clojure-review by aiskillstore
Review Clojure and ClojureScript code changes for compliance with Metabase coding standards, style violations, and code quality issues. Use when reviewing pull requests or diffs containing Clojure/ClojureScript code.
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Updated Jan 19, 2026, 04:39 AM
Why Use This
This skill provides specialized capabilities for aiskillstore's codebase.
Use Cases
- Developing new features in the aiskillstore repository
- Refactoring existing code to follow aiskillstore standards
- Understanding and working with aiskillstore's codebase structure
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---
name: clojure-review
description: Review Clojure and ClojureScript code changes for compliance with Metabase coding standards, style violations, and code quality issues. Use when reviewing pull requests or diffs containing Clojure/ClojureScript code.
allowed-tools: Read, Grep, Bash, Glob
---
# Clojure Code Review Skill
# Metabase Clojure Style Guide
This guide covers Clojure and ClojureScript coding conventions for Metabase. See also: `CLOJURE_STYLE_GUIDE.adoc` for the Community Clojure Style Guide.
## Naming Conventions
**General Naming:**
- Acceptable abbreviations: `acc`, `i`, `pred`, `coll`, `n`, `s`, `k`, `f`
- Use `kebab-case` for all variables, functions, and constants
**Function Naming:**
- Pure functions should be nouns describing the value they return (e.g., `age` not `calculate-age` or `get-age`)
- Functions with side effects must end with `!`
- Don't repeat namespace alias in function names
**Destructuring:**
- Map destructuring should use kebab-case local bindings even if the map uses `snake_case` keys
## Documentation Standards
**Docstrings:**
- Every public var in `src` or `enterprise/backend/src` must have docstring
- Format using Markdown conventions
- Reference other vars with `[[other-var]]` not backticks
**Comments:**
- `TODO` format: `;; TODO (Name M/D/YY) -- description`
## Code Organization
**Visibility:**
- Make everything `^:private` unless it is used elsewhere
- Try to organize namespaces to avoid `declare` (put public functions near the end)
**Size and Structure:**
- Break up functions > 20 lines
- Lines ≤ 120 characters
- No blank lines within definition forms (except pairwise `let`/`cond`)
## Style Conventions
**Keywords and Metadata:**
- Prefer namespaced keywords for internal use: `:query-type/normal` not `:normal`
- Tag variables with `:arglists` metadata if they're functions but wouldn't otherwise have it
## Tests
**Organization:**
- Break large tests into separate `deftest` forms for logically separate test cases
- Test names should end in `-test` or `-test-<number>`
**Performance:**
- Mark pure function tests `^:parallel`
## Modules
**OSS Modules:**
- Follow `metabase.<module>.*` pattern
- Source in `src/metabase/<module>/`
**Enterprise Modules:**
- Follow `metabase-enterprise.<module>.*` pattern
- Source in `enterprise/backend/src/metabase_enterprise/<module>/`
**Module Structure:**
- REST API endpoints go in `<module>.api` or `<module>.api.*` namespaces
- Put module public API in `<module>.core` using Potemkin imports
- Put Toucan models in `<module>.models.*`
- Put settings in `<module>.settings`
- Put schemas in `<module>.schema`
**Module Linters:**
- Do not cheat module linters with `:clj-kondo/ignore [:metabase/modules]`
## REST API Endpoints
**Required Elements:**
- All new endpoints must have response schemas (`:- <schema>` after route string)
- All endpoints need Malli schemas for parameters (detailed and complete)
- All new REST API endpoints MUST HAVE TESTS
**Naming Conventions:**
- Query parameters use kebab-case
- Request bodies use `snake_case`
- Routes use singular nouns (e.g., `/api/dashboard/:id`)
**Behavior:**
- `GET` endpoints should not have side effects (except analytics)
- `defendpoint` forms should be small wrappers around Toucan model code
## MBQL (Metabase Query Language)
**Restrictions:**
- No raw MBQL introspection outside of `lib`, `lib-be`, or `query-processor` modules
- Use Lib and MBQL 5 in new source code; avoid legacy MBQL
## Database and Models
**Naming:**
- Model names and table names should be singular nouns
- Application database uses `snake_case` identifiers
**Best Practices:**
- Use `t2/select-one-fn` instead of fetching entire rows for one column
- Put correct behavior in Toucan methods, not separate helper functions
## Drivers
**Documentation:**
- New driver multimethods must be mentioned in `docs/developers-guide/driver-changelog.md`
**Implementation:**
- Driver implementations should pass `driver` argument to other driver multimethods
- Don't hardcode driver names in implementations
- Minimize logic inside `read-column-thunk` in JDBC-based drivers
## Miscellaneous
**Examples:**
- Example data should be bird-themed if possible
**Linter Suppressions:**
- Use proper format for kondo suppressions
- No `#_:clj-kondo/ignore` (keyword form)
**Configurable Options:**
- Don't define configurable options that can only be set with environment variables
- Use `:internal` `defsetting` instead
## Linting and Formatting
- **Lint PR:** `./bin/mage kondo-updated master` (or whatever target branch)
- Call the command one time at the beginning, record the results, then work through the problems one at a time.
