---
格式版本: 2
标题: "Export and track security findings – Codex Security | ChatGPT Learn"
原文链接: "https://developers.openai.com/codex/security/plugin/export-findings"
发布日期: "2026-08-16"
发布时间校准状态: "found"
发布时间需复核: "否"
发布时间来源: "rule:local:strict_original_body"
发布时间证据: "Published Time: Sun, 16 Aug 2026 12:22:34 GMT"
发布时间校准原因: "规则确认唯一严格发布时间，来源 local:strict_original_body"
发布时间校准置信度: "high"
发布时间候选数量: 4
发布时间严格候选数量: 1
发布时间原页读取状态: "source template page reused from URL open"
发布时间未找到原因: ""
发布时间校准时间: "2026-08-17T00:08:44+08:00"
发布时间仲裁状态: "skipped"
发布时间仲裁尝试次数: 0
发布时间仲裁耗时毫秒: 0
发现时间: "2026-08-16T23:54:06+08:00"
入库时间: "2026-08-16T16:08:44.644Z"
来源平台: "固定入口"
搜索渠道: "fixed_url"
搜索词: "https://developers.openai.com/blog"
匹配关键词:
  - "deployment"
  - "performance"
  - "latency"
  - "throughput"
  - "AI"
相关厂家:
  - "OpenAI"
  - "Microsoft"
  - "AWS"
  - "Google"
  - "Oracle"
相关专家:
  []
内容类型: "网页"
抓取工具: "Jina Reader"
清洗工具: "Jina Reader Markdown + Defuddle/Readability 正文提取"
原始附件:
  []
AI优质: "否"
AI打分: 0
AI分档: "非优质"
AI质检状态: "不通过"
AI打分理由: "页面为OpenAI Codex安全插件文档入口，内容为导航与文档索引，与超节点/AI Rack/机柜级AI基础设施完全无关，无技术或商业信息。"
AI质检模型: "ali-deepseek-v4-flash"
AI质检时间: "2026-08-17T00:09:10+08:00"
AI主题相关性: 0
AI来源权威性: 0
AI新颖性: 0
AI技术细节: 0
AI商业部署信号: 0
AI完整性: 0
AI摘要: "本文介绍 Codex Security 插件如何导出并跟踪安全发现，帮助用户在 Codex 工作流中记录、管理和追踪安全结果。"
AI摘要模型: "ali-deepseek-v4-flash"
AI摘要时间: "2026-09-07T03:27:41.170Z"
采集批次: "2026年8月16日20点37分10秒"
采集批次ID: "20260816-203710-016"
去重键: "https://developers.openai.com/codex/security/plugin/export-findings"
---

Title: Export and track security findings – Codex Security | ChatGPT Learn

URL Source: https://developers.openai.com/codex/security/plugin/export-findings

Published Time: Sun, 16 Aug 2026 12:22:34 GMT

Markdown Content:
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*   [Overview](https://developers.openai.com/commerce/specs/api/overview)
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*   [Overview](https://developers.openai.com/ads/api-overview)
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*   [Authentication](https://developers.openai.com/ads/api-reference/authentication)
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 Overview  Features  Configuration  Developers  Security  Administration  Use Cases  Resources 

Docs section Security

*   [Home](https://developers.openai.com/codex)

### Get started

*   [Quickstart](https://developers.openai.com/codex/quickstart)
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*   [Browser](https://developers.openai.com/codex/browser)
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### Reference

*   [Commands](https://developers.openai.com/codex/reference/commands)
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### Customization

*   [Overview](https://developers.openai.com/codex/customization/overview)
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### Config file

*   [Config Basics](https://developers.openai.com/codex/config-file/config-basic)
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*   [Config Reference](https://developers.openai.com/codex/config-file/config-reference)
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*   [AGENTS.md](https://developers.openai.com/codex/agent-configuration/agents-md)
*   [Subagents](https://developers.openai.com/codex/agent-configuration/subagents)
*   [Speed](https://developers.openai.com/codex/agent-configuration/speed)
*   [Rules](https://developers.openai.com/codex/agent-configuration/rules)

### Extend ChatGPT and Codex

*   [Record & Replay](https://developers.openai.com/codex/extend/record-and-replay)
*   [MCP](https://developers.openai.com/codex/extend/mcp)

