agentic-workflows
Skill0 starsChanged 8 days agoMITView on GitHub
Route gh-aw design, creation, diagnosis, patching, active debugging, and upgrade requests to the right strategies.
76 other projects use a version of this, 71 of them edited.
Adopted by
Most recently taken up by
- alexander-kastil/copilot-harnessedited, first seen Nov 8, 2026
- zalando-incubator/agentic-identity-brokeredited, first seen Nov 8, 2026
- timmo001/skillsedited, first seen Nov 7, 2026
- github/gh-aw-mcpgword for word, first seen Nov 5, 2026
- sqzw-x/amaneedited, first seen Nov 2, 2026
- primer/reactedited, first seen Nov 1, 2026
Used with
Projects with it also use agentic-workflow-designer, speckit-taskstoissues and 8 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
GitHubSkillagentic-workflow-designer
Conversational skill that interviews users to design new agentic workflows
Also in 5 projects that use this
Microsoft AzureSkillspeckit-taskstoissues
Convert existing tasks into actionable, dependency-ordered GitHub issues for the feature based on available design artifacts.
Also in 3 projects that use this
Microsoft AzureSkillspeckit-analyze
Perform a non-destructive cross-artifact consistency and quality analysis across spec.md, plan.md, and tasks.md after task generation.
Also in 3 projects that use this
- +7 more from Azure
Other versions76 projects use a version of this.
Word for word · 3
- github/gh-aw★ 5.6k100% same
- github/gh-aw-mcpg★ 186100% same
- github/gh-aw-firewall★ 157100% same
Edited · 71
- remix-run/react-router★ 57k86% same
- cli/cli★ 47k92% same
- github/awesome-copilot★ 41k88% same
- dotnet/aspnetcore★ 39k91% same
- dotnet/maui★ 23k86% same
- dotnet/core★ 22k83% same
- dotnet/efcore★ 15k92% same
- Jguer/yay★ 14k85% same
- Z3Prover/z3★ 13k83% same
- thaw-app/Thaw★ 13k100% same
61 more not listed
Wrote their own version · 2
- clash-verge-rev/clash-verge-rev★ 157ksame name
- PengEjeen/claude_skills★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
The file
We split this skill into the rules it gives an agent
11 rules. 2 are common, 0 are distinctive, and 9 are very specific to this project.
2
Common
Most of the 72 edited versions we read keep these.
0
Distinctive
This author's own choices. Worth a look.
9
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Common: line 8
Use this skill when a user asks to design, create, update, debug, or upgrade GitHub Agentic Workflows in this repository.
- Very specific: line 28
Read only the files you need: Use a local guidance checkout only when its repository/ref matches the requested guidance.
- Very specific: line 29
Use a local guidance checkout only when its repository/ref matches the requested guidance.
- Common: line 125
After loading the matching workflow prompt or skill, follow it directly:
- Very specific: line 127
Create new workflows: .github/aw/create-agentic-workflow.md
- Very specific: line 129
Update existing workflows: .github/aw/update-agentic-workflow.md
- Very specific: line 134
Create shared components or MCP wrappers: .github/aw/create-shared-agentic-workflow.md
- Very specific: line 135
Create report-generating workflows: .github/aw/report.md
- Very specific: line 145
Add skills or agent plugins requested by the user (skills: / plugins: frontmatter, never on-the-fly installs): .github/aw/skills.md
- Very specific: line 147
When the task involves OTEL, OTLP, traces, observability backends, or telemetry-driven analysis, also read and follow …
- Very specific: line 149
When creating, updating, diagnosing or upgrading a workflow that uses tools.work-queue, also load .github/aw/work-queue.md after the …
“Common” is measured: kept by at least 6 in 10 of the 72 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Agentic Workflows Router
Use this skill when a user asks to design, create, update, debug, or upgrade GitHub Agentic Workflows in this repository.
