Vpe Advisor
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 +…
Design, validate, and govern fail-closed customer-activation automations that use an Outbox/worker pattern.
$ npx skills add Ali-Marandi/DataSense --skill activation-governance-chaos-rollout -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Ali-Marandi/DataSense activation-governance-chaos-rollout --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/Ali-Marandi/DataSense.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/activation-governance-chaos-rollout .claude/skills/activation-governance-chaos-rollout && 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 "activation-governance-chaos-rollout" agent skill from https://github.com/Ali-Marandi/DataSense/tree/main/skills/activation-governance-chaos-rollout into .claude/skills/activation-governance-chaos-rollout/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "activation-governance-chaos-rollout", 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/Ali-Marandi/DataSense/tree/main/skills/activation-governance-chaos-rolloutType 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 Ali-Marandi/DataSense --skill activation-governance-chaos-rollout -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Ali-Marandi/DataSense activation-governance-chaos-rollout --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ali-Marandi/DataSense.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/activation-governance-chaos-rollout .agents/skills/activation-governance-chaos-rollout && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "activation-governance-chaos-rollout" agent skill from https://github.com/Ali-Marandi/DataSense/tree/main/skills/activation-governance-chaos-rollout into .agents/skills/activation-governance-chaos-rollout/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "activation-governance-chaos-rollout", 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 Ali-Marandi/DataSense --skill activation-governance-chaos-rollout -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Ali-Marandi/DataSense activation-governance-chaos-rollout --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ali-Marandi/DataSense.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/activation-governance-chaos-rollout .cursor/skills/activation-governance-chaos-rollout && 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 "activation-governance-chaos-rollout" agent skill from https://github.com/Ali-Marandi/DataSense/tree/main/skills/activation-governance-chaos-rollout into .cursor/skills/activation-governance-chaos-rollout/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "activation-governance-chaos-rollout", 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/Ali-Marandi/DataSense.git --path skills/activation-governance-chaos-rollout--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 Ali-Marandi/DataSense --skill activation-governance-chaos-rollout -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Ali-Marandi/DataSense activation-governance-chaos-rollout --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ali-Marandi/DataSense.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/activation-governance-chaos-rollout .gemini/skills/activation-governance-chaos-rollout && 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 "activation-governance-chaos-rollout" agent skill from https://github.com/Ali-Marandi/DataSense/tree/main/skills/activation-governance-chaos-rollout into .gemini/skills/activation-governance-chaos-rollout/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "activation-governance-chaos-rollout", 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 Ali-Marandi/DataSense activation-governance-chaos-rolloutInstalls 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 Ali-Marandi/DataSense --skill activation-governance-chaos-rollout -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Ali-Marandi/DataSense.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/activation-governance-chaos-rollout .github/skills/activation-governance-chaos-rollout && 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 "activation-governance-chaos-rollout" agent skill from https://github.com/Ali-Marandi/DataSense/tree/main/skills/activation-governance-chaos-rollout into .github/skills/activation-governance-chaos-rollout/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "activation-governance-chaos-rollout", 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 Ali-Marandi/DataSense --skill activation-governance-chaos-rollout -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Ali-Marandi/DataSense activation-governance-chaos-rollout --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ali-Marandi/DataSense.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/activation-governance-chaos-rollout .opencode/skills/activation-governance-chaos-rollout && 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 "activation-governance-chaos-rollout" agent skill from https://github.com/Ali-Marandi/DataSense/tree/main/skills/activation-governance-chaos-rollout into .opencode/skills/activation-governance-chaos-rollout/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "activation-governance-chaos-rollout", 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.
activation-governance-chaos-rolloutDesign, validate, and govern fail-closed customer-activation automations that use an Outbox/worker pattern.
Activation Governance Chaos Rollout is an agent skill from Ali-Marandi/DataSense. Design, validate, and govern fail-closed customer-activation automations that use an Outbox/worker pattern. Use for activation triggers, consent and policy gates, transactional Outbox delivery, circuit breakers, kill switches, chaos validation, limited-production rollout gates, on-call runbooks, and security sign-off packages.
Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including reference files (for example `references/chaos-scenario-matrix.md`, `references/limited-rollout-thresholds.md` and `templates/scenario_evidence_card.md`).
It sits in DevOps & Cloud, covering Deployment, Runbooks and postmortems and Incident response. The repository describes itself as: Advanced Data Analysis and Visualization Platform. The licence is MIT.
6 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit b9a67f8. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
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.
Activation Governance Chaos Rollout loads about 1.9k tokens when it runs, and up to ~3.1k if it reads all its reference files. Until then it costs about 91 tokens; SKILL.md has 883 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 found no risky patterns in SKILL.md.
Automated 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 Ali-Marandi/DataSense at commit b9a67f8, republished under its MIT licence (© Ali-Marandi). 883 words, ~1,904 tokens.
.claude/skills/activation-governance-chaos-rollout/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.Use this skill when an automation can create an external customer effect and must be governed by policy, consent, recipient verification, transactional delivery, or production rollout gates. Apply it to systems using an Outbox, retries, DLQ, worker leases, Alertmanager, Kubernetes, or staged releases.
Do not use it to send customer messages, enable a real provider, operate production Kubernetes, or treat a design document as deployment evidence.
suppressed outcome with no external call.Read the implementation, schema, worker, metrics, deployment manifests, existing tests, and release runbooks. Create a scenario register using templates/scenario_evidence_card.md.
Classify each scenario precisely:
| Status | Meaning |
|---|---|
PASS — model | Deterministic in-memory/unit evidence only. |
PARTIAL | Some implementation or test exists; acceptance criterion is incomplete. |
NOT RUN | Design intent exists but no executable evidence. |
PASS — staging | Isolated, non-production, integration/staging execution has complete evidence. |
FAIL | An invariant or acceptance criterion did not hold. |
Do not generalize a model PASS to staging or production readiness.
Specify event classes, allowed channels, circuit states, state-transition authority, and expected suppression reason codes. Use the default state model below unless the project has a stricter one:
| State | External delivery | Transition rule |
|---|---|---|
CLOSED | Allowed only after all gates pass. | Critical lag/policy breach/kill condition opens circuit. |
OPEN | Forbidden; suppress. | May move to Half-Open only with evidence and approval. |
HALF_OPEN | Fixed low-rate canary only. | Any unexpected failure returns to Open. |
MANUAL_KILL | Forbidden; suppress. | Authorized human recovery only after incident review. |
UNKNOWN | Forbidden; suppress. | Restore trusted state and obtain approval. |
Require a signed or mTLS-protected alert/controller input. Prometheus or an untrusted webhook must not directly gain permission to close a circuit or patch a deployment.
For each PARTIAL or NOT RUN scenario, define the missing control, a synthetic fault injection, assertions for external-effect count/final state/audit/metrics, the required environment and reviewer, and the precise artifact required for PASS.
Read references/chaos-scenario-matrix.md for baseline scenario families and references/limited-rollout-thresholds.md for operational gates. Prioritize consent, tenant isolation, policy availability, signed controller input, execution idempotency, and kill-switch behavior before capacity or growth tests.
Run in this order:
Every staging command must require an environment allow-list and an explicit --confirm-nonprod-style acknowledgement. A missing acknowledgement must exit non-zero.
Before enabling a cohort, verify kill switch, circuit audit, worker health, dashboard scrape, rollback target, pager routing, current policy version, and named on-call owners. Treat a compliance violation, slow revocation, critical Outbox lag, or worker unavailability as a safety event; pause external delivery before optimizing recovery.
Use the threshold reference only as an initial cohort baseline. Calibrate it after sufficient stable evidence; do not declare a contractual SLO from an initial pilot.