### Linux

*   [Desktop app](https://developers.openai.com/codex/linux/linux-app)

### Windows

*   [Desktop app](https://developers.openai.com/codex/windows/windows-app)
*   [Windows sandbox](https://developers.openai.com/codex/windows/windows-sandbox)
*   [WSL](https://developers.openai.com/codex/windows/wsl)

*   [Overview](https://developers.openai.com/codex/developers)

### Development workflows

*   [Code review](https://developers.openai.com/codex/code-review)
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### Extend and automate

*   [Build skills](https://developers.openai.com/codex/build-skills)
*   [Build plugins](https://developers.openai.com/codex/build-plugins)
*   [Hooks](https://developers.openai.com/codex/hooks)

### Environments

*   [Modes](https://developers.openai.com/codex/environments/modes)
*   [Local environments](https://developers.openai.com/codex/environments/local-environment)
*   [Cloud environment](https://developers.openai.com/codex/environments/cloud-environment)
*   [Git worktrees](https://developers.openai.com/codex/environments/git-worktrees)

### Build with Codex

*   [Codex SDK](https://developers.openai.com/codex/codex-sdk)
*   [App Server](https://developers.openai.com/codex/app-server)
*   [MCP Server](https://developers.openai.com/codex/mcp-server)
*   [GitHub Action](https://developers.openai.com/codex/github-action)
*   [Non-interactive mode](https://developers.openai.com/codex/non-interactive-mode)

### Third-party integrations

*   [GitHub](https://developers.openai.com/codex/third-party/github)
*   [Slack](https://developers.openai.com/codex/third-party/slack)
*   [Linear](https://developers.openai.com/codex/third-party/linear)

### Reference

*   [CLI customization](https://developers.openai.com/codex/cli-customization)
*   [Developer commands](https://developers.openai.com/codex/developer-commands)
*   [Developer settings](https://developers.openai.com/codex/developer-settings)

*   [Overview](https://developers.openai.com/codex/security-administration)

### Permissions

*   [Profiles](https://developers.openai.com/codex/permissions)
*   [Sandboxing](https://developers.openai.com/codex/sandboxing)
*   [Auto-review](https://developers.openai.com/codex/sandboxing/auto-review)
*   [Agent approvals & security](https://developers.openai.com/codex/agent-approvals-security)
*   [Internet access](https://developers.openai.com/codex/cloud/internet-access)

### Codex Security

*   [Overview](https://developers.openai.com/codex/security)
*   
Codex Security plugin
    *   [Quickstart](https://developers.openai.com/codex/security/plugin)
    *   [Run a security scan](https://developers.openai.com/codex/security/plugin/scans)
    *   [Run a deep scan](https://developers.openai.com/codex/security/plugin/deep-scans)
    *   [Review code changes](https://developers.openai.com/codex/security/plugin/code-changes)
    *   [Use the Security workbench](https://developers.openai.com/codex/security/plugin/workbench)
    *   [Triage a backlog](https://developers.openai.com/codex/security/plugin/triage-backlog)
    *   [Fix findings](https://developers.openai.com/codex/security/plugin/fix-findings)
    *   [Propose security hardening](https://developers.openai.com/codex/security/plugin/security-hardening)
    *   [Write vulnerability reports](https://developers.openai.com/codex/security/plugin/vulnerability-reports)
    *   [Export and track findings](https://developers.openai.com/codex/security/plugin/export-findings)
    *   [Changelog](https://developers.openai.com/codex/security/plugin/changelog)

*   
Codex Security CLI
    *   [Quickstart](https://developers.openai.com/codex/security/cli)
    *   [Run bulk scans](https://developers.openai.com/codex/security/cli/bulk-scans)
    *   [Run scans in CI](https://developers.openai.com/codex/security/cli/ci)
    *   [Reference](https://developers.openai.com/codex/security/cli/reference)
    *   [FAQ](https://developers.openai.com/codex/security/cli/faq)

