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.
Runtime self-diagnosis knowledge: database layout, observability APIs, timeout hierarchy, restart procedure, failure replay.
Install Self Ops
$ npx skills add spytensor/openmozi --skill self-ops -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install spytensor/openmozi self-ops --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/spytensor/openmozi.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/self-ops .claude/skills/self-ops && 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 "self-ops" agent skill from https://github.com/spytensor/openmozi/tree/main/skills/self-ops into .claude/skills/self-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-ops", 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/spytensor/openmozi/tree/main/skills/self-opsType 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 spytensor/openmozi --skill self-ops -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install spytensor/openmozi self-ops --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/spytensor/openmozi.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/self-ops .agents/skills/self-ops && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "self-ops" agent skill from https://github.com/spytensor/openmozi/tree/main/skills/self-ops into .agents/skills/self-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-ops", 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 spytensor/openmozi --skill self-ops -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install spytensor/openmozi self-ops --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/spytensor/openmozi.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/self-ops .cursor/skills/self-ops && 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 "self-ops" agent skill from https://github.com/spytensor/openmozi/tree/main/skills/self-ops into .cursor/skills/self-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-ops", 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/spytensor/openmozi.git --path skills/self-ops--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 spytensor/openmozi --skill self-ops -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install spytensor/openmozi self-ops --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/spytensor/openmozi.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/self-ops .gemini/skills/self-ops && 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 "self-ops" agent skill from https://github.com/spytensor/openmozi/tree/main/skills/self-ops into .gemini/skills/self-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-ops", 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 spytensor/openmozi self-opsInstalls 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 spytensor/openmozi --skill self-ops -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/spytensor/openmozi.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/self-ops .github/skills/self-ops && 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 "self-ops" agent skill from https://github.com/spytensor/openmozi/tree/main/skills/self-ops into .github/skills/self-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-ops", 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 spytensor/openmozi --skill self-ops -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install spytensor/openmozi self-ops --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/spytensor/openmozi.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/self-ops .opencode/skills/self-ops && 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 "self-ops" agent skill from https://github.com/spytensor/openmozi/tree/main/skills/self-ops into .opencode/skills/self-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-ops", 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.
Facts
- Skill name
self-ops- GitHub stars
- 439
- Token cost
- ~767 tokens
- SKILL.md length
- 311 words
- Files
- 1
- Skills in repo
- 13
- Repo updated
- First seen
- Licence
- MIT
At a glance
Runtime self-diagnosis knowledge: database layout, observability APIs, timeout hierarchy, restart procedure, failure replay.
- The user asks to debug this runtime itself — inspect its database
- SKILL.md covers Database, Observability, Timeout Hierarchy and Process Management, plus 1 more section
- Calls pnpm
- Prompt snapshots
What it does
Self Ops is an agent skill from spytensor/openmozi. Runtime self-diagnosis knowledge: database layout, observability APIs, timeout hierarchy, restart procedure, failure replay. Use when the user asks to debug this runtime itself — inspect its database, traces, prompt snapshots, timeouts, service health, or configuration.
Its SKILL.md is about 770 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in DevOps & Cloud, covering Observability. The repository describes itself as: A custom Agent OS built to be hackable, heavily inspired by OpenClaw. The licence is MIT.
When your agent uses it
- The user asks to debug this runtime itself — inspect its database
- Prompt snapshots
Example prompts
- “/self-ops”
What it can do on your machine
Read from SKILL.md and the folder at commit ac46df0. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
Shell commands in SKILL.md call:
pnpm
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use pnpm, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Self Ops loads about 767 tokens when it runs. Until then it costs about 70 tokens; SKILL.md has 311 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.
Safety
Auto-check passed
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.
SKILL.md
The full file from spytensor/openmozi at commit ac46df0, republished under its MIT licence (© spytensor). 311 words, ~767 tokens.
Download SKILL.mdSave it as
.claude/skills/self-ops/SKILL.md (or your agent's skills folder).- name
- self-ops
- description
- Runtime self-diagnosis knowledge: database layout, observability APIs, timeout hierarchy, restart procedure, failure replay. Use when the user asks to debug this runtime itself — inspect its database, traces, prompt snapshots, timeouts, service health, or configuration.
- version
- 1.0.0
- category
- system
- user-invocable
- true
- metadata.priority
- 50
Runtime Self-Ops
Knowledge for diagnosing and operating this runtime. Verify claims with tools before reporting — never say "database is empty" without querying it.
Database
- Location:
~/.mozi/data/mozi.db(SQLite, WAL mode). But do not assume~/.moziis the active home — check/api/healthfor the realmozi_home. - Inspect:
shell_exec('sqlite3 ~/.mozi/data/mozi.db ".tables"'). - Key tables:
skill_versions,agent_registry,memory_facts,conversations,tasks,event_log,turn_traces,tool_spans,prompt_snapshots,system_state. - Startup sequence: config load → DB init → migrations → bootstrap → workspace skills → channels. Schema evolution must stay additive for legacy DBs.