Require a scenario evidence card, UTC timing, commit/image/policy/migration version, redacted metrics, fake-provider external-effect count, and reviewer sign-off. A critical failure, unknown circuit behavior, missing tenant isolation evidence, or unexecuted critical scenario blocks broad rollout.
| Decision | Minimum condition |
|---|---|
| Keep internal/staging | Critical scenario has no staging evidence. |
| Limited Production | P0 scenarios are staging PASS; alert routing and Security/SRE/Privacy/Engineering/Product sign-offs exist. |
| Expand cohort | Stable operating evidence, zero open critical findings, capacity review, and recorded governance approval. |
| Broad Production | All required scenarios staging PASS, rollback drill PASS, calibrated alerts, complete CAPA closure, and formal sign-offs. |
Create or update only the artifacts needed by the project: scenario register/evidence cards, remediation/CAPA plan, security sign-off package, Limited Production on-call runbook, post-incident/validation report, and executive decision briefing.
Keep design status, executable test status, and production status visibly separate in all artifacts.
references/chaos-scenario-matrix.md when designing or validating a chaos plan.references/limited-rollout-thresholds.md when defining alerts, escalation, or release gates.templates/scenario_evidence_card.md for each test scenario.templates/security_wave_a_signoff.md for security review before activation integration is enabled.© Ali-Marandi, 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) in skills/activation-governance-chaos-rollout of Ali-Marandi/DataSense.
Open the folder on GitHubat commit b9a67f8
Activation Governance Chaos Rollout 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 |
|---|---|---|---|---|---|---|
| Activation Governance Chaos Rollout this skillAli-Marandi/DataSense | 107 | — | ~1.9k | Automated safety check: Pass | MIT | |
| Vpe Advisoralirezarezvani/claude-skills | 28k | — | ~3.3k | Automated safety check: Pass | MIT | |
| Prd V08 Runbook Creationmattgierhart/PRD-driven-context-engineering | 180 | — | ~4.5k | Automated safety check: Notes | 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 |
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 +…
mattgierhart/PRD-driven-context-engineering
Create operational playbooks for incident response, deployments, and maintenance during PRD v0.8 Deployment & Ops.
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).
Categories
Design, validate, and govern fail-closed customer-activation automations that use an Outbox/worker pattern. Activation Governance Chaos Rollout is an agent skill from Ali-Marandi/DataSense. Design, validate, and govern fail-closed customer-activation automations that use an Outbox/worker pattern.
Activation Governance Chaos Rollout fits situations like: activation triggers; consent and policy gates; transactional Outbox delivery; circuit breakers.
Run `npx skills add Ali-Marandi/DataSense --skill activation-governance-chaos-rollout -a claude-code`. Or copy the skill folder (skills/activation-governance-chaos-rollout in Ali-Marandi/DataSense) into .claude/skills/activation-governance-chaos-rollout in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Ali-Marandi/DataSense --skill activation-governance-chaos-rollout -a codex`. Or copy the skill folder (skills/activation-governance-chaos-rollout in Ali-Marandi/DataSense) into .agents/skills/activation-governance-chaos-rollout 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 Ali-Marandi/DataSense --skill activation-governance-chaos-rollout -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/activation-governance-chaos-rollout, .gemini/skills/activation-governance-chaos-rollout, .github/skills/activation-governance-chaos-rollout and .opencode/skills/activation-governance-chaos-rollout in your project.
SKILL.md names no scripts, command-line tools or credentials: Activation Governance Chaos Rollout is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Activation Governance Chaos Rollout is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.9k tokens (SKILL.md is roughly 7.6k 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 1.2k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Activation Governance Chaos Rollout: Vpe Advisor (alirezarezvani/claude-skills, 28k stars), Prd V08 Runbook Creation (mattgierhart/PRD-driven-context-engineering, 180 stars), Docs Manuals (jh941213/my-cc-harness, 125 stars) and Prepare Cloudflare Production Deployment (LubomirGeorgiev/cloudflare-workers-nextjs-saas-template, 786 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Ali-Marandi (a GitHub user) maintains it in Ali-Marandi/DataSense, which has 107 GitHub stars. The repository was last updated on September 2, 2026.
Source: Ali-Marandi/DataSense on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.