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This is the daily review of gh-aw documentation from the perspective of a developer who uses Claude Code as their primary AI assistant and does not have GitHub Copilot. The good news: Claude Code users can successfully adopt gh-aw with no critical blockers. The onboarding path is functional, authentication is well-documented, and 53 of 191 workflows use the Claude engine. One documentation fix was observed since the last run (Gemini now mentioned in how-they-work.mdx). Six persistent documentation issues remain unresolved, the oldest now at 15 consecutive days.
Key Finding: gh-aw is viable for Claude Code users. The core onboarding path (install extension → gh aw add-wizard → select Claude engine → set ANTHROPIC_API_KEY) is well-supported. The primary friction points are cosmetic/editorial: architecture diagrams hard-code "Copilot CLI" labels, the web UI authoring path requires Copilot, and a few pages omit Gemini as a 4th engine option.
Persona Context
Reviewing as a developer who:
✅ Uses GitHub for version control
✅ Uses Claude Code as primary AI assistant
❌ Does NOT use GitHub Copilot
❌ Does NOT use Copilot CLI
❌ Does NOT have a Copilot subscription
Question 1: Onboarding Experience
Can a Claude Code user understand and get started with gh-aw?
Yes, with minor effort. The quick start guide (docs/src/content/docs/setup/quick-start.mdx) explicitly lists "Anthropic Claude" as a valid AI Account option in its prerequisites (line 29). The gh aw add-wizard command is interactive and prompts the user to select an engine, including Claude, and walks through ANTHROPIC_API_KEY setup. The README does not assume Copilot — it describes gh-aw as "write agentic workflows in natural language markdown, and run them in GitHub Actions."
Specific issues found:
quick-start.mdx line 29: Prerequisites list only Copilot, Anthropic Claude, and OpenAI Codex — Gemini is omitted even though it is a fully-supported 4th engine.
quick-start.mdx line 67: Step 2 description "Choose between Copilot, Claude, or Codex" again omits Gemini.
creating-workflows.mdx line 21: The GitHub Web Interface authoring path is gated: "If you have access to GitHub Copilot, you can create and edit Agentic Workflows directly" — Claude Code users who want to author from the GitHub web UI hit a dead end here.
Recommended fixes:
Add Gemini to prerequisites and Step 2 in quick-start.mdx
Add a note in creating-workflows.mdx for non-Copilot users pointing to the CLI path as the alternative
Question 2: Inaccessible Features for Non-Copilot Users
What features or steps don't work without Copilot?
Features that require Copilot:
GitHub Web UI / Mobile App workflow authoring — gh aw init configures a dispatcher agent that hooks into Copilot Chat. The web-based /agent agentic-workflows authoring command is Copilot-only. No alternative for Claude users is documented in creating-workflows.mdx.
engine.agent — Custom agent file references (.github/agents/*.agent.md) are Copilot-only.
Assign to Copilot safe outputs — safe-outputs: assign-to-copilot requires Copilot access by definition.
Features that work without Copilot:
gh aw add-wizard / gh aw new / gh aw compile / gh aw run — all CLI commands work with any engine
All tools: (edit, bash, github, web-fetch, playwright, cache-memory, repo-memory) are engine-agnostic
Safe outputs (create-issue, add-comment, create-pull-request, add-labels) are engine-agnostic
MCP servers are engine-agnostic
max-turns is Claude-specific and well-documented
Custom API endpoints (ANTHROPIC_BASE_URL) documented for Claude
Missing documentation:
creating-workflows.mdx should explain what non-Copilot users should do instead of the web UI authoring path (the CLI approach is the answer — a single paragraph would suffice)
Question 3: Documentation Gaps and Assumptions
Where does the documentation assume Copilot usage?
Copilot-centric language found in:
docs/src/content/docs/introduction/architecture.mdx line 181: AWF firewall mermaid diagram has COPILOT["Copilot CLI"] as the agent node label — implies architecture requires Copilot
architecture.mdx line 252: MCP Gateway diagram shows AGENT["Agent container\nCopilot CLI + MCP client\n172.30.0.20"] — same issue
docs/src/content/docs/setup/creating-workflows.mdx line 104: gh aw init documentation says it configures the repository "so that you can create and modify agentic workflows directly from github.com or the GitHub mobile app, using the Copilot coding agent" — no mention of alternatives
docs/src/content/docs/setup/cli.md line 219: secrets bootstrap examples only show --engine copilot — no example for --engine claude or --engine gemini
Missing alternative instructions:
No "Getting started without Copilot" guide or callout box, though the information is scattered across auth.mdx, engines.md, and the interactive add-wizard
No "Why use Claude instead of Copilot for gh-aw?" comparison to help Claude Code users understand the trade-offs
Severity-Categorized Findings
🚫 Critical Blockers (Score: 0/10)
No critical blockers found. Claude Code users can adopt gh-aw without Copilot access.