*   [TypeScript SDK](https://developers.openai.com/codex/security/sdk)
*   
Codex Security cloud
    *   [Setup](https://developers.openai.com/codex/security/setup)
    *   [Security Review](https://developers.openai.com/codex/security/security-review)
    *   [Improving the threat model](https://developers.openai.com/codex/security/threat-model)
    *   [FAQ](https://developers.openai.com/codex/security/faq)

### Cyber safety

*   [Models & Trusted Access](https://developers.openai.com/codex/cyber-safety)
*   [Recommended configuration](https://developers.openai.com/codex/cyber-safety/recommended-configuration)

*   [Overview](https://developers.openai.com/codex/administration)

### Getting started

*   [Admin rollout guide](https://developers.openai.com/codex/enterprise/admin-setup)
*   [ChatGPT Work Overview](https://developers.openai.com/codex/enterprise/chatgpt-work-overview)
*   [ChatGPT Work admin FAQ](https://developers.openai.com/codex/enterprise/work-admin-faq)

### Identity and authentication

*   [Authentication overview](https://developers.openai.com/codex/auth)
*   [Personal Access Tokens](https://developers.openai.com/codex/enterprise/access-tokens)
*   [Service accounts](https://developers.openai.com/codex/enterprise/service-accounts)

### Workspace access, policy, and models

*   [Groups and provisioning](https://developers.openai.com/codex/enterprise/groups-and-provisioning)
*   [Roles and workspace permissions](https://developers.openai.com/codex/enterprise/roles-and-workspace-permissions)
*   [GPTs and Sharing](https://developers.openai.com/codex/enterprise/gpts-and-sharing)
*   [Managed configuration](https://developers.openai.com/codex/enterprise/managed-configuration)
*   [Prisma AIRS](https://developers.openai.com/codex/enterprise/prisma-airs)
*   [HIPAA configuration](https://developers.openai.com/codex/hipaa-configuration)
*   [Workspace model availability](https://developers.openai.com/codex/enterprise/workspace-model-availability)

### Plugin and connector controls

*   [Plugin controls](https://developers.openai.com/codex/enterprise/apps-and-connectors)
*   [Skill controls](https://developers.openai.com/codex/enterprise/skills)

### Usage, governance, and compliance

*   [Governance](https://developers.openai.com/codex/enterprise/governance)
*   [Workspace analytics](https://developers.openai.com/codex/enterprise/workspace-analytics)
*   [Analytics API](https://developers.openai.com/codex/enterprise/analytics-api)
*   [Compliance API and audit events](https://developers.openai.com/codex/enterprise/compliance-api)

### Deployment and model providers

*   [Manage app updates](https://developers.openai.com/codex/enterprise/manage-app-updates)
*   [Windows app deployment](https://developers.openai.com/codex/enterprise/windows-deployment)
*   [Remote connections](https://developers.openai.com/codex/remote-connections)
*   [Amazon Bedrock](https://developers.openai.com/codex/amazon-bedrock)

*   [Explore use cases](https://developers.openai.com/codex/use-cases)
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*   [OpenAI Academy](https://openai.com/academy/)
*   [Online trainings](https://academy.openai.com/home/events)

### Community

*   [Codex Ambassadors](https://developers.openai.com/community/codex-ambassadors)
*   [Codex for Students](https://developers.openai.com/community/students)
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### Blog

*   [Company blog](https://openai.com/news/)
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*   [Explore use cases](https://developers.openai.com/codex/use-cases)
*   [Collections](https://developers.openai.com/codex/use-cases/collections)

*   [Home](https://developers.openai.com/codex/resources)
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*   [OpenAI Academy](https://openai.com/academy/)
*   [Online trainings](https://academy.openai.com/home/events)

### Community

*   [Codex Ambassadors](https://developers.openai.com/community/codex-ambassadors)
*   [Codex for Students](https://developers.openai.com/community/students)
*   [Codex for Open Source](https://developers.openai.com/community/codex-for-oss)
*   [Meetups](https://developers.openai.com/community/meetups)

### Blog

*   [Company blog](https://openai.com/news/)
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[Showcase](https://developers.openai.com/showcase) Blog  Cookbook  Learn  Community 

Docs section Select...

