Activation Governance Chaos Rollout
Ali-Marandi/DataSense
Design, validate, and govern fail-closed customer-activation automations that use an Outbox/worker pattern.
Create operational playbooks for incident response, deployments, and maintenance during PRD v0.8 Deployment & Ops.
$ npx skills add mattgierhart/PRD-driven-context-engineering --skill prd-v08-runbook-creation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mattgierhart/PRD-driven-context-engineering prd-v08-runbook-creation --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/mattgierhart/PRD-driven-context-engineering.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/prd-v08-runbook-creation .claude/skills/prd-v08-runbook-creation && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "prd-v08-runbook-creation" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/prd-v08-runbook-creation into .claude/skills/prd-v08-runbook-creation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "prd-v08-runbook-creation", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/prd-v08-runbook-creationType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add mattgierhart/PRD-driven-context-engineering --skill prd-v08-runbook-creation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mattgierhart/PRD-driven-context-engineering prd-v08-runbook-creation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mattgierhart/PRD-driven-context-engineering.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/prd-v08-runbook-creation .agents/skills/prd-v08-runbook-creation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "prd-v08-runbook-creation" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/prd-v08-runbook-creation into .agents/skills/prd-v08-runbook-creation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "prd-v08-runbook-creation", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add mattgierhart/PRD-driven-context-engineering --skill prd-v08-runbook-creation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mattgierhart/PRD-driven-context-engineering prd-v08-runbook-creation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mattgierhart/PRD-driven-context-engineering.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/prd-v08-runbook-creation .cursor/skills/prd-v08-runbook-creation && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "prd-v08-runbook-creation" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/prd-v08-runbook-creation into .cursor/skills/prd-v08-runbook-creation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "prd-v08-runbook-creation", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/mattgierhart/PRD-driven-context-engineering.git --path .claude/skills/prd-v08-runbook-creation--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add mattgierhart/PRD-driven-context-engineering --skill prd-v08-runbook-creation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mattgierhart/PRD-driven-context-engineering prd-v08-runbook-creation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mattgierhart/PRD-driven-context-engineering.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/prd-v08-runbook-creation .gemini/skills/prd-v08-runbook-creation && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "prd-v08-runbook-creation" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/prd-v08-runbook-creation into .gemini/skills/prd-v08-runbook-creation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "prd-v08-runbook-creation", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install mattgierhart/PRD-driven-context-engineering prd-v08-runbook-creationInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add mattgierhart/PRD-driven-context-engineering --skill prd-v08-runbook-creation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/mattgierhart/PRD-driven-context-engineering.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/prd-v08-runbook-creation .github/skills/prd-v08-runbook-creation && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "prd-v08-runbook-creation" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/prd-v08-runbook-creation into .github/skills/prd-v08-runbook-creation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "prd-v08-runbook-creation", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add mattgierhart/PRD-driven-context-engineering --skill prd-v08-runbook-creation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install mattgierhart/PRD-driven-context-engineering prd-v08-runbook-creation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mattgierhart/PRD-driven-context-engineering.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/prd-v08-runbook-creation .opencode/skills/prd-v08-runbook-creation && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "prd-v08-runbook-creation" agent skill from https://github.com/mattgierhart/PRD-driven-context-engineering/tree/main/.claude/skills/prd-v08-runbook-creation into .opencode/skills/prd-v08-runbook-creation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "prd-v08-runbook-creation", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
prd-v08-runbook-creationCreate operational playbooks for incident response, deployments, and maintenance during PRD v0.8 Deployment & Ops.
Prd V08 Runbook Creation is an agent skill from mattgierhart/PRD-driven-context-engineering. Create operational playbooks for incident response, deployments, and maintenance during PRD v0.8 Deployment & Ops. Triggers on requests to create runbooks, document procedures, or when user asks "how do we handle incidents?", "runbook", "operational procedures", "on-call guide", "incident response", "maintenance procedures". Outputs RUN- entries with step-by-step operational procedures.
Its SKILL.md is about 4.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including reference files and assets (for example `assets/run-template.md`, `references/examples.md` and `references/incident-response.md`).
It sits in DevOps & Cloud, covering Runbooks and postmortems, PRD writing and Incident response. The repository describes itself as: PRD-Led Context Engineering — Memory as Infrastructure. An ontology layer for product teams building products that solve real problems — with AI agents that remember. Gated PRD… The licence is MIT.
