Keeper Stress Analysis
ClickHouse/ClickHouse
Analyze ClickHouse Keeper stress-test results from play.clickhouse.com / keeperstresstests data warehouse.
MUST USE when designing ClickHouse architectures, selecting between ingestion or modeling patterns, or translating best practices into workload-specific system designs.
$ npx skills add vemetric/vemetric --skill clickhouse-architecture-advisor -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install vemetric/vemetric clickhouse-architecture-advisor --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/vemetric/vemetric.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/clickhouse-architecture-advisor .claude/skills/clickhouse-architecture-advisor && 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 "clickhouse-architecture-advisor" agent skill from https://github.com/vemetric/vemetric/tree/main/.agents/skills/clickhouse-architecture-advisor into .claude/skills/clickhouse-architecture-advisor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clickhouse-architecture-advisor", 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/vemetric/vemetric/tree/main/.agents/skills/clickhouse-architecture-advisorType 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 vemetric/vemetric --skill clickhouse-architecture-advisor -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install vemetric/vemetric clickhouse-architecture-advisor --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vemetric/vemetric.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/clickhouse-architecture-advisor .agents/skills/clickhouse-architecture-advisor && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "clickhouse-architecture-advisor" agent skill from https://github.com/vemetric/vemetric/tree/main/.agents/skills/clickhouse-architecture-advisor into .agents/skills/clickhouse-architecture-advisor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clickhouse-architecture-advisor", 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 vemetric/vemetric --skill clickhouse-architecture-advisor -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install vemetric/vemetric clickhouse-architecture-advisor --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vemetric/vemetric.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/clickhouse-architecture-advisor .cursor/skills/clickhouse-architecture-advisor && 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 "clickhouse-architecture-advisor" agent skill from https://github.com/vemetric/vemetric/tree/main/.agents/skills/clickhouse-architecture-advisor into .cursor/skills/clickhouse-architecture-advisor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clickhouse-architecture-advisor", 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/vemetric/vemetric.git --path .agents/skills/clickhouse-architecture-advisor--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 vemetric/vemetric --skill clickhouse-architecture-advisor -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install vemetric/vemetric clickhouse-architecture-advisor --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vemetric/vemetric.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/clickhouse-architecture-advisor .gemini/skills/clickhouse-architecture-advisor && 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 "clickhouse-architecture-advisor" agent skill from https://github.com/vemetric/vemetric/tree/main/.agents/skills/clickhouse-architecture-advisor into .gemini/skills/clickhouse-architecture-advisor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clickhouse-architecture-advisor", 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 vemetric/vemetric clickhouse-architecture-advisorInstalls 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 vemetric/vemetric --skill clickhouse-architecture-advisor -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/vemetric/vemetric.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/clickhouse-architecture-advisor .github/skills/clickhouse-architecture-advisor && 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 "clickhouse-architecture-advisor" agent skill from https://github.com/vemetric/vemetric/tree/main/.agents/skills/clickhouse-architecture-advisor into .github/skills/clickhouse-architecture-advisor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clickhouse-architecture-advisor", 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 vemetric/vemetric --skill clickhouse-architecture-advisor -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install vemetric/vemetric clickhouse-architecture-advisor --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vemetric/vemetric.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/clickhouse-architecture-advisor .opencode/skills/clickhouse-architecture-advisor && 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 "clickhouse-architecture-advisor" agent skill from https://github.com/vemetric/vemetric/tree/main/.agents/skills/clickhouse-architecture-advisor into .opencode/skills/clickhouse-architecture-advisor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clickhouse-architecture-advisor", 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.
clickhouse-architecture-advisorMUST USE when designing ClickHouse architectures, selecting between ingestion or modeling patterns, or translating best practices into workload-specific system designs.
Clickhouse Architecture Advisor is an agent skill from vemetric/vemetric. MUST USE when designing ClickHouse architectures, selecting between ingestion or modeling patterns, or translating best practices into workload-specific system designs. Complements clickhouse-best-practices with decision frameworks and explicit provenance labels.
Its SKILL.md is about 790 tokens, which your agent loads only when the skill is triggered. The skill folder holds 17 other files (for example `AGENTS.md`, `README.md` and `examples/README.md`).
It sits in Databases, covering Data warehousing. It works with ClickHouse. The repository describes itself as: Simple, yet powerful Web- & Product Analytics. The licence is Apache-2.0.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 2352ee8. 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 (its code samples are markdown).
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.
Clickhouse Architecture Advisor loads about 791 tokens when it runs. Until then it costs about 74 tokens; SKILL.md has 272 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 vemetric/vemetric at commit 2352ee8, republished under its Apache-2.0 licence (© vemetric). 272 words, ~791 tokens.
.claude/skills/clickhouse-architecture-advisor/SKILL.md (or your agent's skills folder). This skill also uses 13 other files; get the full folder from GitHub.This skill adds workload-aware architecture decisioning on top of clickhouse-best-practices.
Official docs remain the source of truth. This skill must always prefer official ClickHouse documentation when available.
Before producing recommendations:
rules/mappings/doc_links.yaml to attach official documentationofficialderivedfieldofficialUse this when the recommendation is directly backed by official docs.
derivedUse this when the recommendation is not stated verbatim in docs but follows logically from documented ClickHouse behavior.
fieldUse this only for experience-based guidance that may be situational.