*   [All posts](https://developers.openai.com/blog)

### Recent

*   [Custom Code Review rules for Codex](https://developers.openai.com/blog/custom-code-review-rules-for-codex)
*   [Mastering remote engineering work from your phone](https://developers.openai.com/blog/mastering-codex-remote-for-engineering)
*   [Making private MCP servers reachable without making them public](https://developers.openai.com/blog/connect-private-mcp-servers-to-openai-products)
*   [How Perplexity Brought Voice Search to Millions Using the Realtime API](https://developers.openai.com/blog/realtime-perplexity-computer)
*   [Designing delightful frontends with GPT-5.4](https://developers.openai.com/blog/designing-delightful-frontends-with-gpt-5-4)

### Topics

*   [General](https://developers.openai.com/blog/topic/general)
*   [API](https://developers.openai.com/blog/topic/api)
*   [Apps SDK](https://developers.openai.com/blog/topic/apps-sdk)
*   [Audio](https://developers.openai.com/blog/topic/audio)
*   [Codex](https://developers.openai.com/blog/topic/codex)

*   [Home](https://developers.openai.com/cookbook)

### Topics

*   [Agents](https://developers.openai.com/cookbook/topic/agents)
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*   [Multimodal](https://developers.openai.com/cookbook/topic/multimodal)
*   [Text](https://developers.openai.com/cookbook/topic/text)
*   [Guardrails](https://developers.openai.com/cookbook/topic/guardrails)
*   [Optimization](https://developers.openai.com/cookbook/topic/optimization)
*   [ChatGPT](https://developers.openai.com/cookbook/topic/chatgpt)
*   [Codex](https://developers.openai.com/cookbook/topic/codex)
*   [gpt-oss](https://developers.openai.com/cookbook/topic/gpt-oss)

### Contribute

*   [Cookbook on GitHub](https://github.com/openai/openai-cookbook)

*   [Home](https://developers.openai.com/learn)
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### Categories

*   [Demo apps](https://developers.openai.com/learn/code)
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### Topics

*   [Agents](https://developers.openai.com/learn/agents)
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*   [Computer Use](https://developers.openai.com/learn/cua)
*   [Codex](https://developers.openai.com/learn/codex)
*   [Evals](https://developers.openai.com/learn/evals)
*   [gpt-oss](https://developers.openai.com/learn/gpt-oss)
*   [Fine-tuning](https://developers.openai.com/learn/fine-tuning)
*   [Image generation](https://developers.openai.com/learn/imagegen)
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*   [Tools](https://developers.openai.com/learn/tools)
*   [Video generation](https://developers.openai.com/learn/videogen)

*   [Community](https://developers.openai.com/community)

### Programs

*   [Codex Ambassadors](https://developers.openai.com/community/codex-ambassadors)
*   [Codex for Students](https://developers.openai.com/community/students)
*   [Codex for Open Source](https://developers.openai.com/community/codex-for-oss)
*   [OpenAI for Startups](https://openai.com/business/why-openai/startups/)

### Events

*   [Meetups](https://developers.openai.com/community/meetups)

### Spaces

*   [Developer Forum](https://community.openai.com/)
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*   [X](https://x.com/OpenAIDevs)

[API Dashboard](https://platform.openai.com/login)

[Try ChatGPT](https://chatgpt.com/)

*   [Overview](https://developers.openai.com/codex/security-administration)

### Permissions

*   [Profiles](https://developers.openai.com/codex/permissions)
*   [Sandboxing](https://developers.openai.com/codex/sandboxing)
*   [Auto-review](https://developers.openai.com/codex/sandboxing/auto-review)
*   [Agent approvals & security](https://developers.openai.com/codex/agent-approvals-security)
*   [Internet access](https://developers.openai.com/codex/cloud/internet-access)

### Codex Security

*   [Overview](https://developers.openai.com/codex/security)
*   
Codex Security plugin
    *   [Quickstart](https://developers.openai.com/codex/security/plugin)
    *   [Run a security scan](https://developers.openai.com/codex/security/plugin/scans)
    *   [Run a deep scan](https://developers.openai.com/codex/security/plugin/deep-scans)
    *   [Review code changes](https://developers.openai.com/codex/security/plugin/code-changes)
    *   [Use the Security workbench](https://developers.openai.com/codex/security/plugin/workbench)
    *   [Triage a backlog](https://developers.openai.com/codex/security/plugin/triage-backlog)
    *   [Fix findings](https://developers.openai.com/codex/security/plugin/fix-findings)
    *   [Propose security hardening](https://developers.openai.com/codex/security/plugin/security-hardening)
    *   [Write vulnerability reports](https://developers.openai.com/codex/security/plugin/vulnerability-reports)
    *   [Export and track findings](https://developers.openai.com/codex/security/plugin/export-findings)
    *   [Changelog](https://developers.openai.com/codex/security/plugin/changelog)

