Vercel Optimize Audit
vercel-labs/agent-skills
Runs a metrics-first audit of a deployed Vercel project, gating investigations on real signals to produce ranked, citation-backed cost and performance recommendations.
Real-time harness observability dashboard. An agent skill from SethGammon/Citadel.
$ npx skills add SethGammon/Citadel --skill dashboard -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install SethGammon/Citadel dashboard --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/SethGammon/Citadel.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/dashboard .claude/skills/dashboard && 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 "dashboard" agent skill from https://github.com/SethGammon/Citadel/tree/main/skills/dashboard into .claude/skills/dashboard/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dashboard", 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/SethGammon/Citadel/tree/main/skills/dashboardType 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 SethGammon/Citadel --skill dashboard -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install SethGammon/Citadel dashboard --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SethGammon/Citadel.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/dashboard .agents/skills/dashboard && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "dashboard" agent skill from https://github.com/SethGammon/Citadel/tree/main/skills/dashboard into .agents/skills/dashboard/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dashboard", 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 SethGammon/Citadel --skill dashboard -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install SethGammon/Citadel dashboard --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SethGammon/Citadel.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/dashboard .cursor/skills/dashboard && 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 "dashboard" agent skill from https://github.com/SethGammon/Citadel/tree/main/skills/dashboard into .cursor/skills/dashboard/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dashboard", 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/SethGammon/Citadel.git --path skills/dashboard--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 SethGammon/Citadel --skill dashboard -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install SethGammon/Citadel dashboard --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SethGammon/Citadel.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/dashboard .gemini/skills/dashboard && 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 "dashboard" agent skill from https://github.com/SethGammon/Citadel/tree/main/skills/dashboard into .gemini/skills/dashboard/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dashboard", 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 SethGammon/Citadel dashboardInstalls 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 SethGammon/Citadel --skill dashboard -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/SethGammon/Citadel.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/dashboard .github/skills/dashboard && 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 "dashboard" agent skill from https://github.com/SethGammon/Citadel/tree/main/skills/dashboard into .github/skills/dashboard/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dashboard", 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 SethGammon/Citadel --skill dashboard -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install SethGammon/Citadel dashboard --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SethGammon/Citadel.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/dashboard .opencode/skills/dashboard && 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 "dashboard" agent skill from https://github.com/SethGammon/Citadel/tree/main/skills/dashboard into .opencode/skills/dashboard/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dashboard", 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.
dashboardReal-time harness observability dashboard. An agent skill from SethGammon/Citadel.
Dashboard is an agent skill from SethGammon/Citadel. Real-time harness observability dashboard. Reads campaigns, fleet sessions, telemetry, and pending queues to present a snapshot of harness state at a glance. Invoked by /dashboard, /do status, or phrases like "what's happening" and "show activity".
Its SKILL.md is about 3.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files (for example `__benchmarks__/active-campaign.md`, `__benchmarks__/no-planning-dir.md` and `__benchmarks__/vague-status-phrase.md`).
It sits in DevOps & Cloud, covering Observability. The repository describes itself as: The operating layer for Claude Code + OpenAI Codex: persistent project memory, intent routing, safety hooks, cost telemetry, and parallel agent fleets. The licence is MIT.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit e41ff1d. 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.
Shell commands in SKILL.md call:
nodegitnpmFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use git and npm, 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.
Dashboard loads about 3.6k tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 1,381 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 SethGammon/Citadel at commit e41ff1d, republished under its MIT licence (© SethGammon). 1,381 words, ~3,562 tokens.
.claude/skills/dashboard/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub./dashboardNone required. Works with whatever state exists on disk.
Run the local dashboard implementation from the project root:
node scripts/dashboard.jsIf the package scripts are available, this equivalent command is also valid:
npm run dashboardThe script is read-only. It renders a user-facing control-plane snapshot from
.planning/, telemetry, hook config, coordination state, worktrees, and cost
data. Use the manual collection protocol below only as a fallback if the script
is missing or fails in the current project.
Read the following sources. Each is optional — if a file or directory doesn't exist, treat it as empty. Never crash on missing state.
