Chdb Datastore
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.
Check whether a diff is safe to deploy — schema changes that break the currently running code, blocking DDL, renaming or moving background task actors while jobs are in flight, queue priority, cron…
$ npx skills add polarsource/polar --skill ship-safety -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install polarsource/polar ship-safety --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/polarsource/polar.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/ship-safety .claude/skills/ship-safety && 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 "ship-safety" agent skill from https://github.com/polarsource/polar/tree/main/.agents/skills/ship-safety into .claude/skills/ship-safety/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ship-safety", 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/polarsource/polar/tree/main/.agents/skills/ship-safetyType 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 polarsource/polar --skill ship-safety -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install polarsource/polar ship-safety --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/polarsource/polar.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/ship-safety .agents/skills/ship-safety && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ship-safety" agent skill from https://github.com/polarsource/polar/tree/main/.agents/skills/ship-safety into .agents/skills/ship-safety/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ship-safety", 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 polarsource/polar --skill ship-safety -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install polarsource/polar ship-safety --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/polarsource/polar.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/ship-safety .cursor/skills/ship-safety && 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 "ship-safety" agent skill from https://github.com/polarsource/polar/tree/main/.agents/skills/ship-safety into .cursor/skills/ship-safety/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ship-safety", 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/polarsource/polar.git --path .agents/skills/ship-safety--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 polarsource/polar --skill ship-safety -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install polarsource/polar ship-safety --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/polarsource/polar.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/ship-safety .gemini/skills/ship-safety && 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 "ship-safety" agent skill from https://github.com/polarsource/polar/tree/main/.agents/skills/ship-safety into .gemini/skills/ship-safety/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ship-safety", 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 polarsource/polar ship-safetyInstalls 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 polarsource/polar --skill ship-safety -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/polarsource/polar.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/ship-safety .github/skills/ship-safety && 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 "ship-safety" agent skill from https://github.com/polarsource/polar/tree/main/.agents/skills/ship-safety into .github/skills/ship-safety/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ship-safety", 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 polarsource/polar --skill ship-safety -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install polarsource/polar ship-safety --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/polarsource/polar.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/ship-safety .opencode/skills/ship-safety && 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 "ship-safety" agent skill from https://github.com/polarsource/polar/tree/main/.agents/skills/ship-safety into .opencode/skills/ship-safety/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ship-safety", 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.
ship-safetyCheck whether a diff is safe to deploy — schema changes that break the currently running code, blocking DDL, renaming or moving background task actors while jobs are in flight, queue priority, cron…
Ship Safety is an agent skill from polarsource/polar. Check whether a diff is safe to deploy — schema changes that break the currently running code, blocking DDL, renaming or moving background task actors while jobs are in flight, queue priority, cron catch-up, locking, batch size, and whether the change should be split into more than one PR. Use before merging a PR that touches migrations, tasks.py, models, or removes an endpoint.
Its SKILL.md is about 1.4k 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 Data & Analytics, covering Scheduled and recurring tasks and DataFrames. The repository describes itself as: Polar — A billing platform for the intelligence era. The licence is MIT.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 71c1ac6. 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.
Ship Safety loads about 1.4k tokens when it runs. Until then it costs about 98 tokens; SKILL.md has 725 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 polarsource/polar at commit 71c1ac6, republished under its MIT licence (© polarsource). 725 words, ~1,399 tokens.
.claude/skills/ship-safety/SKILL.md (or your agent's skills folder).The handle is the diff. The evidence is what breaks between the moment this merges and the moment it is fully deployed.
Every check here is about that gap. Polar does not deploy atomically: migrations run first, the API deploys before the workers, the old frontend can be live against the new backend, and the queues already hold jobs enqueued under the old names. Code that is correct in its final state can still take production down on the way there.
Diffs touching server/migrations/versions/, **/tasks.py, polar/models/,
server/scripts/; or that remove or rename an endpoint; or that span server/ and clients/
with a dependency between them.
Owned elsewhere. ADR-0006 covers the migration rules — lock timeout (5s for lock-taking
DDL, 5min for CREATE INDEX CONCURRENTLY), nullable → batched run_batched_update script →
NOT NULL across separate PRs, the unconditional UPDATE in the enforce migration, and keeping
migration PRs isolated from code. CI enforces it with the
Migration Isolation Check. adr-check reports violations; do not restate ADR-0006 here.
Reinvented helpers → reuse-check. Billing-specific lock and cycle rules → billing-review.
What is left for you is everything ADR-0006 does not say.
ADR-0006 stops code shipping ahead of its schema. The reverse still bites: between the migration and the new code, the old code runs against the new schema.