⚠️ Major Obstacles (Score: 3/10)
Obstacle 1: Web UI Workflow Authoring is Copilot-Only (Persistent: day 7)
Impact: Claude Code users cannot use the GitHub web interface or mobile app to author or edit workflows
Current State:creating-workflows.mdx line 21 says "If you have access to GitHub Copilot, you can create and edit Agentic Workflows directly..." and line 104 says gh aw init is "required to enable the authoring experience...using the Copilot coding agent." No alternative for Claude users is offered in this section.
Why it's problematic: Users who find the web UI authoring path and lack Copilot see a dead end with no guidance to the CLI alternative.
Suggested fix: Add a callout box or note after line 21: "If you're using Claude, Codex, or Gemini, use gh aw new or the VSCode/editor path below."
Why it's problematic: A Claude user reading the architecture docs will see "Copilot CLI" in the agent container and wonder if the architecture requires Copilot.
Suggested fix: Replace both with generic labels: AGENT["AI Agent CLI\n(Copilot / Claude / Codex / Gemini)"]
Obstacle 3: ANTHROPIC_API_KEY Setup URL Sends Users to Docs, Not Key Creation (Persistent: day 15)
Impact: Extra friction in the setup flow — users arrive at a documentation page and must navigate to find the actual API key creation form
Current State:auth.mdx line 109 says "Create an API key at (platform.claude.com/redacted) — this is a documentation landing page. The troubleshooting section (line 199) correctly references console.anthropic.com as where to verify key status, which suggests the setup link should point directly there.
Suggested fix: Update auth.mdx line 109 to link directly to https://console.anthropic.com/settings/keys for immediate key creation, consistent with how Copilot and OpenAI setup links are structured.
Affected files:docs/src/content/docs/reference/auth.mdx line 109
💡 Minor Confusion Points (Score: 5/10)
Gemini omitted from Quick Start: quick-start.mdx lines 29 and 67 list only 3 engines (Copilot, Claude, Codex), omitting Gemini. File: docs/src/content/docs/setup/quick-start.mdx
Outdated Claude URL in engines.md: Line 17 links to https://www.anthropic.com/index/claude — should point to https://www.anthropic.com/claude-code or https://docs.anthropic.com/. File: docs/src/content/docs/reference/engines.md
secrets bootstrap examples only show Copilot: cli.md line 219 example shows --engine copilot only; no Claude/Gemini examples. File: docs/src/content/docs/setup/cli.md
No "why Claude instead of Copilot" guidance: Developers choosing between engines get no comparison of strengths or use-case guidance
CLAUDE_CODE_OAUTH_TOKEN not supported (well-documented but surprising): Claude Code users accustomed to OAuth auth for their IDE won't be able to use it — must obtain an API key separately. This is correctly documented in auth.mdx but may still surprise users.
Engine Comparison Analysis
Available Engines
Based on documentation review:
Engine
Setup Docs
Examples
Auth Docs
Overall Score
Copilot
⭐⭐⭐⭐⭐
⭐⭐⭐⭐⭐
⭐⭐⭐⭐⭐
⭐⭐⭐⭐⭐
Claude
⭐⭐⭐⭐
⭐⭐⭐⭐
⭐⭐⭐⭐
⭐⭐⭐⭐
Codex
⭐⭐⭐⭐
⭐⭐⭐
⭐⭐⭐⭐
⭐⭐⭐⭐
Gemini
⭐⭐⭐
⭐ (1 workflow)
⭐⭐⭐
⭐⭐
Notes:
Claude documentation quality is good — feature comparison table, max-turns configuration, ANTHROPIC_BASE_URL, token weights, all documented
Gemini has only 1 example workflow and is omitted from multiple intro-level pages
Quality of Claude examples: Claude workflows are well-represented across functional categories including CI doctors, daily reports, code analysis, and security audits. Real-world examples like audit-workflows.md, deep-report.md, scout.md, and go-fan.md use engine: claude with realistic configurations. Quality is high.