Campaigns:
.planning/campaigns/*.mdStatus: fieldDirection: field (truncate to 60 chars)Phase N of M or ## Phase headings)- [ from the Decision Logneeds-completion and show:
node scripts/campaign.js complete <slug> --archive.planning/campaigns/,
report needs-archive and show the same archive command.review-package Exit
Evidence row is still pending, missing, or points at a missing local package,
report a repair before campaign completion:
node scripts/package-delivery.js <slug>Cost Data (two sources, prefer real):
node scripts/session-tokens.js --today and --all — reads Claude Code's native session JSONL for exact token counts.planning/telemetry/session-costs.jsonl; cost priority real_cost > override_cost > estimated_cost; group by campaign_slug, sum cost/agents/minutes, compute grand total.planning/telemetry/cost-tracker-state.json for burn rateFleet Sessions:
.planning/fleet/session-*.mdstatus: fieldwave: or wave numberagents: or agent countRecent Telemetry:
.planning/telemetry/hook-timing.jsonl (if it exists).planning/telemetry/audit.jsonl (if it exists)ts (or timestamp), hook (or event), and a
short description field. Format as relative time.Recent Hook Activity (separate from general telemetry):
.planning/telemetry/hook-timing.jsonlevent: "timing" entries: extract hook, duration_ms, timestamp (relative), and outcome (pass if no matching error in hook-errors.jsonl within 1s; block if a block entry exists)event: "counter" entries: extract metric name as the "event" column with count contextHook Overhead (timing percentiles):
.planning/telemetry/hook-timing.jsonl (if it exists)duration_ms; group by hookRoutine Quota (account-wide 15 runs / 24h cap):
.planning/telemetry/routine-runs.jsonl (if it exists){"ts": "<ISO timestamp>", "kind": "RemoteTrigger" | "CronCreate" | "ScheduleWakeup"}ts inside the last 24 hours; compare against the cap of 15docs/ROUTINE-QUOTA.md)local-watch.js, local-daemon.js, local-schedule.js) never consume quota
and must not be counted.Pending Queues:
.planning/telemetry/doc-sync-queue.jsonl where status is pending or needs-review (or 0 if missing).planning/telemetry/merge-check-queue.jsonl (or 0 if missing).planning/intake/ (or 0 if missing)Hook Value Data (for HOOKS VALUE section):
.planning/telemetry/hook-errors.jsonl (if it exists, last 200 lines)hook = "protect-files" (blocked file access)hook = "external-action-gate" (gated external actions)hook = "quality-gate" (quality violations).planning/telemetry/hook-timing.jsonl (if it exists, last 200 lines)hook = "circuit-breaker" and metric = "trips".planning/telemetry/audit.jsonl (if it exists, last 200 lines)Hook Problem Taxonomy:
.planning/telemetry/hook-errors.jsonl.protect-files blocks and hard external-action-gate blocks as
safety-block with info severity; they prove protection fired and do not
create a repair action by themselves.error and parse-fail actions as hook-failure with high
severity; these are actionable.blocked-restricted as restricted-scope-block with high
severity; this is actionable.first-encounter and consent-block from external-action-gate as
approval-needed with medium severity; this is actionable.external-action-gate approval entry has a later matching
tool-call entry in audit.jsonl, classify it as resolved-approval with
info severity; it should not create a repair action. Treat git push -u
and git push as equivalent for the same branch, and allow a small
near-simultaneous timestamp skew between hook and tool-call entries.stale-approval with low severity; it should not create a current
repair action.stale with low severity and do
not create a repair action from stale entries./telemetry repair action should appear only when actionable entries are
present. Safety blocks remain visible in PROBLEMS and HOOKS VALUE.Health:
.planning/telemetry/audit.jsonl written todayhooks array of .claude/hooks-template.json (or
.claude/hooks.json if template not present); use 0 if neither exists.claude/harness.json (Citadel's shared config path for all runtimes, including Codex) → trust object:sessions_completed, campaigns_completed counterstrust.override is set, use that and note "(override)"Convert ISO timestamps: <60s → "just now" | <60min → "{N} min ago" | <24h → "{N} hr ago" | else → "{N} days ago". Display unparseable timestamps as-is.
Output verbatim, substituting real values. Always show section headers even when content is "(none active)".
