Change Database Schema
martin-ueding/geo-activity-playground
How to change the SQLAlchemy data model and generate the matching Alembic migration.
Run the first PyAthena self-review after creating a Draft PR, checking implementation behavior, public contracts, simplicity, and regression coverage.
Install Self Review
$ npx skills add pyathena-dev/PyAthena --skill self-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install pyathena-dev/PyAthena self-review --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/pyathena-dev/PyAthena.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/self-review .claude/skills/self-review && 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-review" agent skill from https://github.com/pyathena-dev/PyAthena/tree/master/.agents/skills/self-review into .claude/skills/self-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-review", 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/pyathena-dev/PyAthena/tree/master/.agents/skills/self-reviewType 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 pyathena-dev/PyAthena --skill self-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install pyathena-dev/PyAthena self-review --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pyathena-dev/PyAthena.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/self-review .agents/skills/self-review && 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-review" agent skill from https://github.com/pyathena-dev/PyAthena/tree/master/.agents/skills/self-review into .agents/skills/self-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-review", 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 pyathena-dev/PyAthena --skill self-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install pyathena-dev/PyAthena self-review --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pyathena-dev/PyAthena.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/self-review .cursor/skills/self-review && 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-review" agent skill from https://github.com/pyathena-dev/PyAthena/tree/master/.agents/skills/self-review into .cursor/skills/self-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-review", 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/pyathena-dev/PyAthena.git --path .agents/skills/self-review--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 pyathena-dev/PyAthena --skill self-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install pyathena-dev/PyAthena self-review --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pyathena-dev/PyAthena.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/self-review .gemini/skills/self-review && 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-review" agent skill from https://github.com/pyathena-dev/PyAthena/tree/master/.agents/skills/self-review into .gemini/skills/self-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-review", 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 pyathena-dev/PyAthena self-reviewInstalls 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 pyathena-dev/PyAthena --skill self-review -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/pyathena-dev/PyAthena.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/self-review .github/skills/self-review && 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-review" agent skill from https://github.com/pyathena-dev/PyAthena/tree/master/.agents/skills/self-review into .github/skills/self-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-review", 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 pyathena-dev/PyAthena --skill self-review -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install pyathena-dev/PyAthena self-review --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pyathena-dev/PyAthena.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/self-review .opencode/skills/self-review && 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-review" agent skill from https://github.com/pyathena-dev/PyAthena/tree/master/.agents/skills/self-review into .opencode/skills/self-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-review", 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-review- GitHub stars
- 493
- Token cost
- ~740 tokens
- SKILL.md length
- 328 words
- Files
- 1
- Skills in repo
- 4
- Repo updated
- First seen
- Licence
- MIT
At a glance
Run the first PyAthena self-review after creating a Draft PR, checking implementation behavior, public contracts, simplicity, and regression coverage.
- The affected scope after a reviewed repair
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Self Review is an agent skill from pyathena-dev/PyAthena. Run the first PyAthena self-review after creating a Draft PR, checking implementation behavior, public contracts, simplicity, and regression coverage. Also use for the affected scope after a reviewed repair.
Its SKILL.md is about 740 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 Databases. It works with SQLAlchemy. The repository describes itself as: PyAthena is a Python DB API 2.0 (PEP 249) client for Amazon Athena. The licence is MIT.
When your agent uses it
- The affected scope after a reviewed repair
Example prompts
- “/self-review”
What it can do on your machine
Read from SKILL.md and the folder at commit 971dd12. 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
Self Review loads about 740 tokens when it runs. Until then it costs about 55 tokens; SKILL.md has 328 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 pyathena-dev/PyAthena at commit 971dd12, republished under its MIT licence (© pyathena-dev). 328 words, ~740 tokens.
Download SKILL.mdSave it as
.claude/skills/self-review/SKILL.md (or your agent's skills folder).- name
- self-review
- description
- Run the first PyAthena self-review after creating a Draft PR, checking implementation behavior, public contracts, simplicity, and regression coverage. Also use for the affected scope after a reviewed repair.
Self-review of implementation behavior
Use the scope and evidence rules in development-workflow. For an explicitly bounded review-only request, honor its literal diff, permitted corpus, and no-write/no-test constraints instead of starting delivery or expanding the review.
Read the full initial diff against the intended behavior and inventory the affected contracts. Check the following perspectives separately, selecting only the surfaces the change affects. Perform these passes sequentially yourself; do not report them as independent review.
| Perspective | PyAthena questions |
|---|---|
| Behavior and failure paths | Are DB API return values, exceptions, cursor state, fetch/close behavior, and cancellation preserved? Do synchronous and asynchronous callers share the same assumptions? Are errors translated only when their meaning is known? |
| Data and resource boundaries | Are NULLs, empty results, nested types, precision, names, and quoting handled? Does each relevant pandas/Arrow/Polars/S3 result path preserve conversion behavior? Are streams and temporary resources released on failure? |
| Framework contracts | For SQLAlchemy, check reflection, DDL/checkfirst, catalog/schema/name identity, cache ownership and invalidation, and missing-table versus permission/throttle failures. For fsspec, check listing, pagination, delimiter use, and path normalization against supported dependencies. |
| Simplicity and test quality | Can an existing helper or fixture express this more directly? Does a regression test exercise the failing path and assert observable behavior? Could it pass because the fake omits the real service behavior or because only the happy path runs? |
Trace shared helpers into their actual callers rather than assuming every backend uses the same path. Check dependency behavior against the versions resolved by the repository and the supported compatibility range when relevant. Treat potential findings as hypotheses: verify the named code and a concrete failure scenario before editing. Apply verified defects and useful simplifications within the task's scope, and run affected checks. Distinguish pre-existing defects from introduced regressions and record out-of-scope findings without silently enlarging the PR.
