Agent skill

Perf Analyze

by ozontech in ozontech/seq-db

One-shot profile analysis for seq-db — turns pprof profiles (and optional metrics/report) into a ranked list of concrete, profile-grounded optimization opportunities for the code.

Apache-2.0Auto-check passedAgent Workflows

Install Perf Analyze

skills CLI
$ npx skills add ozontech/seq-db --skill perf-analyze -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install ozontech/seq-db perf-analyze --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/ozontech/seq-db.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/perf-analyze .claude/skills/perf-analyze && rm -rf skills-src

Use ~/.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/

Facts

Skill name
perf-analyze
GitHub stars
133
Token cost
~422 tokens
SKILL.md length
166 words
Files
1
Skills in repo
5
Repo updated
First seen
Licence
Apache-2.0

At a glance

One-shot profile analysis for seq-db — turns pprof profiles (and optional metrics/report) into a ranked list of concrete, profile-grounded optimization opportunities for the code.

  • Works in 4 steps: Locate the artifacts. Profiles the user… → Spawn the perf-analyzer subagent (Agent… → Relay the ranked findings — the overall… → …
  • You have profiles and want to know what to optimize (e.g
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Tasks that involve Subagents

What it does

Perf Analyze is an agent skill from ozontech/seq-db. One-shot profile analysis for seq-db — turns pprof profiles (and optional metrics/report) into a ranked list of concrete, profile-grounded optimization opportunities for the code. Delegates to the perf-analyzer subagent and relays its findings. Use when you have profiles and want to know what to optimize (e.g. "analyze these CPU/heap profiles", "what's the hot path costing us?"). This proposes; it does not apply fixes.

Its SKILL.md is about 420 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 Agent Workflows, covering Subagents. The repository describes itself as: seq-db is a scalable and high-performance database designed for storing and querying logs efficiently. The licence is Apache-2.0.

When your agent uses it

  • You have profiles and want to know what to optimize (e.g
  • Tasks that involve Subagents

Example prompts

  • “analyze these CPU/heap profiles”
  • “s the hot path costing us?”
  • “/perf-analyze”

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Locate the artifacts. Profiles the user brought, or a run directory under
  2. Spawn the perf-analyzer subagent (Agent tool, `subagent_type
  3. Relay the ranked findings — the overall summary, then each hotspot with
  4. Do not apply fixes. After presenting, offer to implement a specific one on

What it can do on your machine

Read from SKILL.md and the folder at commit 70af159. 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

    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.

  • Network

    No URLs in SKILL.md.

    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

Perf Analyze loads about 422 tokens when it runs. Until then it costs about 109 tokens; SKILL.md has 166 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~109
When it runs · the whole SKILL.md, loaded when a task matches
~422

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 ozontech/seq-db at commit 70af159, republished under its Apache-2.0 licence (© ozontech). 166 words, ~422 tokens.

Download SKILL.mdSave it as .claude/skills/perf-analyze/SKILL.md (or your agent's skills folder).
name
perf-analyze
description
One-shot profile analysis for seq-db — turns pprof profiles (and optional metrics/report) into a ranked list of concrete, profile-grounded optimization opportunities for the code. Delegates to the perf-analyzer subagent and relays its findings. Use when you have profiles and want to know what to optimize (e.g. "analyze these CPU/heap profiles", "what's the hot path costing us?"). This proposes; it does not apply fixes.

perf-analyze

A one-shot, profile-grounded analysis. Delegate the heavy profile reading to the perf-analyzer subagent so the pprof output stays out of this context; you scope and relay.

(For an autonomous run → analyze → apply → measure loop, use the perf-loop skill, which drives this same subagent per iteration. Use this skill for a standalone analysis of profiles you already have.)

Steps

  1. Locate the artifacts. Profiles the user brought, or a run directory under .perf-loop/<run>/ (cpu.pprof, allocs.pprof, heap.pprof, …) plus its report.json/window.env. If there are none yet, point the user at perf-loop/scripts/stack.sh to generate a run first.