=== Citadel Dashboard ===
As of: {relative timestamp of most recent event, or "now"}
NEXT ACTION
Command: {exact command}
Why: {why this is next}
Confidence: {low | medium | high}
Repair available: {yes | no}
Runbook: {docs or skill path}
REPAIR CONSOLE
{repair|review} | {confidence} | {label}
command: {exact command}
why: {short reason}
runbook: {docs or skill path}
CAMPAIGNS
{slug}: Phase {N}/{total} — {direction, max 60 chars, ellipsis if truncated}
Last event: {most recent telemetry entry for this campaign, or "no telemetry"}
(none active)
COSTS
This session: ${cost} | {duration} min | ${rate}/min | {messages} msgs | {agents} agents
Today: ${today_total} across {today_sessions} sessions
All time: ${all_time_total} across {all_time_sessions} sessions ({data_source})
By campaign:
{slug}: ${total_cost} across {sessions} sessions ({agents} agents, {minutes} min)
_unattached: ${total_cost} across {sessions} sessions
(no cost data recorded yet)
ROUTINE QUOTA
Runs (last 24h): {N}/15
WARNING: {N} of 15 routine runs used in the last 24h. Hitting the cap pauses every routine on the account. See docs/ROUTINE-QUOTA.md.
(remote-run logging populates .planning/telemetry/routine-runs.jsonl - local runners do not consume quota)
HOOKS VALUE
Circuit breaker: {N} trips (prevented token spirals)
Quality gate: {N} violations caught pre-commit
Protect-files: {N} blocks (path traversal, secrets)
External gate: {N} actions gated
Total hook fires today: {N}
(raw facts only -- no inflated savings claims)
FLEET SESSIONS
{slug}: Wave {N} — {agent count} agents — {status}
(none active)
RECENT ACTIVITY (last 10 events)
{relative time} | {hook/event name} | {description}
(no telemetry recorded yet)
HOOK ACTIVITY (last 10 hook fires)
{relative time} | {hook name} | {duration_ms}ms | {outcome: pass/block/warn}
(no hook timing recorded yet — set CITADEL_DEBUG=true in settings.json for verbose output)
HOOK OVERHEAD (sorted by p95 descending)
hook count p50 p95 max
{hook name} {N} {N}ms {N}ms {N}ms
(no hook timing data recorded yet)
PROBLEMS
Actionable: {N} | Safety blocks: {N} | Resolved approvals: {N} | Stale: {N}
{relative time} | {severity} | {category} | {hook name} | {description}
(none recorded)
PENDING
Doc sync: {N} items queued
Merge reviews: {N} items queued
Intake items: {N} in .planning/intake/
HEALTH
Circuit breaker trips this session: {N}
Audit entries today: {N}
Hooks installed: {N}
Operator tier: {novice | familiar | trusted} ({N} sessions, {N} campaigns)
QUICK COMMANDS
/do continue — resume active campaign
/do rollback — restore last checkpoint
/telemetry — cost breakdown, hook activity, telemetry settings
/triage prs — review open PRs
/pr-watch — watch PR CI
/learn — extract patterns from last completed campaign.planning/ missing: All zeros, "(none active)"; add "Run /do setup --express to initialize."
harness.json missing or malformed: Show "not configured" for hooks count; do not crash.
Malformed campaign file: Skip it; note (N campaign file(s) skipped — malformed).
Large telemetry files: Read last 50 lines only.
Missing timestamps: Fall back to file modification time; display entry without timestamp if unavailable.
All campaigns completed: Note "No active campaigns" at top of CAMPAIGNS section.
Completed campaign still active: Show the exact node scripts/campaign.js complete <slug> --archive repair command; suggesting /do continue here is wrong because the campaign is already finished.
Campaign ready for review package: Show the exact node scripts/package-delivery.js <slug> repair command before showing campaign completion.
All fleet sessions idle: Note "No active fleet sessions" under FLEET SESSIONS.
routine-runs.jsonl missing or no runs in window: Show Runs (last 24h): 0/15 plus the one-line population hint; only show the WARNING line when more than 12 runs are counted.
Mixed state: Proceed with whatever state exists; note each missing directory inline.
Doc-sync backlog: Surface /learn --doc-sync as a repair action with skills/learn/SKILL.md as runbook.
Dirty worktree: Surface git status --short as a review action; do not suggest destructive cleanup.
Only safety blocks recorded: Show them in PROBLEMS and HOOKS VALUE, but do not surface /telemetry as NEXT ACTION.
Actionable hook problem recorded: Surface /telemetry as repair action with skills/telemetry/SKILL.md as runbook.
Disclosure: "Displaying harness dashboard. No files modified." Reversibility: green — read-only; no files modified Trust gates:
/dashboard does not produce a HANDOFF block. It is a read-only observability tool. After displaying the dashboard, wait for the next user command.
