/github-manager
Use when configuring or optimising GitHub repositories for cost-effective, consistent operations — CI triggers, Actions billing, issue tracking, labelling, branch protection, or release workflow.
$ npx -y skills add jpantsjoha/ai-native-developer-experience --skill github-manager --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/github-manager
Context preview
The summary Claude sees to decide when to auto-load this skill.
Use when configuring or optimising GitHub repositories for cost-effective, consistent operations — CI triggers, Actions billing, issue tracking, labelling, branch protection, or release workflow.
SKILL.md
github-manager.SKILL.mdname: github-manager
description: Use when configuring or optimising GitHub repositories for cost-effective, consistent operations — CI triggers, Actions billing, issue tracking, labelling, branch protection, or release workflow.
GitHub Manager
> **CI validates what cannot be cheaply verified locally. It is not a remote test runner for every commit.**
This skill enforces disciplined, cost-aware GitHub operations. It turns GitHub from a free-for-all into a governed delivery surface: selective automation, traceable issues, consistent labels, and protected mainlines.
When to use
- Setting up or revising a repository's CI/CD workflow
- Investigating unexpected GitHub Actions spend
- Creating or triaging issues and defining acceptance criteria
- Designing a label taxonomy or branch-protection policy
- Preparing a release process or tag strategy
Operating model context
This skill governs the GitHub surfaces that enforce the harness contract at the repository level. It is not general DevOps housekeeping — each procedure below maps to a harness invariant:
- **Branch protection + required status checks** are the enforcement mechanism for the
PR review gate and the exact-candidate binding rule. A CI check that passes on an unprotected branch is a claim; a passing check required by branch rules is evidence.
- **CI receipts are delivery evidence.** "It worked locally" is not an artefact. A CI
run tied to a commit SHA is. Structure your workflow so evidence is machine-readable and SHA-bound, not dependent on a contributor's local environment.
- **Modifying branch protection, CI pipelines, or billing settings is an R2 action.**
These changes affect all contributors and shared infrastructure. Classify risk, confirm authority, and record the decision before any write.
Use `release-readiness` to gate a specific deployment. Use this skill to configure and audit the repository surfaces that make those gates trustworthy.
Procedure
1. Rightsize CI triggers
- **Push to default branches** should run lightweight gates only (lint, typecheck, unit tests).
- **Pull requests and version tags** run the full pipeline, including packaging and cross-platform smoke tests.
- **Feature branches** do not fire CI on every push; open a PR when ready for validation.
- **Path filters** skip irrelevant jobs: docs-only changes should not rebuild the extension, code-only changes should not re-render documentation.
2. Minimise Actions billing
- Know the runner multipliers: Linux ×1, Windows ×2, **macOS ×10**.
- Gate expensive runners (macOS, Windows) behind PRs and releases, not every push.
- Cache dependency stores (`cache: 'pnpm'`, `cache: 'npm'`, pip, etc.).
- Do not run local-integration or exploratory tests in CI; keep them local or on-demand.
- Set a spending limit and billing alert before usage surprises you.
3. Structure issues and tracking
- Every issue states a **problem or outcome** and has **acceptance criteria**.
- Link PRs to issues (`Closes #123` or `Refs #123`).
- Close issues with a concise note explaining what changed and where.
- Use milestones or projects for release-scope tracking, not long-lived catch-all issues.
4. Label consistently
Adopt a namespaced taxonomy and avoid one-off labels:
| Namespace | Examples | Purpose | |---|---|---| | `kind/` | `kind/bug`, `kind/feature`, `kind/docs` | Type of work | | `area/` | `area/ci`, `area/ui`, `area/security` | Component or domain | | `priority/` | `priority/p0`, `priority/p1` | Triage urgency | | `status/` | `status/blocked`, `status/needs-review` | Workflow state |
5. Protect the mainline
- Require PR reviews before merging to `main`.
- Require status checks to pass (lint, typecheck, test).
- Use squash or rebase merges for a linear history; avoid merge commits unless the project explicitly allows them.
- Restrict force-push and deletion on default branches.
6. Define the release workflow
- Tags (`v*`) trigger release builds and deployments, not manual uploads.