This skill is a dispatcher: identify the task type, load the matching workflow prompt/skill file, and follow it directly. Keep responses concise and ask a clarifying question if the correct prompt is unclear.
For debugging sessions needing CLI setup or run-URL scoping, first load
https://raw.githubusercontent.com/github/gh-aw/main/.github/aw/debug-bootstrap.md; it bootstraps
the same shared strategy used by the debugging routes below.
Debugging, incident, health, and failure-related optimization requests use the
bootstrap's intent routing before generic update, upgrade, or optimization routes,
even when the CLI is installed. Preserve the supplied guidance repository/ref
for all debugging links and public raw fallbacks; URLs showing main below are
defaults only when no guidance revision is supplied. Reuse already-loaded guides.
The intent index is .github/aw/debug-scenarios.md; load only the selected
specialized route, not every debugging reference.
Repository overlay (optional):
- Load the target repository's
.github/aw/instructions.md, if present, after the matched prompt/skill. Use@.github/aw/instructions.mdonly in a matching checkout; do not substitute a guidance-repository overlay. - Precedence: repository overlay instructions override upstream defaults when they conflict.
Read only the files you need:
Use a local guidance checkout only when its repository/ref matches the requested guidance; otherwise use the resolved guidance repository/ref (default github/gh-aw).
If GitHub API, gh api, or GitHub MCP downloads return HTTP 403 (including a token SAML-authorized for a different organization), do not retry with the same token. Fetch the public file without authentication from https://raw.githubusercontent.com/github/gh-aw/main/<path> instead, preserving its repository-relative path (including .github/). For example: curl --fail --silent --show-error --location 'https://raw.githubusercontent.com/github/gh-aw/main/.github/aw/create-agentic-workflow.md'. Use the same fallback for referenced instructions and SKILL.md files; never send an Authorization header or token to the raw URL. If the public download fails, report that error rather than proceeding without the required instructions. This fallback is for public github/gh-aw content only, not private or enterprise repositories.
.github/aw/action-container-substitutions.md.github/aw/agent-runtime-instructions.md.github/aw/agentic-chat.md.github/aw/agentic-workflows-mcp.md.github/aw/analyzing-runs.md.github/aw/asciicharts.md.github/aw/campaign.md.github/aw/charts-trending.md.github/aw/charts.md.github/aw/cli-commands.md.github/aw/compat.md.github/aw/configure-agentic-engine.md.github/aw/context.md.github/aw/create-agentic-workflow-trigger-details.md.github/aw/create-agentic-workflow.md.github/aw/create-shared-agentic-workflow.md.github/aw/debug-agentic-workflow.md.github/aw/debug-bootstrap.md.github/aw/debug-compilation.md.github/aw/debug-live-testing.md.github/aw/debug-model-engine-misconfiguration.md.github/aw/debug-playbook.md.github/aw/debug-scenarios.md.github/aw/debug-security-review.md.github/aw/debug-workflow-evidence.md.github/aw/debug-workflow-health.md.github/aw/dependabot.md.github/aw/deployment-status.md.github/aw/designer-mappings.md.github/aw/designer.md.github/aw/doctor.md.github/aw/documentation-workflows.md.github/aw/drive-memory.md.github/aw/enclaves.md.github/aw/evals.md.github/aw/experiments.md.github/aw/formal-methods.md.github/aw/github-agentic-workflows.md.github/aw/github-mcp-server-pagination.md.github/aw/github-mcp-server-tools.md.github/aw/github-mcp-server.md.github/aw/harbor.md.github/aw/instructions.md.github/aw/intent.md.github/aw/jobs.md.github/aw/ledger.md.github/aw/linter-workflows.md.github/aw/llms.md.github/aw/loop.md.github/aw/lsp.md.github/aw/maintainer.md.github/aw/mcp-clis.md.github/aw/memory-stateful-patterns.md.github/aw/memory.md.github/aw/messages.md.github/aw/multi-agent-research