, submit work to a configured environment, and apply the result to your local repository from the terminal.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Choose when Codex can edit files or run commands without asking, and inspect the active sandbox and writable roots before you continue.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Generate completions for your shell, choose a syntax theme, and open longer prompts in the editor configured by VISUAL or EDITOR.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Run a non-interactive command in a repeatable workflow.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Package repeatable instructions as skills, then add plugins to connect Codex to your team's tools and data without leaving the CLI.",
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    "url": "https://learn.chatgpt.com/docs/extend/mcp.md",
    "excerpt": "The ChatGPT desktop app, Codex CLI, and IDE extension share this configuration. Once you configure your MCP servers, you can switch among those clients without redoing setup.",
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    "url": "https://learn.chatgpt.com/docs/extend/mcp.md",
    "excerpt": "codex mcp add \\-\\-env VAR1=VALUE1 --env VAR2=VALUE2 -- ",
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    "url": "https://github.com/openai/codex",
    "excerpt": "npm install -g @openai/codex",
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    "excerpt": "Codex MCP Server Interface [experimental]: a JSON-RPC API that runs over the Model Context Protocol (MCP) transport to control a local Codex engine. Server binary: codex mcp-server (or codex-mcp-server). Run Codex as an MCP server and connect an MCP client: codex mcp-server | your_mcp_client",
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    "excerpt": "codex mcp-server is deprecated. Use the Codex app server instead. ... This page documents the deprecated command for existing integrations. You can run Codex as an MCP server and connect it from other MCP clients.",
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    "url": "https://github.com/openai/codex",
    "excerpt": "Run `codex` and select **Sign in with ChatGPT**. We recommend signing into your ChatGPT account to use Codex as part of your Plus, Pro, Business, Edu, or Enterprise plan.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "`codex resume`: Reopen a recent chat from the current repository, or search across local chats when you need to return to older work.",
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    "id": "codex-docs-25",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Switch a run to live web search when a task depends on current releases, documentation, or external behavior. Search activity stays visible in the transcript.",
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    "id": "codex-gh-8",
    "tier": "github",
    "url": "https://github.com/openai/codex",
    "excerpt": "If you want the desktop app experience, run <code>codex app</code> or visit the Codex App page.",
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  },
  {
    "id": "codex-docs-26",
    "tier": "claimed-docs",
    "url": "https://learn.chatgpt.com/docs/extend/mcp.md",
    "excerpt": "Use it to give ChatGPT or Codex access to third-party documentation, or to let it interact with developer tools like your browser or Figma.",
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    "url": "https://learn.chatgpt.com/docs/extend/mcp.md",
    "excerpt": "codex mcp add \\--env VAR1=VALUE1 --env VAR2=VALUE2 -- ",
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    "url": "https://developers.openai.com/api/docs/guides/rbac",
    "excerpt": "Role-based access control (RBAC) lets you decide who can do what across your organization and projects—both through the API and in the Dashboard. With RBAC you can: Group users and assign permissions at scale, Create custom roles with the exact permissions you need, Scope access at the organization or project level.",
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    "url": "https://github.com/openai/openai-openapi",
    "excerpt": "A machine-readable description of the OpenAI REST API, authored in OpenAPI 3.1.",
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    "url": "https://developers.openai.com/api/docs/api-reference/responses/create",
    "excerpt": "Create a model response — request/response reference with runnable code samples selectable per language: HTTP, Python, TypeScript, Go, Ruby, Java, and CLI Tool (curl), each with a live example request and response body.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Work against your local repository: Let Codex inspect files, make edits, and run the tools already installed on your machine.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Stay in control: Choose the model, reasoning effort, permissions, and commands that fit the task.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Compose with scripts and CI: Use Codex interactively or call codex exec from repeatable workflows and pipelines.",
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    "id": "codex-docs-33",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Return to a saved chat — codex resume: Reopen a recent chat from the current repository, or search across local chats when you need to return to older work.",