- If the solution is obvious, then please apply the fix. Otherwise skip it.
- If you fix all the issues (and verify by rerunning the kondo-updated command):
- commit the change with a succinct and descriptive commit message
- **Lint File:** `./bin/mage kondo <file or files>`
- Use the linter as a way to know that you are adhering to conventions in place in the codebase
- **Lint Changes:** `./bin/mage kondo-updated HEAD`
- **Format:** `./bin/mage cljfmt-files [path]`
## Testing
- **Run a test:** `./bin/mage run-tests namespace/test-name`
- **Run all tests in a namespace:** `./bin/mage run-tests namespace`
- **Run all tests for a module:** `./bin/mage run-tests test/metabase/notification` Because the module lives in that directory.
Note: the `./bin/mage run-tests` command accepts multiple args, so you can pass
`./bin/mage run-tests namespace/test-name namespace/other-test namespace/third-test`
to run 3 tests, or
`./bin/mage run-tests test/metabase/module1 test/metabase/module2` to run 2 modules.
## Code Readability
- **Check Code Readability:** `./bin/mage -check-readable <file> [line-number]`
- Run after every change to Clojure code
- Check specific line first, then entire file if readable
## REPL Usage
> **Note:** If you have `clojure-mcp` tools available (check for tools like `clojure_eval`),
> **always prefer those over `./bin/mage -repl`**. The MCP tools provide better integration,
> richer feedback, and avoid shell escaping issues. Only use `./bin/mage -repl` as a fallback
> when clojure-mcp is not available.
- **Evaluating Clojure Code:** `./bin/mage -repl '<code>'`
- See "Sending Code to the REPL" section for more details
### Sending Code to the REPL
- Send code to the metabase process REPL using: `./bin/mage -repl '(+ 1 1)'` where `(+ 1 1)` is your Clojure code.
- See `./bin/mage -repl -h` for more details.
- If the Metabase backend is not running, you'll see an error message with instructions on how to start it.
#### Working with Files and Namespaces
1. **Load a file and call functions with fully qualified names**:
To call `your.namespace/your-function` on `arg1` and `arg2`:
```
./bin/mage -repl --namespace your.namespace '(your-function arg1 arg2)'
```
DO NOT use "require", "load-file" etc in the code string argument.
#### Understanding the Response
The `./bin/mage -repl` command returns three separate, independent outputs:
- `value`: The return value of the last expression (best for data structures)
- `stdout`: Any printed output from `println` etc. (best for messages)
- `stderr`: Any error messages (best for warnings and errors)
Example call:
```bash
./bin/mage -repl '(println "Hello, world!") '\''({0 1, 1 3, 2 0, 3 2} {0 2, 1 0, 2 3, 3 1})'
```
Example response:
```
ns: user
session: 32a35206-871c-4553-9bc9-f49491173d1c
value: ({0 1, 1 3, 2 0, 3 2} {0 2, 1 0, 2 3, 3 1})
stdout: Hello, world!
stderr:
```
For effective REPL usage:
- Return data structures as function return values
- Use `println` for human-readable messages
- Print errors to stderr
## Review guidelines
**What to flag:**
- Check compliance with the Metabase Clojure style guide (included above)
- If `CLOJURE_STYLE_GUIDE.adoc` exists in the working directory, also check compliance with the community Clojure style guide
- Flag all style guide violations
**What NOT to post:**
- Do not post comments congratulating someone for trivial changes or for following style guidelines
- Do not post comments confirming things "look good" or telling them they did something correctly
- Only post comments about style violations or potential issues
Example bad code review comments to avoid:
> This TODO comment is properly formatted with author and date - nice work!