Observability
- Every turn has a persistent
trace_idinturn_traces; each tool call writes a span intool_spans. - Prompt snapshots are captured per turn into
prompt_snapshots(context slot breakdown, tool set, token budgets) and auto-pruned. - Dashboard APIs:
/api/dashboard/modelsfor model dimensions;/api/dashboard/slo?period=day|week|month&tenantId=...&model=...for success rate, latency, failure categories, cost, and recent traces/spans. - The failure replay harness can export a fixture by
trace_idand generate a regression test skeleton. - Anchor reliability explanations to concrete trace IDs and span failures, not generic summaries.
Timeout Hierarchy
Timeouts are nested; inner fires before outer:
- Tool SLA: per-tool execution timeout (default 60s,
tel.tools). - LLM call: single inference timeout (
tools.loops.llm_call_timeout_ms, default 300s). For CLI-pipe providers this covers the full agent turn. - Turn timeout: end-to-end loop runtime per turn
(
tools.loops.max_elapsed_ms, default 600s), checked between iterations. - Channel timeout: channel-level guard (e.g.
telegram.interactive_turn_timeout_ms, default 600s).
Process Management
- Restart ONLY via the
restart_selftool. NEVER viashell_execwithpnpm mozi stop/start/restart— that kills your own process and leaves the runtime offline. - Runtime service state:
/api/runtime/servicefor installed/enabled/active status. Do not infer always-on behavior from the presence of a plist/unit path. - Token budgets are model-aware and auto-compact at watermarks; oversized output requests are clamped before dispatch.
Reading Own Source
- Source code (read-only) lives under the runtime project root; workspace is the read-write area. Never confuse them.
- To change own code: copy the file to workspace, edit there, then apply back
with shell_exec (
cp/git).
© spytensor, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/self-ops of spytensor/openmozi.
Open the folder on GitHubat commit ac46df0
Compare with similar skills
Self Ops 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 |
|---|---|---|---|---|---|---|
| Self Ops this skillspytensor/openmozi | 439 | — | ~767 | Automated safety check: Pass | MIT | |
| Vercel Optimize Auditvercel-labs/agent-skills | 32k | 8 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 |
Similar skills
- Official
Kubeshark Installer
kubeshark/kubeshark
Installs and configures Kubeshark on a Kubernetes cluster, choosing between the quick CLI path and a Helm install with custom values.
Kubeshark KFL2 Filter Reference
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 ServiceMesh Manager
kubesphere/kubesphere
Installs, checks and troubleshoots the KubeSphere ServiceMesh extension (Istio, Kiali, Jaeger), including grayscale release, sidecar injection, topology and tracing issues.
Kubernetes Network Root Cause Analysis
kubeshark/kubeshark
Investigates past Kubernetes incidents from Kubeshark traffic snapshots: takes captures, dissects API calls, extracts PCAPs and compares traffic over time.
Caveman Gateway Setup
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.
More from spytensor/openmozi
All 13 skills in this repoCommit
spytensor/openmozi
Smart commit: bump version, find related issues, commit with Co-authored-by, push.
Pipeline
spytensor/openmozi
Full development pipeline: create GitHub issue, plan, implement with agent team, verify (build+test), commit, push, close issue.
Skill Authoring
spytensor/openmozi
How to install a skill package a user hands over (.skill/.zip/.tar.gz), and how to write a new skill into this runtime so it is listed, enabled and usable.
Coding Agent
spytensor/openmozi
Structured coding workflow: read, plan, implement, test, verify
Research Workflow
spytensor/openmozi
Structured research workflow: decompose the question, search in parallel, cross-verify sources, synthesize with citations.
Creative Writing
spytensor/openmozi
Creative content workflow: brief, research, outline, draft, refine.
Related
Categories
Questions about Self Ops
What does Self Ops do?
Runtime self-diagnosis knowledge: database layout, observability APIs, timeout hierarchy, restart procedure, failure replay. Self Ops is an agent skill from spytensor/openmozi. Runtime self-diagnosis knowledge: database layout, observability APIs, timeout hierarchy, restart procedure, failure replay.
When should I use Self Ops?
Self Ops fits situations like: the user asks to debug this runtime itself — inspect its database; prompt snapshots.
How do I install Self Ops in Claude Code?
Run `npx skills add spytensor/openmozi --skill self-ops -a claude-code`. Or copy the skill folder (skills/self-ops in spytensor/openmozi) into .claude/skills/self-ops in your project. Claude Code loads it when a task matches its description.
How do I install Self Ops in Codex?
Run `npx skills add spytensor/openmozi --skill self-ops -a codex`. Or copy the skill folder (skills/self-ops in spytensor/openmozi) into .agents/skills/self-ops in your project. Codex loads it when a task matches its description.
Can I use Self Ops in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add spytensor/openmozi --skill self-ops -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/self-ops, .gemini/skills/self-ops, .github/skills/self-ops and .opencode/skills/self-ops in your project.
What does Self Ops need to run?
Going by SKILL.md and its folder, Self Ops needs the command-line tools its instructions call (pnpm).
Does Self Ops access the network?
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.
Is Self Ops safe to install?
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.
What licence does Self Ops use?
Self Ops is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Self Ops use?
About 767 tokens (SKILL.md is roughly 3.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Self Ops?
Skills that share tags, products or a category with Self Ops: 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.
Who maintains Self Ops?
spytensor (a GitHub user) maintains it in spytensor/openmozi, which has 439 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on August 7, 2026.
Source: spytensor/openmozi on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.