Authentication Requirements
Quick Start and auth docs cover:
✅ Copilot: Detailed instructions with direct link to PAT creation, troubleshooting for license issues
✅ Claude: Clear instructions, direct ANTHROPIC_API_KEY setup, explicit note that CLAUDE_CODE_OAUTH_TOKEN is NOT supported
✅ Codex: Clear instructions, OPENAI_API_KEY and CODEX_API_KEY alternative both documented
✅ Gemini: Clear instructions for GEMINI_API_KEY
Secret names documented:
Copilot: COPILOT_GITHUB_TOKEN (fine-grained PAT, well-documented)
Claude: ANTHROPIC_API_KEY (API key from Anthropic Console, well-documented)
Codex: OPENAI_API_KEY or CODEX_API_KEY (documented)
Gemini: GEMINI_API_KEY (documented)
One gotcha for Claude Code users:CLAUDE_CODE_OAUTH_TOKEN is explicitly not supported — auth.mdx states this clearly. This is the right behavior but will catch Claude users who expect to use their existing Claude subscription auth.
Trend Analysis
Metric
2026-04-13
2026-04-15
Change
Overall Score
7.5/10
7.5/10
→
Critical Blockers
0
0
→
Major Obstacles
3
3
→
Minor Confusion
4
5
↑ +1
Persistent Issues
7
6
↓ -1 ✅
Total Workflows
187
191
+4
Claude Workflows
54
53
-1 (grep method)
Fix observed:how-they-work.mdx AI Engines section now includes "Gemini by Google" as the 4th engine (was missing in prior runs). ✅
Recommended Actions
Priority 1: Critical Documentation Fixes
Fix ANTHROPIC_API_KEY setup URL — Change platform.claude.com/docs/en/get-started to console.anthropic.com/settings/keys for direct key creation. File: docs/src/content/docs/reference/auth.mdx line 109
Add non-Copilot path to creating-workflows.mdx — After the Copilot web UI description, add a note directing Claude/Codex/Gemini users to gh aw new as the equivalent CLI path
Priority 2: Major Improvements
Add Gemini to quick-start.mdx — Update prerequisites (line 29) and Step 2 (line 67) to include Gemini as the 4th engine option
Update engines.md Claude URL — Replace https://www.anthropic.com/index/claude with https://docs.anthropic.com/en/docs/claude-code or similar current URL
Add Claude/Gemini examples to secrets bootstrap documentation — Include --engine claude and --engine gemini examples alongside existing --engine copilot example
Priority 3: Nice-to-Have
Add "Choosing your engine" comparison — A short table or prose comparing Copilot vs Claude vs Codex vs Gemini strengths for common workflow types would help Claude Code users self-select
Add explicit "Getting started without Copilot" callout — A boxed note early in quick-start.mdx saying "Using Claude or Codex? This guide covers all engines — just select your engine in Step 2" would reduce anxiety
Expand Gemini workflow examples — Currently only 1 Gemini workflow exists vs 53 Claude, 101 Copilot
Positive Findings
What works well for Claude Code users:
✅ gh aw add-wizard interactive setup — asks for engine selection, handles ANTHROPIC_API_KEY setup natively
✅ auth.mdx has excellent Claude documentation including the important CLAUDE_CODE_OAUTH_TOKEN not-supported callout
✅ engines.md feature comparison table is comprehensive and accurate (all 4 engines)
✅ max-turns (Claude-only) is well-documented with concrete examples
✅ ANTHROPIC_BASE_URL custom endpoint support is documented with a working example
✅ 53 real-world Claude workflows in the repo provide excellent examples
✅ gh aw new --engine claude injects engine into frontmatter automatically
✅ Token weights customization for Claude models is documented
✅ how-they-work.mdx now correctly lists all 4 engines including Gemini (fixed!)
Conclusion
Can Claude Code Users Successfully Adopt gh-aw?