.md.github/aw/network.md.github/aw/optimize-agentic-workflow.md.github/aw/otel.md.github/aw/patterns.md.github/aw/playwright.md.github/aw/pr-reviewer.md.github/aw/release-workflow.md.github/aw/report.md.github/aw/reuse.md.github/aw/safe-outputs-automation.md.github/aw/safe-outputs-content.md.github/aw/safe-outputs-management.md.github/aw/safe-outputs-runtime.md.github/aw/safe-outputs.md.github/aw/serena-tool.md.github/aw/shared-safe-jobs.md.github/aw/skills.md.github/aw/subagents.md.github/aw/syntax-agentic.md.github/aw/syntax-checkout.md.github/aw/syntax-core.md.github/aw/syntax-engine.md.github/aw/syntax-tools-imports.md.github/aw/syntax.md.github/aw/test-coverage.md.github/aw/test-expression.md.github/aw/token-optimization-caching-budgets.md.github/aw/token-optimization-observability.md.github/aw/token-optimization.md.github/aw/triggers.md.github/aw/update-agentic-workflow.md.github/aw/upgrade-agentic-workflows.md.github/aw/visual-regression.md.github/aw/work-queue.md.github/aw/workflow-constraints.md.github/aw/workflow-editing.md.github/aw/workflow-patterns.md
After loading the matching workflow prompt or skill, follow it directly:
- Design workflows from scratch via interview:
.github/aw/designer.md - Create new workflows:
.github/aw/create-agentic-workflow.md - Configure or add declarative engines:
.github/aw/configure-agentic-engine.md - Update existing workflows:
.github/aw/update-agentic-workflow.md - Diagnose, patch, audit, or actively debug workflows:
.github/aw/debug-agentic-workflow.md(local-first strategy, evidence triage and live gates) - Analyze existing runs, logs, or recurring failures:
.github/aw/analyzing-runs.md. General repository-wide debugging or optimization requests start here with failure clustering before selecting a workflow. - AWF model/endpoint 400s, silent cross-family sub-agent failures,
model: autofailures, install-step 404s after a version pin, or questions about version fields: go directly to.github/aw/debug-agentic-workflow.md#model-and-engine-misconfigurationbefore suggesting model changes. - Upgrade workflows and fix deprecations:
.github/aw/upgrade-agentic-workflows.md - Create shared components or MCP wrappers:
.github/aw/create-shared-agentic-workflow.md - Create report-generating workflows:
.github/aw/report.md - Fix Dependabot manifest PRs:
.github/aw/dependabot.md - Analyze coverage workflows:
.github/aw/test-coverage.md - Render compact markdown charts:
.github/aw/asciicharts.md - Map CLI commands to MCP usage:
.github/aw/cli-commands.md - Choose workflow architecture and patterns:
.github/aw/patterns.md - Design, deploy, inspect or recover a Git-backed work queue:
.github/aw/work-queue.md - Optimize token usage and cost:
.github/aw/token-optimization.md - Advanced cost controls without native settings (custom AIC allowances by server size or shared organization budget policies): read
docs/src/content/docs/reference/cost-management.md#configure-advanced-cost-controls-with-admission(published guidance). Explain the external authority requirement and cooperative limits; do not invent frontmatter fields or promise hard caps, reservations, or mid-run cancellation. - Design long-running multi-agent research workflows:
.github/aw/multi-agent-research.md - Add skills or agent plugins requested by the user (
skills:/plugins:frontmatter, never on-the-fly installs):.github/aw/skills.md
When the task involves OTEL, OTLP, traces, observability backends, or telemetry-driven analysis, also read and follow skills/otel-queries/SKILL.md after loading the matching workflow prompt or skill.
When creating, updating, diagnosing or upgrading a workflow that uses tools.work-queue, also load .github/aw/work-queue.md after the primary prompt. Load deployment docs, operator reference or specification only when that task needs them.
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Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