- A release checklist verifies version alignment, changelog entry, and rollback plan.
- Generated artifacts (VSIX, containers, packages) are produced by CI, not a local workstation.
Outputs
- CI trigger matrix: event → jobs that run
- Monthly Actions cost estimate with runner-multiplier breakdown
- Issue template with acceptance criteria
- Label taxonomy
- Branch-protection policy
- Release checklist
Guardrails
- **Local testing is not CI.** If a check belongs on a developer's machine, do not run it on every push.
- **macOS minutes are the silent budget killer.** A one-minute macOS job costs ten billable minutes.
- **Unconditional full pipelines scale badly.** Every unconditional job is a tax on every future commit.
- **Labels without a taxonomy become noise.** Delete or consolidate labels that do not fit the scheme.
- **Never deploy from a local build.** Release artifacts must come from CI to be reproducible.
Anti-rationalization table
| Excuse | Counter | |---|---| | "Run everything on every push to be safe" | Safety is selective gates, not redundant burn. Run full checks on PRs and tags. | | "It's only a few CI minutes" | At 10× for macOS, "a few minutes" becomes hundreds of dollars per cycle. | | "We'll clean up labels later" | Label debt compounds fast and breaks automation that depends on them. | | "Force-push is fine, we're a small team" | Force-push on `main` destroys recovery options. Protect the branch. | | "I'll build the release artifact locally" | Local builds are not reproducible or auditable. CI produces release artifacts. |
Read more
name: github-manager description: Use when configuring or optimising GitHub repositories for cost-effective, consistent operations — CI triggers, Actions billing, issue tracking, labelling, branch protection, or release workflow.
GitHub Manager
> **CI validates what cannot be cheaply verified locally. It is not a remote test runner for every commit.**
This skill enforces disciplined, cost-aware GitHub operations. It turns GitHub from a free-for-all into a governed delivery surface: selective automation, traceable issues, consistent labels, and protected mainlines.
When to use
- Setting up or revising a repository's CI/CD workflow
- Investigating unexpected GitHub Actions spend
- Creating or triaging issues and defining acceptance criteria
- Designing a label taxonomy or branch-protection policy
- Preparing a release process or tag strategy
Operating model context
This skill governs the GitHub surfaces that enforce the harness contract at the repository level. It is not general DevOps housekeeping — each procedure below maps to a harness invariant:
- **Branch protection + required status checks** are the enforcement mechanism for the
PR review gate and the exact-candidate binding rule. A CI check that passes on an unprotected branch is a claim; a passing check required by branch rules is evidence.
- **CI receipts are delivery evidence.** "It worked locally" is not an artefact. A CI
run tied to a commit SHA is. Structure your workflow so evidence is machine-readable and SHA-bound, not dependent on a contributor's local environment.
- **Modifying branch protection, CI pipelines, or billing settings is an R2 action.**
These changes affect all contributors and shared infrastructure. Classify risk, confirm authority, and record the decision before any write.
Use `release-readiness` to gate a specific deployment. Use this skill to configure and audit the repository surfaces that make those gates trustworthy.
Procedure
1. Rightsize CI triggers
- **Push to default branches** should run lightweight gates only (lint, typecheck, unit tests).
- **Pull requests and version tags** run the full pipeline, including packaging and cross-platform smoke tests.
- **Feature branches** do not fire CI on every push; open a PR when ready for validation.
- **Path filters** skip irrelevant jobs: docs-only changes should not rebuild the extension, code-only changes should not re-render documentation.
2. Minimise Actions billing
- Know the runner multipliers: Linux ×1, Windows ×2, **macOS ×10**.
- Gate expensive runners (macOS, Windows) behind PRs and releases, not every push.
- Cache dependency stores (`cache: 'pnpm'`, `cache: 'npm'`, pip, etc.).
- Do not run local-integration or exploratory tests in CI; keep them local or on-demand.
- Set a spending limit and billing alert before usage surprises you.
3. Structure issues and tracking
- Every issue states a **problem or outcome** and has **acceptance criteria**.
- Link PRs to issues (`Closes #123` or `Refs #123`).