Answer: Yes, with minor effort (7.5/10)
Reasoning: The core adoption path is solid. A developer installing gh aw for the first time, running gh aw add-wizard, selecting "Claude" when prompted, and providing their ANTHROPIC_API_KEY will get a working workflow without needing Copilot. The engines documentation and authentication reference are comprehensive. 53 Claude-engine example workflows provide practical templates. The main friction points are editorial: architecture diagrams that visually imply Copilot-only architecture, a web UI authoring path that is Copilot-gated, and a handful of pages that omit Gemini as a fourth option.
Overall Assessment Score: 7.5/10
Breakdown:
Clarity for non-Copilot users: 7/10
Claude engine documentation: 8/10
Alternative approaches provided: 7/10
Engine parity: 8/10
Next Steps
The score has been stable at 7.5/10 for multiple consecutive days. The oldest unresolved issue (ANTHROPIC_API_KEY URL) has been flagged for 15 days. Priority 1 fixes are small editorial changes (2–3 line edits) that could be completed in under an hour. The architecture diagram relabeling is the most impactful single fix for reducing Claude user confusion.
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Executive Summary
This is the daily review of gh-aw documentation from the perspective of a developer who uses Claude Code as their primary AI assistant and does not have GitHub Copilot. The good news: Claude Code users can successfully adopt gh-aw with no critical blockers. The onboarding path is functional, authentication is well-documented, and 53 of 191 workflows use the Claude engine. One documentation fix was observed since the last run (Gemini now mentioned in how-they-work.mdx). Six persistent documentation issues remain unresolved, the oldest now at 15 consecutive days.
Key Finding: gh-aw is viable for Claude Code users. The core onboarding path (install extension →
gh aw add-wizard→ select Claude engine → setANTHROPIC_API_KEY) is well-supported. The primary friction points are cosmetic/editorial: architecture diagrams hard-code "Copilot CLI" labels, the web UI authoring path requires Copilot, and a few pages omit Gemini as a 4th engine option.Persona Context
Reviewing as a developer who:
Question 1: Onboarding Experience
Can a Claude Code user understand and get started with gh-aw?
Yes, with minor effort. The quick start guide (
docs/src/content/docs/setup/quick-start.mdx) explicitly lists "Anthropic Claude" as a valid AI Account option in its prerequisites (line 29). Thegh aw add-wizardcommand is interactive and prompts the user to select an engine, including Claude, and walks throughANTHROPIC_API_KEYsetup. The README does not assume Copilot — it describes gh-aw as "write agentic workflows in natural language markdown, and run them in GitHub Actions."Specific issues found:
quick-start.mdxline 29: Prerequisites list only Copilot, Anthropic Claude, and OpenAI Codex — Gemini is omitted even though it is a fully-supported 4th engine.quick-start.mdxline 67: Step 2 description "Choose between Copilot, Claude, or Codex" again omits Gemini.creating-workflows.mdxline 21: The GitHub Web Interface authoring path is gated: "If you have access to GitHub Copilot, you can create and edit Agentic Workflows directly" — Claude Code users who want to author from the GitHub web UI hit a dead end here.Recommended fixes:
quick-start.mdxcreating-workflows.mdxfor non-Copilot users pointing to the CLI path as the alternativeQuestion 2: Inaccessible Features for Non-Copilot Users
What features or steps don't work without Copilot?
Features that require Copilot:
gh aw initconfigures a dispatcher agent that hooks into Copilot Chat. The web-based/agent agentic-workflowsauthoring command is Copilot-only. No alternative for Claude users is documented increating-workflows.mdx.max-continuations— Autopilot multi-run mode is Copilot-only (engines.mdfeature comparison table).engine.agent— Custom agent file references (.github/agents/*.agent.md) are Copilot-only.safe-outputs: assign-to-copilotrequires Copilot access by definition.Features that work without Copilot:
gh aw add-wizard/gh aw new/gh aw compile/gh aw run— all CLI commands work with any enginetools:(edit, bash, github, web-fetch, playwright, cache-memory, repo-memory) are engine-agnosticmax-turnsis Claude-specific and well-documentedANTHROPIC_BASE_URL) documented for ClaudeMissing documentation:
creating-workflows.mdxshould explain what non-Copilot users should do instead of the web UI authoring path (the CLI approach is the answer — a single paragraph would suffice)Question 3: Documentation Gaps and Assumptions
Where does the documentation assume Copilot usage?