*   
Codex Security CLI
    *   [Quickstart](https://developers.openai.com/codex/security/cli)
    *   [Run bulk scans](https://developers.openai.com/codex/security/cli/bulk-scans)
    *   [Run scans in CI](https://developers.openai.com/codex/security/cli/ci)
    *   [Reference](https://developers.openai.com/codex/security/cli/reference)
    *   [FAQ](https://developers.openai.com/codex/security/cli/faq)

*   [TypeScript SDK](https://developers.openai.com/codex/security/sdk)
*   
Codex Security cloud
    *   [Setup](https://developers.openai.com/codex/security/setup)
    *   [Security Review](https://developers.openai.com/codex/security/security-review)
    *   [Improving the threat model](https://developers.openai.com/codex/security/threat-model)
    *   [FAQ](https://developers.openai.com/codex/security/faq)

### Cyber safety

*   [Models & Trusted Access](https://developers.openai.com/codex/cyber-safety)
*   [Recommended configuration](https://developers.openai.com/codex/cyber-safety/recommended-configuration)

Copy Page

# Export and track security findings

Create portable findings artifacts or prepare approval-gated issues and draft advisories from a completed scan.

Copy Page

Use a completed Codex Security scan for either of these handoffs:

*   **Export** creates a portable JSON, CSV, or SARIF file.
*   **Track findings** prepares selected findings as Linear, GitHub, or Jira issues, or as one private draft GitHub Security Advisory. Codex checks for duplicates and waits for your approval before writing.

Neither workflow changes the sealed scan bundle.

Available artifact links and export formats depend on your Codex surface and installed plugin version. Check the [plugin changelog](https://developers.openai.com/codex/security/plugin/changelog) before you use a format in automation.

## Export a portable artifact

In the desktop app, open a completed scan from **Security**>**Scans**. Use its available artifact links to inspect `report.md`, `findings.json`, `scan-manifest.json`, `coverage.json`, or a SARIF report when present.

To create another supported format, ask Codex to export findings from the completed scan without modifying its sealed bundle:

`Export the findings from [completed scan directory] as [JSON, CSV, or SARIF]. Do not modify the sealed scan bundle or upload its contents.`
Choose the format that fits your destination:

| Format | Use it for |
| --- | --- |
| JSON | Preserve the sealed structured findings for tools and scripts. |
| CSV | Review findings and current local triage state in a spreadsheet. |
| SARIF | Send findings to tools that support the SARIF interchange format. |

![Image 2: Completed Codex Security scan showing the real coverage, findings, manifest, Markdown, and SARIF artifacts](https://developers.openai.com/_astro/export-findings-formats.tLnnW2sO.webp)![Image 3: Completed Codex Security scan showing the real coverage, findings, manifest, Markdown, and SARIF artifacts](https://developers.openai.com/_astro/export-findings-formats-dark.D9GdmkJi.webp)

![Image 4: Completed Codex Security scan showing the real coverage, findings, manifest, Markdown, and SARIF artifacts](https://developers.openai.com/_astro/export-findings-formats.tLnnW2sO.webp)![Image 5: Completed Codex Security scan showing the real coverage, findings, manifest, Markdown, and SARIF artifacts](https://developers.openai.com/_astro/export-findings-formats-dark.D9GdmkJi.webp)

Open the coverage, findings, scan manifest, Markdown report, or SARIF artifact from a completed scan.

Select **Markdown report** to open `report.md` in your configured external editor. The editor depends on your system settings; the example below shows the generated report contents.