Record the covered inventory, findings, repairs, and limitations as round one. Then run self-review-round-two, whose initial claim audit remains a full pass even if round one needed only a narrow repair follow-up.
© pyathena-dev, 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 .agents/skills/self-review of pyathena-dev/PyAthena.
Open the folder on GitHubat commit 971dd12
Compare with similar skills
Self Review 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 Review this skillpyathena-dev/PyAthena | 493 | — | ~740 | Automated safety check: Pass | MIT | |
| Change Database Schemamartin-ueding/geo-activity-playground | 100 | — | ~225 | Automated safety check: Pass | Custom licence | |
| Specx Sqlalchemy Migrationsmaksimzayats/specx | 202 | — | ~822 | Automated safety check: Pass | MIT | |
| Sqlalchemykid-sid/claude-spellbook | 189 | — | ~3.5k | Automated safety check: Pass | MIT | |
| Specx Add Infrastructure Adaptermaksimzayats/specx | 202 | — | ~1k | Automated safety check: Pass | MIT | |
| Specx Component Architecturemaksimzayats/specx | 202 | — | ~1.8k | Automated safety check: Pass | MIT |
Similar skills
Specx Sqlalchemy Migrations
maksimzayats/specx
Add or repair Alembic migrations for specx SQLAlchemy services.
Sqlalchemy
kid-sid/claude-spellbook
A skill your agent uses when using async SQLAlchemy 2.0 — defining models, writing queries, managing async sessions, loading relationships without N+1, or setting up and debugging Alembic migrations.
Specx Add Infrastructure Adapter
maksimzayats/specx
Add technical infrastructure adapters for specx core scopes.
Specx Component Architecture
maksimzayats/specx
Design or review specx core scope boundaries in Python services.
DB Review
312362115/claude
数据库代码审查 + Migration 安全检查. An agent skill from 312362115/claude.
More from pyathena-dev/PyAthena
Development Workflow
pyathena-dev/PyAthena
Deliver a PyAthena change through a dedicated worktree, Draft PR, two distinct self-reviews, independent review, and current CI once marked Ready.
Independent Review
pyathena-dev/PyAthena
Obtain and collect an independent read-only review of a PyAthena PR after both self-review rounds, with a frozen diff and recorded findings before Ready.
Self Review Round Two
pyathena-dev/PyAthena
Run the second PyAthena self-review after round one, auditing factual claims, caller compatibility, AWS operational effects, and evidence from a user's perspective before Ready.
Related
Works with
Categories
Questions about Self Review
What does Self Review do?
Run the first PyAthena self-review after creating a Draft PR, checking implementation behavior, public contracts, simplicity, and regression coverage. Self Review is an agent skill from pyathena-dev/PyAthena. Run the first PyAthena self-review after creating a Draft PR, checking implementation behavior, public contracts, simplicity, and regression coverage.
When should I use Self Review?
Self Review fits situations like: the affected scope after a reviewed repair.
How do I install Self Review in Claude Code?
Run `npx skills add pyathena-dev/PyAthena --skill self-review -a claude-code`. Or copy the skill folder (.agents/skills/self-review in pyathena-dev/PyAthena) into .claude/skills/self-review in your project. Claude Code loads it when a task matches its description.
How do I install Self Review in Codex?
Run `npx skills add pyathena-dev/PyAthena --skill self-review -a codex`. Or copy the skill folder (.agents/skills/self-review in pyathena-dev/PyAthena) into .agents/skills/self-review in your project. Codex loads it when a task matches its description.
Can I use Self Review 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 pyathena-dev/PyAthena --skill self-review -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-review, .gemini/skills/self-review, .github/skills/self-review and .opencode/skills/self-review in your project.
What does Self Review need to run?
SKILL.md names no scripts, command-line tools or credentials: Self Review is instructions for the agent only.
Does Self Review 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 Review 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 Review use?
Self Review 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 Review use?
About 740 tokens (SKILL.md is roughly 3k 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 Review?
Skills that share tags, products or a category with Self Review: Change Database Schema (martin-ueding/geo-activity-playground, 100 stars), Specx Sqlalchemy Migrations (maksimzayats/specx, 202 stars), Sqlalchemy (kid-sid/claude-spellbook, 189 stars) and Specx Add Infrastructure Adapter (maksimzayats/specx, 202 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Self Review?
pyathena-dev (a GitHub organization) maintains it in pyathena-dev/PyAthena, which has 493 GitHub stars. The repository holds 4 skills in this directory. The repository was last updated on October 7, 2026.
Source: pyathena-dev/PyAthena on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.