- Close issues with a concise note explaining what changed and where.
- Use milestones or projects for release-scope tracking, not long-lived catch-all issues.
4. Label consistently
Adopt a namespaced taxonomy and avoid one-off labels:
| Namespace | Examples | Purpose | |---|---|---| | `kind/` | `kind/bug`, `kind/feature`, `kind/docs` | Type of work | | `area/` | `area/ci`, `area/ui`, `area/security` | Component or domain | | `priority/` | `priority/p0`, `priority/p1` | Triage urgency | | `status/` | `status/blocked`, `status/needs-review` | Workflow state |
5. Protect the mainline
- Require PR reviews before merging to `main`.
- Require status checks to pass (lint, typecheck, test).
- Use squash or rebase merges for a linear history; avoid merge commits unless the project explicitly allows them.
- Restrict force-push and deletion on default branches.
6. Define the release workflow
- Tags (`v*`) trigger release builds and deployments, not manual uploads.
- A release checklist verifies version alignment, changelog entry, and rollback plan.
- Generated artifacts (VSIX, containers, packages) are produced by CI, not a local workstation.
Outputs
- CI trigger matrix: event → jobs that run
- Monthly Actions cost estimate with runner-multiplier breakdown
- Issue template with acceptance criteria
- Label taxonomy
- Branch-protection policy
- Release checklist
Guardrails
- **Local testing is not CI.** If a check belongs on a developer's machine, do not run it on every push.
- **macOS minutes are the silent budget killer.** A one-minute macOS job costs ten billable minutes.
- **Unconditional full pipelines scale badly.** Every unconditional job is a tax on every future commit.
- **Labels without a taxonomy become noise.** Delete or consolidate labels that do not fit the scheme.
- **Never deploy from a local build.** Release artifacts must come from CI to be reproducible.
Anti-rationalization table
| Excuse | Counter | |---|---| | "Run everything on every push to be safe" | Safety is selective gates, not redundant burn. Run full checks on PRs and tags. | | "It's only a few CI minutes" | At 10× for macOS, "a few minutes" becomes hundreds of dollars per cycle. | | "We'll clean up labels later" | Label debt compounds fast and breaks automation that depends on them. | | "Force-push is fine, we're a small team" | Force-push on `main` destroys recovery options. Protect the branch. | | "I'll build the release artifact locally" | Local builds are not reproducible or auditable. CI produces release artifacts. |
A team-project AI harness bootstrap that gives humans and agents a shared operating contract from day one, moving AI leverage from an individual “IC superhero” advantage to a repeatable team capability on an equal playing field.
Other skills on join-the-team.
- /adk-expert
Google ADK (Agent Development Kit) orchestration patterns — boundaries, agent composition, and tool seams. Trigger when designing or reviewing multi-agent systems built on ADK. Authoritative source: adk.dev.
Open skill - /adversarial-gate
JP's signature red-team pass — "how would I break this?" Argue against your own approach before proceeding. Trigger on any high-stakes decision, architecture choice, or before marking work complete.
Open skill - /alibaba-expert
Alibaba Cloud expert guardrails — RAM least-privilege, data boundaries, residency (mainland/international split), cost, and official-source validation. Trigger when designing or reviewing any Alibaba Cloud workload, especially agents or LLMs (Model Studio/Bailian, Qwen,
Open skill - /aws-expert
AWS expert guardrails — IAM least-privilege, data boundaries, cost controls, residency, and official-source validation. Trigger when designing or reviewing any AWS workload, especially agents, LLMs (Bedrock), or multi-account systems.
Open skill - /azure-expert
Azure expert guardrails — Entra ID least-privilege, policy-first governance, data boundaries, cost, residency, and official-source validation. Trigger when designing or reviewing any Azure workload, especially agents, LLMs (Foundry/OpenAI), or landing-zone systems.
Open skill - /cost-guardrail
LLM and cloud cost awareness — model tiering, token budgets, right-sizing, and when a cheaper model suffices. Trigger before finalising any architecture that calls LLMs, before scaling a workload, or when a cost estimate is needed.
Open skill