10 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 30ed1b0. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadWriteEditGlobGrepBashFrom allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
gitFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Prd V08 Runbook Creation loads about 4.5k tokens when it runs, and up to ~18k if it reads all its reference files. Until then it costs about 104 tokens; SKILL.md has 924 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check noted patterns worth knowing about, such as sudo or a known installer.
allowed-tools: Read, Write, Edit, Glob, Grep, BashAutomated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from mattgierhart/PRD-driven-context-engineering at commit 30ed1b0, republished under its MIT licence (© mattgierhart). 924 words, ~4,452 tokens.
.claude/skills/prd-v08-runbook-creation/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.Position in workflow: v0.8 Release Planning → v0.8 Runbook Creation → v0.8 Monitoring Setup
Default is standard. See .claude/rules/08-skill-execution-modes.md for selection logic.
| Mode | What this skill produces |
|---|---|
| quick | 2–3 runbooks covering the top RISK-/MON- pairs |
| standard | Incident + deployment + maintenance runbooks linked to MON- and DEP-, with escalation paths |
| deep | Full matrix + drill schedule + recovery scenarios + tabletop exercise outputs |
This skill requires prior work from v0.8 Release Planning and earlier stages:
This skill assumes DEP- entries are complete with rollback procedures and post-deploy validation steps defined.
This skill creates/updates:
All RUN- entries are operational procedures, not confidence-based. They are:
Example RUN- entries:
RUN-001: Database Connection Pool Exhaustion
Category: Incident
Trigger: MON-005 alert (connection pool >90%) — from v0.8 Monitoring Setup
Owner: Backend Team
Last Tested: 2025-02-20
## Scope
- **Handles**: Connection pool saturation, slow queries causing pooling
- **Does NOT handle**: Database server crash (see RUN-010), Network failure (see RUN-011)
## Prerequisites
- [ ] Access to AWS RDS console
- [ ] PostgreSQL read credentials in LastPass
- [ ] PagerDuty access for escalation
- [ ] Datadog dashboard access (MON-005 source)
## Procedure
### Step 1: Verify Alert
Check current connection pool status:
Commands:
\`\`\`sql
SELECT count(*) FROM pg_stat_activity WHERE state = 'active';
SELECT * FROM pg_stat_activity WHERE state = 'active' ORDER BY query_start;
\`\`\`
Verification:
- [ ] Connection count ≥90% of max pool (check DEP-001 pool config)
### Step 2: Identify Problematic Queries
Find long-running or blocked queries:
Commands:
\`\`\`sql
SELECT pid, now() - pg_stat_activity.query_start AS duration, query
FROM pg_stat_activity
WHERE (now() - pg_stat_activity.query_start) > interval '5 minutes';
\`\`\`
Verification:
- [ ] At least one query identified running >5 minutes
### Step 3: Kill Problematic Queries (if safe)
Only kill queries that are clearly stuck:
Commands:
\`\`\`sql
SELECT pg_terminate_backend(pid) FROM pg_stat_activity
WHERE pid = <problematic_pid>;
\`\`\`
Verification:
- [ ] Connection count dropping within 2 minutes
- [ ] MON-005 alert resolving
### Step 4: Investigate Root Cause
- Check recent deployments (last 24h via git log)
- Review application logs for query patterns (Datadog logs)
- Check for missing indexes on recent queries
## Escalation
- **When to escalate**: Issue persists >15 minutes, data integrity concern, cannot kill queries safely
- **Who to contact**: Database Team Lead (Slack: @db-team, PagerDuty)
- **What to provide**: Timeline, queries identified, actions taken, connection count trend
## Post-Incident
- [ ] Document incident timeline (who was paged, when actions taken)
- [ ] File ticket for query optimization if needed
- [ ] Update this runbook if steps were wrong/missing
- [ ] Schedule team drill of this runbook within 1 week if escalated
Linked IDs: MON-005 (alert), DEP-001 (pool config), RISK-008 (data integrity)
---
RUN-002: Production Deployment Procedure
Category: Deployment
Trigger: Scheduled release when all DEP- criteria met
Owner: DevOps Team
Last Tested: 2025-02-18
## Scope
- **Handles**: Standard production deployments (mainline releases)