When using field, include:
rules/decision-ingestion-strategy.mdrules/decision-real-time-preaggregation.mdrules/decision-partitioning-timeseries.mdrules/decision-join-enrichment.mdrules/decision-late-arriving-upserts.mdStructure responses like this:
## Workload Summary
- workload:
- latency target:
- data shape:
- primary query patterns:
- operational constraints:
## Key Decisions
- ...
- ...
## Recommendations
### <Recommendation title>
**What**
...
**Why**
...
**How**
...
**Category**
official | derived | field
**Confidence**
high | medium | heuristic
**Source**
- doc link(s)
**Validation**
- concrete SQL, metric, or smoke testPrefer decision frameworks over generic advice. Good responses should:
See AGENTS.md for the compiled version and examples/ for sample outputs.
© vemetric, 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
SKILL.md and 13 other files in .agents/skills/clickhouse-architecture-advisor of vemetric/vemetric.
Open the folder on GitHubat commit 2352ee8
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in vemetric/vemetric, which our catalogue first saw on October 7, 2026.
Clickhouse Architecture Advisor 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 |
|---|---|---|---|---|---|---|
| Clickhouse Architecture Advisor this skillvemetric/vemetric | 395 | 2 repos | ~791 | Automated safety check: Pass | Apache-2.0 | |
| Keeper Stress AnalysisClickHouse/ClickHouse | 50k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 | |
| Perf ComparisonClickHouse/ClickHouse | 50k | — | ~3.9k | Automated safety check: Notes | Apache-2.0 | |
| Patch Release CheckClickHouse/ClickHouse | 50k | — | ~4k | Automated safety check: Notes | Apache-2.0 | |
| Decompress BinaryClickHouse/ClickHouse | 50k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Good PRsClickHouse/ClickHouse | 50k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 |
ClickHouse/ClickHouse
Analyze ClickHouse Keeper stress-test results from play.clickhouse.com / keeperstresstests data warehouse.
ClickHouse/ClickHouse
Evaluate ClickHouse performance test results from existing CI/dashboard data or local perf.py runs.
ClickHouse/ClickHouse
Check whether ClickHouse's supported versions (last 3 majors + latest LTS) have recent stable patch releases, diagnose why the scheduled AutoReleases pipeline failed, and identify which releases…
ClickHouse/ClickHouse
Extract the inner ELF from a ClickHouse self-extracting clickhouse binary, including when its architecture differs from the host (e.g.
ClickHouse/ClickHouse
Show a report of open ClickHouse PRs whose only non-green CI check is "CH Inc sync" (or that are fully green) — i.e.
ClickHouse/ClickHouse
Locally reproduce ClickHouse CI performance comparison results for a given commit.
vemetric/vemetric
A skill your agent uses when the user has tabular data (pandas DataFrame, parquet, csv, Arrow, json) and wants to filter, group, aggregate, join, or speed up slow pandas.
vemetric/vemetric
A skill your agent uses when the user wants to run SQL — especially analytical SQL — on local files (parquet/csv/json), URLs, S3 paths, or remote databases (Postgres, MySQL, MongoDB, ClickHouse…
vemetric/vemetric
MUST USE when reviewing ClickHouse schemas, queries, or configurations.
vemetric/vemetric
Write idiomatic application code with the ClickHouse Node.js client (@clickhouse/client).
vemetric/vemetric
Troubleshoot and resolve common issues with the ClickHouse Node.js client (@clickhouse/client).
Works with
Categories
MUST USE when designing ClickHouse architectures, selecting between ingestion or modeling patterns, or translating best practices into workload-specific system designs. Clickhouse Architecture Advisor is an agent skill from vemetric/vemetric. MUST USE when designing ClickHouse architectures, selecting between ingestion or modeling patterns, or translating best practices into workload-specific system designs.
Clickhouse Architecture Advisor fits situations like: designing ClickHouse architectures; selecting between ingestion; modeling patterns; translating best practices into workload-specific system designs.
Run `npx skills add vemetric/vemetric --skill clickhouse-architecture-advisor -a claude-code`. Or copy the skill folder (.agents/skills/clickhouse-architecture-advisor in vemetric/vemetric) into .claude/skills/clickhouse-architecture-advisor in your project. Claude Code loads it when a task matches its description.
Run `npx skills add vemetric/vemetric --skill clickhouse-architecture-advisor -a codex`. Or copy the skill folder (.agents/skills/clickhouse-architecture-advisor in vemetric/vemetric) into .agents/skills/clickhouse-architecture-advisor 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 vemetric/vemetric --skill clickhouse-architecture-advisor -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/clickhouse-architecture-advisor, .gemini/skills/clickhouse-architecture-advisor, .github/skills/clickhouse-architecture-advisor and .opencode/skills/clickhouse-architecture-advisor in your project.
SKILL.md names no scripts, command-line tools or credentials: Clickhouse Architecture Advisor 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.
Clickhouse Architecture Advisor is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 791 tokens (SKILL.md is roughly 3.2k 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 Clickhouse Architecture Advisor: Keeper Stress Analysis (ClickHouse/ClickHouse, 50k stars), Perf Comparison (ClickHouse/ClickHouse, 50k stars), Patch Release Check (ClickHouse/ClickHouse, 50k stars) and Decompress Binary (ClickHouse/ClickHouse, 50k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
vemetric (a GitHub organization) maintains it in vemetric/vemetric, which has 395 GitHub stars. The repository holds 6 skills in this directory. The repository was last updated on October 9, 2026.
Source: vemetric/vemetric on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.