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    "id": "codex-docs-34",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Bring visual context into the prompt — codex --image: Pass an error screenshot, architecture diagram, or design reference with the first prompt, or paste an image into the interactive composer.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Split up a larger investigation — subagents: Ask Codex to delegate focused work to specialized agents, then bring their findings back into the main terminal session.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Search for current context — codex --search: Switch a run to live web search when a task depends on current releases, documentation, or external behavior.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Move work to Codex cloud — codex cloud: Browse active and completed chats, submit work to a configured environment, and apply the result to your local repository from the terminal.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Connect external tools with MCP — codex mcp: Add local or remote MCP servers, authenticate when needed, and inspect the tools available to the current session before Codex uses them.",
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    "excerpt": "Set the boundaries for each run — /permissions: Choose when Codex can edit files or run commands without asking, and inspect the active sandbox and writable roots before you continue.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Fit Codex to your terminal — codex completion: Generate completions for your shell, choose a syntax theme, and open longer prompts in the editor configured by VISUAL or EDITOR.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Review changes before they ship: Run a dedicated review against uncommitted changes, a commit, or a base branch. Codex reports prioritized findings without modifying your working tree.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
    "excerpt": "Use skills and plugins: Package repeatable instructions as skills, then add plugins to connect Codex to your team's tools and data without leaving the CLI.",
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    "url": "https://learn.chatgpt.com/docs/extend/mcp.md",
    "excerpt": "Model Context Protocol (MCP) connects models to tools and context. Use it to give ChatGPT or Codex access to third-party documentation, or to let it interact with developer tools like your browser or Figma.",
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    "excerpt": "codex mcp add <server-name> --env VAR1=VALUE1 --env VAR2=VALUE2 -- <stdio server-command>",
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    "excerpt": "If you want the desktop app experience, run <code>codex app</code> or visit <a href=\"https://chatgpt.com/codex?app-landing-page=true\">the Codex App page</a>.",
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    "excerpt": "Run codex and select Sign in with ChatGPT. We recommend signing into your ChatGPT account to use Codex as part of your Plus, Pro, Business, Edu, or Enterprise plan.",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
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    "url": "https://learn.chatgpt.com/docs/codex/cli.md",
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    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46902638",
    "excerpt": "On Terminal-Bench 2.0, GPT-5.3-Codex scored 77.3 vs Opus 4.6's 65.4, though commenters noted the two models weren't evaluated on identical benchmark suites otherwise.",
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    "url": "https://news.ycombinator.com/item?id=46902638",
    "excerpt": "I know we just got a reset and a 2× bump with the native app release, but shipping 5.3 with no reset feels mismatched. If I'd known this was coming, I wouldn't have used up the quota on the previous model.",
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    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46902638",
    "excerpt": "Having used codex a fair bit I find it really struggles with … almost anything. However using the equivalent chat gpt model is fantastic.",
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    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46902638",
    "excerpt": "Codex has usually lagged behind Claude and Gemini when it comes to UX, so I'm curious to see if 5.3 will take the lead in real world use.",
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    "id": "codex-comm-5",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46902638",
    "excerpt": "gpt-5.3-codex isn't available on the API yet — 'We are working to safely enable API access soon.'",
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    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=47796469",
    "excerpt": "It it doesn't complain about everything being malware maybe i will come back to openai from my adventures with anthropic.",
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    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=47796469",
    "excerpt": "Do people really want codex to have control over their computer and apps? I'm still paranoid about keeping things securely sandboxed.",