- **Does NOT handle**: Hotfix deployments (see RUN-003), Database migrations (see RUN-004), Emergency rollback (see RUN-005)
## Prerequisites
- [ ] All DEP- criteria verified
- [ ] DEP-002: All tests pass in staging
- [ ] DEP-003: No critical RISK- blockers
- [ ] DEP-004: Security review complete
- [ ] Staging deployment successful
- [ ] Release approval from Tech Lead in #deployments channel
- [ ] On-call engineer available for rollback (next 30 minutes)
## Procedure
### Step 1: Pre-Deploy Announcement
Notify stakeholders of upcoming deployment:
Commands:
\`\`\`bash
./scripts/notify-deploy.sh --env production --version v${VERSION} --channel #deployments
\`\`\`
Verification:
- [ ] Message posted to #deployments
### Step 2: Create Deployment Checkpoint
Tag current production for rollback (per DEP-003):
Commands:
\`\`\`bash
git tag -a "pre-deploy-$(date +%Y%m%d-%H%M)" -m "Checkpoint before v${VERSION}"
git push origin --tags
\`\`\`
Verification:
- [ ] Tag created and pushed to git
### Step 3: Execute Deployment
Deploy to production using CI/CD:
Commands:
\`\`\`bash
./scripts/deploy.sh --env production --version v${VERSION}
\`\`\`
Verification:
- [ ] Deployment pipeline exits with status 0
- [ ] New version visible: curl https://api.prod.example.com/health | jq .version
### Step 4: Post-Deploy Validation
Run smoke tests (per DEP-004):
Commands:
\`\`\`bash
./scripts/smoke-test.sh --env production --suite critical
\`\`\`
Verification:
- [ ] All smoke tests pass
- [ ] Manual spot-check: key UJ- flows work (test signup, login, create report)
- [ ] Error rate within baseline: curl https://api.prod.example.com/metrics | jq .error_rate_5m
### Step 5: Monitor for 30 Minutes
Watch dashboards for anomalies:
Verification:
- [ ] No new critical/warning alerts (check Datadog/Slack #alerts)
- [ ] Latency (MON-001) within normal range (<500ms p95)
- [ ] Error rate (MON-002) within baseline (<0.5%)
- [ ] Business metrics dashboard shows expected traffic
## Escalation
- **When to escalate**: Smoke tests fail, error rate >2%, user reports critical issue, latency >2s
- **Who to contact**: On-call engineer (PagerDuty), then Tech Lead
- **What to provide**: Version deployed, failure mode, logs from Datadog, timeline
## Post-Deployment
- [ ] Post deployment success to #deployments
- [ ] Update deployment log in runbook folder
- [ ] If issues: Escalate and execute RUN-005 (emergency rollback)
Linked IDs: DEP-001/002/003/004 (release criteria), RUN-005 (emergency rollback)A runbook is not documentation—it is operational insurance. When systems fail at 3 AM, the runbook is the difference between 5-minute recovery and 5-hour chaos.
| Category | Purpose | Trigger |
|---|---|---|
| Incident Response | Handle production issues | Alert fires, user reports |
| Deployment | Execute release procedures | Scheduled release |
| Maintenance | Regular operational tasks | Scheduled windows |
| Recovery | Restore from failures | Disaster scenario |
| Escalation | Route to right people | Issue beyond capability |
Identify critical scenarios
Map each scenario to a runbook
Document step-by-step procedures
Define escalation paths
Add verification steps
Create RUN- entries with full traceability
RUN-XXX: [Runbook Title]
Category: [Incident | Deployment | Maintenance | Recovery | Escalation]
Trigger: [What initiates this runbook]
Owner: [Team or role responsible]
Last Tested: [Date of last drill/use]
## Scope
- **Handles**: [What scenarios this covers]
- **Does NOT handle**: [Explicit exclusions]
## Prerequisites
- [ ] Access to [system/tool]
- [ ] Credentials for [service]
- [ ] Contact info for [team]
## Procedure
### Step 1: [Action Title]
[Detailed instructions]
Commands:
```bash
# Example command with placeholdersVerification:
[Detailed instructions]
[Detailed instructions]
Linked IDs: [MON-XXX, DEP-XXX, RISK-XXX related]
**Example RUN- entries:**
RUN-001: Database Connection Pool Exhaustion Category: Incident Trigger: MON-005 alert (connection pool >90%) Owner: Backend Team Last Tested: 2025-01-15
Check current connection pool status:
Commands:
SELECT count(*) FROM pg_stat_activity WHERE state = 'active';
SELECT * FROM pg_stat_activity WHERE state = 'active' ORDER BY query_start;Verification:
Find long-running or blocked queries:
Commands:
SELECT pid, now() - pg_stat_activity.query_start AS duration, query
FROM pg_stat_activity
WHERE (now() - pg_stat_activity.query_start) > interval '5 minutes';Only kill queries that are clearly stuck:
Commands:
SELECT pg_terminate_backend(pid) FROM pg_stat_activity
WHERE pid = <problematic_pid>;Verification:
Linked IDs: MON-005, DEP-001, RISK-008
RUN-002: Production Deployment Procedure Category: Deployment Trigger: Scheduled release, all DEP- criteria met Owner: DevOps Team Last Tested: 2025-01-20
Notify stakeholders of upcoming deployment:
Commands:
# Post to #deployments Slack channel
./scripts/notify-deploy.sh --env production --version ${VERSION}Tag current production for rollback:
Commands:
git tag -a "pre-deploy-$(date +%Y%m%d-%H%M)" -m "Checkpoint before ${VERSION}"
git push origin --tagsDeploy to production using CI/CD:
Commands:
# Trigger production deploy pipeline
./scripts/deploy.sh --env production --version ${VERSION}Verification:
Run smoke tests and verify key flows:
Commands:
./scripts/smoke-test.sh --env productionVerification:
Watch dashboards for anomalies:
Verification:
Linked IDs: DEP-001, DEP-002, DEP-003, MON-001
## Runbook Quality Checklist
For each runbook, verify:
| Criterion | Question | Pass? |
|-----------|----------|-------|
| **Actionable** | Can someone follow this without asking questions? | |
| **Complete** | Are all steps documented with commands? | |
| **Verifiable** | Does each step have a verification check? | |
| **Scoped** | Is it clear what this does and doesn't cover? | |
| **Escalatable** | Is the escalation path defined? | |
| **Tested** | Has this runbook been tested in a drill? | |
| **Maintained** | Is there an owner who updates it? | |
## Runbook Types by MON- Alert
Map monitoring alerts to runbooks:
| Alert Type | Runbook | Response Time |
|------------|---------|---------------|
| **Critical** | Dedicated incident RUN- | <5 min |
| **Warning** | Shared investigation RUN- | <30 min |
| **Info** | Reference documentation | Next business day |
## Common Procedures to Document
| Category | Must-Have Runbooks |
|----------|-------------------|
| **Incident** | Service down, Performance degradation, Security incident |
| **Deployment** | Standard release, Hotfix, Rollback |
| **Maintenance** | Database backup, Log rotation, Certificate renewal |
| **Recovery** | Data restore, Failover, Service restart |
## Anti-Patterns
| Pattern | Signal | Fix |
|---------|--------|-----|
| **Too vague** | "Investigate the issue" | Add specific commands and checks |
| **Too long** | 50+ step runbook | Split into focused runbooks |
| **Outdated** | References deprecated tools | Add review date, assign owner |
| **No verification** | Steps without confirmation | Add verification after each step |
| **Assuming knowledge** | "You know how to do this" | Write for someone's first day |
| **No escalation** | Dead ends with no help path | Always define escalation |
## Quality Gates
Before proceeding to Monitoring Setup:
- [ ] All critical scenarios have runbooks (RUN-)
- [ ] Each MON- alert maps to a RUN- procedure
- [ ] DEP- rollback triggers link to RUN- procedures
- [ ] RISK- high/medium entries have response runbooks
- [ ] All runbooks have owners and last-tested dates
- [ ] Escalation paths defined for all runbooks
## Downstream Connections
| Consumer | What It Uses | Example |
|----------|--------------|---------|
| **Monitoring Setup** | RUN- procedures linked from alerts | MON-001 → RUN-001 |
| **On-Call Team** | RUN- as operational reference | Night incident → RUN-001 |
| **Post-Mortems** | RUN- gaps inform improvements | "Runbook missing step" → Update RUN-001 |
| **Training** | RUN- for new engineer onboarding | Run drills using RUN-002 |
## Detailed References
- **Runbook examples by category**: See `references/runbook-examples.md`
- **RUN- entry template**: See `assets/run-template.md`
- **Incident response framework**: See `references/incident-framework.md`© mattgierhart, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 4 other files (references, assets) in .claude/skills/prd-v08-runbook-creation of mattgierhart/PRD-driven-context-engineering.