![Image 6: Example generated security report showing the scan scope, threat model, and validated findings](https://developers.openai.com/_astro/export-findings-report.CBDMI-NT.webp)![Image 7: Example generated security report showing the scan scope, threat model, and validated findings](https://developers.openai.com/_astro/export-findings-report-dark.DGbDluqs.webp)

![Image 8: Example generated security report showing the scan scope, threat model, and validated findings](https://developers.openai.com/_astro/export-findings-report.CBDMI-NT.webp)![Image 9: Example generated security report showing the scan scope, threat model, and validated findings](https://developers.openai.com/_astro/export-findings-report-dark.DGbDluqs.webp)

Review the scan scope, threat model, validated findings, and detailed report links in the generated Markdown report.

Use the returned artifact path. If another tool needs the complete scan context, keep the original `scan-manifest.json`, `findings.json`, and `coverage.json` together. Exporting doesn’t upload findings to a code-scanning service.

## Track selected findings

Run `$codex-security:track-findings` with one validated finding or an explicitly selected batch of up to 25 findings from the same sealed scan. Each run uses one provider and one destination. A private draft GitHub Security Advisory accepts only one finding.

To prepare a Linear issue, send:

```
Use $codex-security:track-findings to prepare finding [finding ID] from
[completed scan directory] for the Linear team [team] and project [project, if
any]. Check for duplicates and show me the exact issue title, body, metadata,
and destination. Do not create or update anything until I approve that payload.
```

To prepare a GitHub issue, send:

```
Use $codex-security:track-findings to prepare finding [finding ID] from
[completed scan directory] for GitHub repository [owner/repository]. Check open
and closed issues for duplicates and show me the exact issue title, body,
metadata, repository visibility, and authenticated transport. Do not create or
update anything until I approve that payload.
```

To prepare a Jira issue, send:

```
Use $codex-security:track-findings to prepare finding [finding ID] from
[completed scan directory] for Jira project [project key] as [issue type].
Check for duplicates and show me the exact issue summary, description,
metadata, and destination. Do not create or update anything until I approve
that payload.
```

Jira tracking requires the Atlassian Rovo plugin in Codex. Reusing an issue requires read access; creating or updating one requires read and write access.

To prepare a private draft GitHub Security Advisory, send:

```
Use $codex-security:track-findings to prepare finding [finding ID] from
[completed scan directory] as a private draft GitHub Security Advisory in
[owner/repository]. Verify the sealed source revision, repository, affected
paths, package metadata, and duplicate state. Show me the exact advisory
payload, authenticated GitHub CLI identity, and disclosure warnings. Do not
create anything until I approve that payload.
```

Draft advisories require one finding from a sealed `git_revision` scan, the verified public canonical source repository, and administrator access. The workflow doesn’t batch, update, publish, or close advisories. Use an approved private issue destination when the source doesn’t meet those requirements.

## Review the proposed write

1.   Confirm the finding ID and fingerprint came from the intended sealed scan.
2.   Confirm the provider, exact Linear team, GitHub repository, Jira project, or advisory repository, and the live destination visibility.
3.   Review the duplicate outcome: `create`, `reuse`, `update`, or `blocked`.
4.   Read the complete proposed title, body, source locations, and provider metadata. Remove exploit detail or internal evidence that the destination shouldn’t expose.
5.   Approve only that exact payload. A changed destination, visibility, finding set, or body requires a new preview.

Sensitive findings should go to a private destination. Creating an issue in an internal or public GitHub repository requires an explicit visibility warning and approval of the complete content. Treat a draft advisory description as eventually public and remove credentials, private evidence, and unnecessary exploit details before approval.

Review and approve external actions in the Codex conversation. Approval doesn’t create a separate issue or advisory screen in the Security workbench.

## Verify the tracked item

After you approve the proposed write, Codex rechecks the sealed source, destination, access, and duplicate state. For a batch, it processes findings one at a time and stops at the first uncertain result. Creation, update, or reuse is complete only after Codex reads the exact issue back and verifies its binding identifiers and content.

Keep the returned canonical issue or advisory URL with your triage record. Continue with [Fix and verify a finding](https://developers.openai.com/codex/security/plugin/fix-findings) when the owner accepts the item for remediation.

[Previous Write vulnerability reports](https://developers.openai.com/codex/security/plugin/vulnerability-reports)[Next Changelog](https://developers.openai.com/codex/security/plugin/changelog)

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