> Good addition of limit 1 to the query - this makes the test more efficient without changing its behavior.
> The kondo ignore comment is appropriately placed here
> Test name properly ends with -test as required by the style guide.
**Special cases:**
- Do not post comments about missing parentheses (these will be caught by the linter)
## Quick review checklist
Use this to scan through changes efficiently:
### Naming
- [ ] Descriptive names (no `tbl`, `zs'`)
- [ ] Pure functions named as nouns describing their return value
- [ ] `kebab-case` for all variables and functions
- [ ] Side-effect functions end with `!`
- [ ] No namespace-alias repetition in function names
### Documentation
- [ ] Public vars in `src` or `enterprise/backend/src` have useful docstrings
- [ ] Docstrings use Markdown conventions
- [ ] References use `[[other-var]]` not backticks
- [ ] `TODO` comments include author and date: `;; TODO (Name 1/1/25) -- description`
### Code Organization
- [ ] Everything `^:private` unless used elsewhere
- [ ] No `declare` when avoidable (public functions near end)
- [ ] Functions under 20 lines when possible
- [ ] No blank lines within definition forms (except pairwise constructs in `let`/`cond`)
- [ ] Lines ≤ 120 characters
### Tests
- [ ] Separate `deftest` forms for distinct test cases
- [ ] Pure tests marked `^:parallel`
- [ ] Test names end in `-test` or `-test-<number>`
### Modules
- [ ] Correct module patterns (OSS: `metabase.<module>.*`, EE: `metabase-enterprise.<module>.*`)
- [ ] API endpoints in `<module>.api` namespaces
- [ ] Public API in `<module>.core` with Potemkin
- [ ] No cheating module linters with `:clj-kondo/ignore [:metabase/modules]`
### REST API
- [ ] Response schemas present (`:- <schema>`)
- [ ] Query params use kebab-case, bodies use `snake_case`
- [ ] Routes use singular nouns (e.g., `/api/dashboard/:id`)
- [ ] `GET` has no side effects (except analytics)
- [ ] Malli schemas detailed and complete
- [ ] All new endpoints have tests
### MBQL
- [ ] No raw MBQL manipulation outside `lib`, `lib-be`, or `query-processor` modules
- [ ] Uses Lib and MBQL 5, not legacy MBQL
### Database
- [ ] Model and table names are singular nouns
- [ ] Uses `t2/select-one-fn` instead of selecting full rows for one column
- [ ] Logic in Toucan methods, not helper functions
### Drivers
- [ ] New multimethods documented in `docs/developers-guide/driver-changelog.md`
- [ ] Passes `driver` argument to other driver methods (no hardcoded driver names)
- [ ] Minimal logic in `read-column-thunk`
### Miscellaneous
- [ ] Example data is bird-themed when possible
- [ ] Kondo linter suppressions use proper format (not `#_:clj-kondo/ignore` keyword form)
## Pattern matching table
Quick scan for common issues:
| Pattern | Issue |
| -------------------------------------------- | ----------------------------------------------------------- |
| `calculate-age`, `get-user` | Pure functions should be nouns: `age`, `user` |
| `update-db`, `save-model` | Missing `!` for side effects: `update-db!`, `save-model!` |
| `snake_case_var` | Should use kebab-case |
| Public var without docstring | Add docstring explaining purpose |
| `;; TODO fix this` | Missing author/date: `;; TODO (Name 1/1/25) -- description` |
| `(defn foo ...)` in namespace used elsewhere | Should be `(defn ^:private foo ...)` |
| Function > 20 lines | Consider breaking up into smaller functions |
| `/api/dashboards/:id` | Use singular: `/api/dashboard/:id` |
| Query params with `snake_case` | Use kebab-case for query params |
| New API endpoint without tests | Add tests for the endpoint |
## Feedback format examples
**For style violations:**
> This pure function should be named as a noun describing its return value. Consider `user` instead of `get-user`.
**For missing documentation:**
> This public var needs a docstring explaining its purpose, inputs, and outputs.
**For organization issues:**
> This function is only used in this namespace, so it should be marked `^:private`.
**For API conventions:**
> Query parameters should use kebab-case. Change `user_id` to `user-id`.
Name Size