Open the folder on GitHubat commit 30ed1b0
Prd V08 Runbook Creation next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Prd V08 Runbook Creation this skillmattgierhart/PRD-driven-context-engineering | 180 | — | ~4.5k | Automated safety check: Notes | MIT | |
| Activation Governance Chaos RolloutAli-Marandi/DataSense | 107 | — | ~1.9k | Automated safety check: Pass | MIT | |
| Vpe Advisoralirezarezvani/claude-skills | 28k | — | ~3.3k | Automated safety check: Pass | MIT | |
| Docs Manualsjh941213/my-cc-harness | 125 | — | ~916 | Automated safety check: Notes | None | |
| Prepare Cloudflare Production DeploymentLubomirGeorgiev/cloudflare-workers-nextjs-saas-template | 786 | — | ~5.9k | Automated safety check: Notes | MIT | |
| Protocol Deploymentsablier-labs/evm-monorepo | 353 | — | ~3.8k | Automated safety check: Notes | Custom licence |
Ali-Marandi/DataSense
Design, validate, and govern fail-closed customer-activation automations that use an Outbox/worker pattern.
alirezarezvani/claude-skills
VP of Engineering advisory for startups: delivery throughput (DORA 4 metrics + bottleneck identification), engineering hiring funnel (sourcing → screen → onsite → offer conversion + time-to-fill +…
jh941213/my-cc-harness
Generate user manuals (Diátaxis) and operator manuals (runbooks, deployment guide, configuration reference, incident playbook).
LubomirGeorgiev/cloudflare-workers-nextjs-saas-template
Source-of-truth runbook for preparing this Vinext Cloudflare Workers SaaS template for production deployment.
sablier-labs/evm-monorepo
Deploy Sablier protocols to a new EVM chain. An agent skill from sablier-labs/evm-monorepo.
pigweed-project/pigweed
Pigweed oncall rotation runbooks and maintenance workflows (such as rolling CIPD client tools for b/315378787).
mattgierhart/PRD-driven-context-engineering
Validates gate criteria before PRD lifecycle advancement by delegating to the readiness scoring pipeline (scripts/readiness.py).
mattgierhart/PRD-driven-context-engineering
Extracts durable insights from temp/ files to SoT during EPIC Phase E.
mattgierhart/PRD-driven-context-engineering
Validates and registers new SoT IDs with cross-reference integrity.
mattgierhart/PRD-driven-context-engineering
Creates new Source of Truth (SoT) files when existing templates don't fit your needs.
mattgierhart/PRD-driven-context-engineering
Transform vague product ideas into evidence-anchored problem statements for PRD v0.1 Spark.
mattgierhart/PRD-driven-context-engineering
Transform validated pain points into articulated user value statements for PRD v0.1 Spark.
Categories
Create operational playbooks for incident response, deployments, and maintenance during PRD v0.8 Deployment & Ops. Prd V08 Runbook Creation is an agent skill from mattgierhart/PRD-driven-context-engineering.8 Deployment & Ops.
Prd V08 Runbook Creation fits situations like: requests to create runbooks; document procedures; user asks how do we handle incidents?; operational procedures.
Run `npx skills add mattgierhart/PRD-driven-context-engineering --skill prd-v08-runbook-creation -a claude-code`. Or copy the skill folder (.claude/skills/prd-v08-runbook-creation in mattgierhart/PRD-driven-context-engineering) into .claude/skills/prd-v08-runbook-creation in your project. Claude Code loads it when a task matches its description.
Run `npx skills add mattgierhart/PRD-driven-context-engineering --skill prd-v08-runbook-creation -a codex`. Or copy the skill folder (.claude/skills/prd-v08-runbook-creation in mattgierhart/PRD-driven-context-engineering) into .agents/skills/prd-v08-runbook-creation in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add mattgierhart/PRD-driven-context-engineering --skill prd-v08-runbook-creation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/prd-v08-runbook-creation, .gemini/skills/prd-v08-runbook-creation, .github/skills/prd-v08-runbook-creation and .opencode/skills/prd-v08-runbook-creation in your project.
Going by SKILL.md and its folder, Prd V08 Runbook Creation needs the command-line tools its instructions call (git). Its frontmatter pre-approves these tools: Read, Write, Edit, Glob, Grep, Bash.
SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Prd V08 Runbook Creation is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 4.5k tokens (SKILL.md is roughly 18k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 14k tokens, read only when the agent opens those files.
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mattgierhart (a GitHub user) maintains it in mattgierhart/PRD-driven-context-engineering, which has 180 GitHub stars. The repository holds 45 skills in this directory. The repository was last updated on August 31, 2026.
Source: mattgierhart/PRD-driven-context-engineering on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.