© SethGammon, 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 3 other files in skills/dashboard of SethGammon/Citadel.
Open the folder on GitHubat commit e41ff1d
Dashboard 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 |
|---|---|---|---|---|---|---|
| Dashboard this skillSethGammon/Citadel | 922 | — | ~3.6k | Automated safety check: Pass | MIT | |
| Vercel Optimize Auditvercel-labs/agent-skills | 32k | 9 repos | ~4.3k | Automated safety check: Pass | None | |
| Kubeshark Installerkubeshark/kubeshark | 12k | — | ~3.6k | Automated safety check: Notes | Apache-2.0 | |
| Kubeshark KFL2 Filter Referencekubeshark/kubeshark | 12k | — | ~3.6k | Automated safety check: Pass | Apache-2.0 | |
| KubeSphere ServiceMesh Managerkubesphere/kubesphere | 17k | — | ~2.4k | Automated safety check: Pass | Custom licence | |
| Kubernetes Network Root Cause Analysiskubeshark/kubeshark | 12k | — | ~5.3k | Automated safety check: Pass | Apache-2.0 |
vercel-labs/agent-skills
Runs a metrics-first audit of a deployed Vercel project, gating investigations on real signals to produce ranked, citation-backed cost and performance recommendations.
kubeshark/kubeshark
Installs and configures Kubeshark on a Kubernetes cluster, choosing between the quick CLI path and a Helm install with custom values.
kubeshark/kubeshark
Syntax reference for KFL2, the CEL-based display filter language used to search Kubernetes network traffic captured by Kubeshark, loaded before any filter is written.
kubesphere/kubesphere
Installs, checks and troubleshoots the KubeSphere ServiceMesh extension (Istio, Kiali, Jaeger), including grayscale release, sidecar injection, topology and tracing issues.
kubeshark/kubeshark
Investigates past Kubernetes incidents from Kubeshark traffic snapshots: takes captures, dissects API calls, extracts PCAPs and compares traffic over time.
JuliusBrussee/caveman
Routes every LLM call in a repository through the Caveman Cloud gateway in record mode, so requests and costs are measured without changing behavior.
SethGammon/Citadel
Creates new skills from the user's repeating patterns. An agent skill from SethGammon/Citadel.
SethGammon/Citadel
Cross-drive storage audit and cleanup. An agent skill from SethGammon/Citadel.
SethGammon/Citadel
Bounded foreground repetition for the current session. An agent skill from SethGammon/Citadel.
SethGammon/Citadel
GitHub issue and PR investigator. An agent skill from SethGammon/Citadel.
SethGammon/Citadel
File sentinel that monitors the working directory for changes and marker comments, then auto-triggers appropriate skills.
SethGammon/Citadel
Autonomous multi-session campaign agent. An agent skill from SethGammon/Citadel.
Categories
Real-time harness observability dashboard. An agent skill from SethGammon/Citadel. Dashboard is an agent skill from SethGammon/Citadel. Real-time harness observability dashboard.
Dashboard fits situations like: tasks that involve Observability.
Run `npx skills add SethGammon/Citadel --skill dashboard -a claude-code`. Or copy the skill folder (skills/dashboard in SethGammon/Citadel) into .claude/skills/dashboard in your project. Claude Code loads it when a task matches its description.
Run `npx skills add SethGammon/Citadel --skill dashboard -a codex`. Or copy the skill folder (skills/dashboard in SethGammon/Citadel) into .agents/skills/dashboard 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 SethGammon/Citadel --skill dashboard -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/dashboard, .gemini/skills/dashboard, .github/skills/dashboard and .opencode/skills/dashboard in your project.
Going by SKILL.md and its folder, Dashboard needs the command-line tools its instructions call (node, git and npm).
SKILL.md contains no URLs. Its commands use git and npm, 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 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.
Dashboard is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.6k tokens (SKILL.md is roughly 14k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Dashboard: Vercel Optimize Audit (vercel-labs/agent-skills, 32k stars), Kubeshark Installer (kubeshark/kubeshark, 12k stars), Kubeshark KFL2 Filter Reference (kubeshark/kubeshark, 12k stars) and KubeSphere ServiceMesh Manager (kubesphere/kubesphere, 17k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
SethGammon (a GitHub user) maintains it in SethGammon/Citadel, which has 922 GitHub stars. The repository holds 48 skills in this directory. The repository was last updated on October 1, 2026.
Source: SethGammon/Citadel on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.