Copilot-centric language found in:
docs/src/content/docs/introduction/architecture.mdxline 181: AWF firewall mermaid diagram hasCOPILOT["Copilot CLI"]as the agent node label — implies architecture requires Copilotarchitecture.mdxline 252: MCP Gateway diagram showsAGENT["Agent container\nCopilot CLI + MCP client\n172.30.0.20"]— same issuedocs/src/content/docs/setup/creating-workflows.mdxline 104:gh aw initdocumentation says it configures the repository "so that you can create and modify agentic workflows directly from github.com or the GitHub mobile app, using the Copilot coding agent" — no mention of alternativesdocs/src/content/docs/setup/cli.mdline 219:secrets bootstrapexamples only show--engine copilot— no example for--engine claudeor--engine geminiMissing alternative instructions:
Severity-Categorized Findings
🚫 Critical Blockers (Score: 0/10)
No critical blockers found. Claude Code users can adopt gh-aw without Copilot access.
Obstacle 1: Web UI Workflow Authoring is Copilot-Only (Persistent: day 7)
Impact: Claude Code users cannot use the GitHub web interface or mobile app to author or edit workflows
Current State:
creating-workflows.mdxline 21 says "If you have access to GitHub Copilot, you can create and edit Agentic Workflows directly..." and line 104 saysgh aw initis "required to enable the authoring experience...using the Copilot coding agent." No alternative for Claude users is offered in this section.Why it's problematic: Users who find the web UI authoring path and lack Copilot see a dead end with no guidance to the CLI alternative.
Suggested fix: Add a callout box or note after line 21: "If you're using Claude, Codex, or Gemini, use
gh aw newor the VSCode/editor path below."Affected files:
docs/src/content/docs/setup/creating-workflows.mdxObstacle 2: Architecture Diagrams Hardcode "Copilot CLI" (Persistent: day 12)
Impact: Misrepresents the system architecture as Copilot-specific; creates doubt for Claude users about whether the architecture supports their engine
Current State: Two mermaid diagrams in
architecture.mdxhard-code "Copilot CLI" as the agent label:COPILOT["Copilot CLI"]inside "AI Agent Process" subgraphAGENT["Agent container\nCopilot CLI + MCP client\n172.30.0.20"]inside AWF network diagramWhy it's problematic: A Claude user reading the architecture docs will see "Copilot CLI" in the agent container and wonder if the architecture requires Copilot.
Suggested fix: Replace both with generic labels:
AGENT["AI Agent CLI\n(Copilot / Claude / Codex / Gemini)"]Affected files:
docs/src/content/docs/introduction/architecture.mdxlines 181, 252Obstacle 3: ANTHROPIC_API_KEY Setup URL Sends Users to Docs, Not Key Creation (Persistent: day 15)
Impact: Extra friction in the setup flow — users arrive at a documentation page and must navigate to find the actual API key creation form
Current State:
auth.mdxline 109 says "Create an API key at (platform.claude.com/redacted) — this is a documentation landing page. The troubleshooting section (line 199) correctly referencesconsole.anthropic.comas where to verify key status, which suggests the setup link should point directly there.Suggested fix: Update auth.mdx line 109 to link directly to
https://console.anthropic.com/settings/keysfor immediate key creation, consistent with how Copilot and OpenAI setup links are structured.Affected files:
docs/src/content/docs/reference/auth.mdxline 109💡 Minor Confusion Points (Score: 5/10)
quick-start.mdxlines 29 and 67 list only 3 engines (Copilot, Claude, Codex), omitting Gemini. File:docs/src/content/docs/setup/quick-start.mdxhttps://www.anthropic.com/index/claude— should point tohttps://www.anthropic.com/claude-codeorhttps://docs.anthropic.com/. File:docs/src/content/docs/reference/engines.mdsecrets bootstrapexamples only show Copilot:cli.mdline 219 example shows--engine copilotonly; no Claude/Gemini examples. File:docs/src/content/docs/setup/cli.mdCLAUDE_CODE_OAUTH_TOKENnot supported (well-documented but surprising): Claude Code users accustomed to OAuth auth for their IDE won't be able to use it — must obtain an API key separately. This is correctly documented inauth.mdxbut may still surprise users.Engine Comparison Analysis
Available Engines
Based on documentation review:
Notes:
max-turnsconfiguration,ANTHROPIC_BASE_URL, token weights, all documentedWorkflow Count by Engine
Quality of Claude examples: Claude workflows are well-represented across functional categories including CI doctors, daily reports, code analysis, and security audits. Real-world examples like
audit-workflows.md,deep-report.md,scout.md, andgo-fan.mduseengine: claudewith realistic configurations. Quality is high.Authentication Requirements
Quick Start and auth docs cover:
ANTHROPIC_API_KEYsetup, explicit note thatCLAUDE_CODE_OAUTH_TOKENis NOT supportedOPENAI_API_KEYandCODEX_API_KEYalternative both documentedGEMINI_API_KEYSecret names documented:
COPILOT_GITHUB_TOKEN(fine-grained PAT, well-documented)ANTHROPIC_API_KEY(API key from Anthropic Console, well-documented)OPENAI_API_KEYorCODEX_API_KEY(documented)GEMINI_API_KEY(documented)One gotcha for Claude Code users:
CLAUDE_CODE_OAUTH_TOKENis explicitly not supported — auth.mdx states this clearly. This is the right behavior but will catch Claude users who expect to use their existing Claude subscription auth.Trend Analysis
Fix observed:
how-they-work.mdxAI Engines section now includes "Gemini by Google" as the 4th engine (was missing in prior runs). ✅Recommended Actions
Priority 1: Critical Documentation Fixes
platform.claude.com/docs/en/get-startedtoconsole.anthropic.com/settings/keysfor direct key creation. File:docs/src/content/docs/reference/auth.mdxline 109COPILOT["Copilot CLI"]and"Agent container\nCopilot CLI + MCP client"with engine-agnostic labels. File:docs/src/content/docs/introduction/architecture.mdxlines 181, 252gh aw newas the equivalent CLI pathPriority 2: Major Improvements
https://www.anthropic.com/index/claudewithhttps://docs.anthropic.com/en/docs/claude-codeor similar current URLsecrets bootstrapdocumentation — Include--engine claudeand--engine geminiexamples alongside existing--engine copilotexamplePriority 3: Nice-to-Have
Positive Findings
What works well for Claude Code users:
gh aw add-wizardinteractive setup — asks for engine selection, handles ANTHROPIC_API_KEY setup nativelyauth.mdxhas excellent Claude documentation including the importantCLAUDE_CODE_OAUTH_TOKENnot-supported calloutengines.mdfeature comparison table is comprehensive and accurate (all 4 engines)max-turns(Claude-only) is well-documented with concrete examplesANTHROPIC_BASE_URLcustom endpoint support is documented with a working examplegh aw new --engine claudeinjects engine into frontmatter automaticallyhow-they-work.mdxnow correctly lists all 4 engines including Gemini (fixed!)Conclusion
Can Claude Code Users Successfully Adopt gh-aw?
Answer: Yes, with minor effort (7.5/10)
Reasoning: The core adoption path is solid. A developer installing
gh awfor the first time, runninggh aw add-wizard, selecting "Claude" when prompted, and providing theirANTHROPIC_API_KEYwill get a working workflow without needing Copilot. The engines documentation and authentication reference are comprehensive. 53 Claude-engine example workflows provide practical templates. The main friction points are editorial: architecture diagrams that visually imply Copilot-only architecture, a web UI authoring path that is Copilot-gated, and a handful of pages that omit Gemini as a fourth option.Overall Assessment Score: 7.5/10
Breakdown:
Next Steps
The score has been stable at 7.5/10 for multiple consecutive days. The oldest unresolved issue (ANTHROPIC_API_KEY URL) has been flagged for 15 days. Priority 1 fixes are small editorial changes (2–3 line edits) that could be completed in under an hour. The architecture diagram relabeling is the most impactful single fix for reducing Claude user confusion.
Appendix: Files Reviewed
Complete List of Documentation Files Analyzed
README.mddocs/src/content/docs/setup/quick-start.mdxdocs/src/content/docs/introduction/how-they-work.mdxdocs/src/content/docs/introduction/architecture.mdxdocs/src/content/docs/reference/tools.mddocs/src/content/docs/setup/cli.mddocs/src/content/docs/reference/engines.mddocs/src/content/docs/reference/auth.mdxdocs/src/content/docs/reference/faq.mddocs/src/content/docs/setup/creating-workflows.mdxaudit-workflows.md,deep-report.md,daily-news.md(engine verification)References:
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