Ask of every schema change: is the currently-deployed code still correct against this?
postgresql_concurrently=True for an index on a large table, with the migration outside a
transaction. Size is not the test: a concurrent build waits for every concurrent transaction in
the database, so it is slow on a busy database even when the table is empty. Flag any
CONCURRENTLY still carrying the template's 5s timeout — that is a failed deploy, not a
fast-fail (ADR-0006).CHECK ... NOT VALID then VALIDATE CONSTRAINT, so
Postgres skips the full-table lock. On a small table this is ceremony — say which you think
applies.ondelete="restrict".When the PR merges, the queues hold jobs enqueued by the old code.
actor_name
and finds nothing. Sequence: add order.invoice.v2, start enqueueing it, deploy, wait for
the old queue to drain, then remove the old actor and swap the name back. Moving an actor to
a different queue is the same problem.TaskPriority.HIGH is checkout-path only. Analytics, exports and
backfills go LOW. Slow work on HIGH starves checkout.cron_trigger needs an answer for a missed run. A catch-up loop that
walks forward through skipped periods usually computes state wrong; prefer an invariant
alert that the run did not happen.max_retries=0 must be deliberate.with_for_update belongs in the task or service that owns the unit of work, not
inside a processor-specific helper. Every lock needs an answer to what releases this if the
process dies?Flag for splitting when the diff:
## Ship Safety
### 🔴 Blocking
- `file:line` — <what breaks, in which window>. Fix: <fix>
### 🟠 Should fix
- `file:line` — <what happens under load>. Fix: <fix>
### 🟡 Question
- `file:line` — <question, including "split this PR?">
### Notes
- run before merge: <script path, or none>
- manual step after deploy: <e.g. "remove order.invoice v1 after 4h", or none>
### Verdict
✅ Safe to ship | ❌ n blocking, n should-fixFill in Notes even when the verdict is green. A required script run that is not written down is a required script run that does not happen.
© polarsource, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .agents/skills/ship-safety of polarsource/polar.
Open the folder on GitHubat commit 71c1ac6
Ship Safety 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 |
|---|---|---|---|---|---|---|
| Ship Safety this skillpolarsource/polar | 10k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Chdb Datastorevemetric/vemetric | 395 | 2 repos | ~1.4k | Automated safety check: Pass | Apache-2.0 | |
| CSV Data Summarizercoffeefuelbump/csv-data-summarizer-claude-skill | 468 | 2 repos | ~1.4k | Automated safety check: Pass | None | |
| Pandas ProJeffallan/claude-skills | 12k | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Paper FiguresEvoScientist/EvoSkills | 476 | 1 repos | ~4.4k | Automated safety check: Pass | Apache-2.0 | |
| Python Executorcortega26/chile-hub | 113 | 2 repos | ~1.5k | Automated safety check: Pass | MIT |
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.
coffeefuelbump/csv-data-summarizer-claude-skill
Analyzes CSV files, generates summary stats, and plots quick visualizations using Python and pandas.
Jeffallan/claude-skills
Handles pandas DataFrame work: cleaning, merging, groupby aggregation, pivots, time-series resampling and memory tuning, with checks on dtypes, shapes and nulls.
EvoScientist/EvoSkills
A skill your agent uses to produce standalone, publication-ready PNG graphics and reproducible matplotlib scripts from tabular data (CSVs or DataFrames).
cortega26/chile-hub
Execute Python code in a safe sandboxed environment via [inference.sh](https://inference.sh).
Quantco/dataframely
Best practices for polars data processing with dataframely. An agent skill from Quantco/dataframely.
polarsource/polar
Integrate Polar billing in server-side Python applications using the versioned Polar and PolarAsync clients.
polarsource/polar
Integrate Polar billing in server-side TypeScript applications using the versioned createPolar and createPolarCore clients.
polarsource/polar
Check a code change against the repo's Accepted Architecture Decision Records (ADRs) in handbook/engineering/decisions/ and report violations with citations.
polarsource/polar
Review changes to Polar's API contract — Pydantic schemas, FastAPI endpoints, OpenAPI output and the generated SDKs.
polarsource/polar
Review a diff that touches Polar's billing domain — subscriptions, cycles and crons, orders, billing entries, meters and usage, discounts, checkout, payments and dunning, refunds, disputes, payouts…
polarsource/polar
Prepare an interview task for a candidate, as part of our hiring process.
Check whether a diff is safe to deploy — schema changes that break the currently running code, blocking DDL, renaming or moving background task actors while jobs are in flight, queue priority, cron…. Ship Safety is an agent skill from polarsource/polar. Check whether a diff is safe to deploy — schema changes that break the currently running code, blocking DDL, renaming or moving background task actors while jobs are in flight, queue priority, cron catch-up, locking, batch size, and whether the change should be split into more than one PR.
Ship Safety fits situations like: tasks that involve Scheduled and recurring tasks; tasks that involve DataFrames.
Run `npx skills add polarsource/polar --skill ship-safety -a claude-code`. Or copy the skill folder (.agents/skills/ship-safety in polarsource/polar) into .claude/skills/ship-safety in your project. Claude Code loads it when a task matches its description.
Run `npx skills add polarsource/polar --skill ship-safety -a codex`. Or copy the skill folder (.agents/skills/ship-safety in polarsource/polar) into .agents/skills/ship-safety 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 polarsource/polar --skill ship-safety -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ship-safety, .gemini/skills/ship-safety, .github/skills/ship-safety and .opencode/skills/ship-safety in your project.
SKILL.md names no scripts, command-line tools or credentials: Ship Safety 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.
Ship Safety is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.4k tokens (SKILL.md is roughly 5.6k 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 Ship Safety: Chdb Datastore (vemetric/vemetric, 395 stars), CSV Data Summarizer (coffeefuelbump/csv-data-summarizer-claude-skill, 468 stars), Pandas Pro (Jeffallan/claude-skills, 12k stars) and Paper Figures (EvoScientist/EvoSkills, 476 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
polarsource (a GitHub organization) maintains it in polarsource/polar, which has 10,343 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on October 9, 2026.
Source: polarsource/polar on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.