  2. Spawn the perf-analyzer subagent (Agent tool, subagent_type: "perf-analyzer") with the artifact paths, the scenario (write / search / aggregation / mixed), and a baseline run to diff against if one exists.

  3. Relay the ranked findings — the overall summary, then each hotspot with its evidence / cause / proposed change / confidence. Keep your own commentary minimal; the findings are the deliverable.

  4. Do not apply fixes. After presenting, offer to implement a specific one on request.

© ozontech, Apache-2.0. 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 .claude/skills/perf-analyze of ozontech/seq-db.

Open the folder on GitHubat commit 70af159

Compare with similar skills

Perf Analyze 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.

Perf Analyze compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Perf Analyze this skillozontech/seq-db133—~422Automated safety check: PassApache-2.0
Claude Code Agent Developmentanthropics/claude-plugins-official37k8 repos~2.8kAutomated safety check: PassApache-2.0
Subagent Driven DevelopmentAsvarox/allkaraoke26137 repos~1.2kAutomated safety check: PassNone
Dispatching Parallel Agentsultralisp/ultralisp25840 repos~1.5kAutomated safety check: PassNone
Paseo Advisor Second Opiniongetpaseo/paseo20k1 repos~756Automated safety check: PassCustom licence
Task Observerrebelytics/one-skill-to-rule-them-all3.2k1 repos~12kAutomated safety check: PassCC-BY-4.0

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Categories

Questions about Perf Analyze

What does Perf Analyze do?

One-shot profile analysis for seq-db — turns pprof profiles (and optional metrics/report) into a ranked list of concrete, profile-grounded optimization opportunities for the code. Perf Analyze is an agent skill from ozontech/seq-db. One-shot profile analysis for seq-db — turns pprof profiles (and optional metrics/report) into a ranked list of concrete, profile-grounded optimization opportunities for the code.

When should I use Perf Analyze?

Perf Analyze fits situations like: you have profiles and want to know what to optimize (e.g; tasks that involve Subagents.

How do I install Perf Analyze in Claude Code?

Run `npx skills add ozontech/seq-db --skill perf-analyze -a claude-code`. Or copy the skill folder (.claude/skills/perf-analyze in ozontech/seq-db) into .claude/skills/perf-analyze in your project. Claude Code loads it when a task matches its description.

How do I install Perf Analyze in Codex?

Run `npx skills add ozontech/seq-db --skill perf-analyze -a codex`. Or copy the skill folder (.claude/skills/perf-analyze in ozontech/seq-db) into .agents/skills/perf-analyze in your project. Codex loads it when a task matches its description.

Can I use Perf Analyze 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 ozontech/seq-db --skill perf-analyze -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/perf-analyze, .gemini/skills/perf-analyze, .github/skills/perf-analyze and .opencode/skills/perf-analyze in your project.

What does Perf Analyze need to run?

SKILL.md names no scripts, command-line tools or credentials: Perf Analyze is instructions for the agent only.

Does Perf Analyze 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 Perf Analyze 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 Perf Analyze use?

Perf Analyze is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Perf Analyze use?

About 422 tokens (SKILL.md is roughly 1.7k 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 Perf Analyze?

Skills that share tags, products or a category with Perf Analyze: Claude Code Agent Development (anthropics/claude-plugins-official, 37k stars), Subagent Driven Development (Asvarox/allkaraoke, 261 stars), Dispatching Parallel Agents (ultralisp/ultralisp, 258 stars) and Paseo Advisor Second Opinion (getpaseo/paseo, 20k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Perf Analyze?

ozontech (a GitHub organization) maintains it in ozontech/seq-db, which has 133 GitHub stars. The repository holds 5 skills in this directory. The repository was last updated on October 6, 2026.

Source: ozontech/seq-db on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.