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    "id": "codex-comm-8",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=47796469",
    "excerpt": "Codex is my favorite UX for anything as it edits the files and I can use the proper tooling to adjust and test stuff... However lately the limits seem to have got extremely tight, I keep spending out the daily limits way too quickly, so I switch to Claude or Gemini.",
    "fetchedAt": "2026-08-28T02:15:29.521Z"
  },
  {
    "id": "codex-comm-9",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=47796469",
    "excerpt": "I wish Codex App was open source. I like it, but there are always a bunch of little paper cuts that, if you were using codex cli, you could have easily diagnosed and filed an issue.",
    "fetchedAt": "2026-08-28T02:15:29.521Z"
  },
  {
    "id": "codex-comm-10",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=47796469",
    "excerpt": "Does that version of Codex still read sensitive data on your file system without even asking? Just curious. [links to github.com/openai/codex/issues/2847]",
    "fetchedAt": "2026-08-28T02:15:29.521Z"
  },
  {
    "id": "codex-comm-11",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=47796469",
    "excerpt": "Only on macOS though? This doesn't seem to work on Linux.",
    "fetchedAt": "2026-08-28T02:15:29.521Z"
  },
  {
    "id": "codex-comm-12",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46992553",
    "excerpt": "The main issue I have with Codex is that the best model is insanely slow, except at nights and weekends when Silicon Valley goes to bed... It pains me that five days before my Codex subscription ends, I have to switch to Anthropic because at least I'll be able to use my quota and stay in the flow.",
    "fetchedAt": "2026-08-28T02:15:29.521Z"
  },
  {
    "id": "codex-comm-13",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46992553",
    "excerpt": "it's just not as good of an 'agentic' model as Opus: the Codex model (gpt-5.3-xhigh) has no idea about how to call agents.",
    "fetchedAt": "2026-08-28T02:15:29.521Z"
  },
  {
    "id": "codex-comm-14",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46992553",
    "excerpt": "Often Claude Code Opus 4.6, on hard enough problems, can do the impression of acting fast without really making progress. Then you spin the much slower GPT 5.3-Codex and it fixes everything in 3 minutes of doing the right thing.",
    "fetchedAt": "2026-08-28T02:15:29.521Z"
  },
  {
    "id": "codex-comm-15",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46992553",
    "excerpt": "First thoughts using gpt-5.3-codex-spark in Codex CLI: Blazing fast but it definitely has a small model feel... It has to be prompted to do actions that the larger models adhere to without additional prompting, and it's less careful with context, leading to frequent compactions.",
    "fetchedAt": "2026-08-28T02:15:29.521Z"
  },
  {
    "id": "codex-comm-16",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46992553",
    "excerpt": "I stopped using OpenAI tools recently after they increased the censorship. I can't even tell it to read a screencapture software I am building because it thinks I might use it for evil purposes.",
    "fetchedAt": "2026-08-28T02:15:29.521Z"
  },
  {
    "id": "codex-comm-17",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46859054",
    "excerpt": "This is presumably 'we're also desperate for some people to actually use it because everyone shrugged and went back to Claude Code when we released it.'",
    "fetchedAt": "2026-08-28T02:15:29.521Z"
  },
  {
    "id": "codex-comm-18",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46859054",
    "excerpt": "Genuinely excited to try this out. I've started using Codex much more heavily in the past two months and honestly, it's been shockingly good... overall it's no worse than having average L3-L4 engs at your disposal. That being said, the app is stuck at the launch screen, with 'Loading projects...' taking forever.",
    "fetchedAt": "2026-08-28T02:15:29.521Z"
  },
  {
    "id": "codex-comm-19",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46859054",
    "excerpt": "The inclusion of a live vibe-coded game on the webpage is fun, except the game barely works and it's odd they didn't attempt any polish/QA for what is ostensibly a PR announcement.",
    "fetchedAt": "2026-08-28T02:15:29.521Z"
  },
  {
    "id": "codex-comm-20",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46859054",
    "excerpt": "Mac only. Again. Apple is great but this is OpenAI devs showing their disconnect from the mainstream.",
    "fetchedAt": "2026-08-28T02:15:29.521Z"
  },
  {
    "id": "codex-probe-1",
    "tier": "probe",
    "url": "https://platform.openai.com/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 404 at https://platform.openai.com/llms.txt",
    "fetchedAt": "2026-09-16T01:42:34.267Z"
  },
  {
    "id": "codex-probe-2",
    "tier": "probe",
    "url": "https://platform.openai.com/docs/codex.md",
    "excerpt": "PROBE docs-md: HTTP 404 at https://platform.openai.com/docs/codex.md",
    "fetchedAt": "2026-09-16T01:42:34.267Z"
  },
  {
    "id": "codex-probe-3",
    "tier": "probe",
    "url": "https://learn.chatgpt.com/docs/codex/cli",
    "excerpt": "official CLI documented at https://learn.chatgpt.com/docs/codex/cli",
    "fetchedAt": "2026-09-16T01:42:34.267Z"
  }
]