agentleFS
MicrosoftKnown publishermicrosoft/agent-framework-go/.github/skills/agentic-workflows/SKILL.md

agentic-workflows

Skill671 starsChanged 50 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, 69 of them edited.

Adopted by

Most recently taken up by

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.
  • GitHubSkill

    agentic-workflow-designer

    Conversational skill that interviews users to design new agentic workflows

    Also in 5 projects that use this

  • Microsoft AzureSkill

    speckit-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 AzureSkill

    speckit-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

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 71 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
  1. Common:

    Use this skill when a user asks to design, create, update, debug, or upgrade GitHub Agentic Workflows in this repository.

    line 8
  2. Very specific:

    If .github/aw/instructions.md exists, load it with @.github/aw/instructions.md after loading the matched prompt/skill.

    line 13
  3. Very specific:

    Read only the files you need: Load these files from github/gh-aw (they are not available locally).

    line 16
  4. Common:

    After loading the matching workflow prompt or skill, follow it directly:

    line 101
  5. Very specific:

    Create new workflows: .github/aw/create-agentic-workflow.md

    line 103
  6. Very specific:

    Update existing workflows: .github/aw/update-agentic-workflow.md

    line 105
  7. Very specific:

    Create shared components or MCP wrappers: .github/aw/create-shared-agentic-workflow.md

    line 109
  8. Very specific:

    Create report-generating workflows: .github/aw/report.md

    line 110
  9. Very specific:

    Add skills or agent plugins requested by the user (skills: / plugins: frontmatter, never on-the-fly installs): .github/aw/skills.md

    line 119
  10. Very specific:

    When the task involves OTEL, OTLP, traces, observability backends, or telemetry-driven analysis, also read and follow …

    line 121
  11. Very specific:

    When creating, updating, diagnosing or upgrading a workflow that uses tools.work-queue, also load .github/aw/work-queue.md after the …

    line 123

“Common” is measured: kept by at least 6 in 10 of the 71 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.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

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.

Repository overlay (optional):

  • If .github/aw/instructions.md exists, load it with @.github/aw/instructions.md after loading the matched prompt/skill.
  • Precedence: repository overlay instructions override upstream defaults when they conflict.

Read only the files you need: Load these files from github/gh-aw (they are not available locally).

  • .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-model-engine-misconfiguration.md
  • .github/aw/debug-playbook.md
  • .github/aw/debug-security-review.md
  • .github/aw/dependabot.md
  • .github/aw/deployment-status.md
  • .github/aw/designer-mappings.md
  • .github/aw/designer.md
  • .github/aw/drive-memory.md
  • .github/aw/enclaves.md
  • .github/aw/evals.md
  • .github/aw/experiments.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/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/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)
  • AWF model/endpoint 400s, silent cross-family sub-agent failures, model: auto failures, install-step 404s after a version pin, or questions about version fields: go directly to Model and engine misconfiguration before 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
  • 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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