/add-malli-schemas
Efficiently add Malli schemas to API endpoints in the Metabase codebase with proper patterns, validation timing, and error handling
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Efficiently add Malli schemas to API endpoints in the Metabase codebase with proper patterns, validation timing, and error handling
SKILL.md
add-malli-schemas.SKILL.mdname: add-malli-schemas
description: Efficiently add Malli schemas to API endpoints in the Metabase codebase with proper patterns, validation timing, and error handling
Add Malli Schemas to API Endpoints
This skill helps you efficiently and uniformly add Malli schemas to API endpoints in the Metabase codebase.
Reference Files (Best Examples)
- `src/metabase/warehouses/api.clj` - Most comprehensive schemas, custom error messages
- `src/metabase/api_keys/api.clj` - Excellent response schemas
- `src/metabase/collections/api.clj` - Great named schema patterns
- `src/metabase/timeline/api/timeline.clj` - Clean, simple examples
Quick Checklist
When adding Malli schemas to an endpoint:
- [ ] Route params have schemas
- [ ] Query params have schemas with `:optional true` and `:default` where appropriate
- [ ] Request body has a schema (for POST/PUT)
- [ ] Response schema is defined (using `:-` after route string)
- [ ] Use existing schema types from `ms` namespace when possible
- [ ] Consider creating named schemas for reusable or complex types
- [ ] Add contextual error messages for validation failures
Basic Structure
Complete Endpoint Example
(mr/def ::Color [:enum "red" "blue" "green"])
(mr/def ::ResponseSchema
[:map
[:id pos-int?]
[:name string?]
[:color ::Color]
[:created_at ms/TemporalString]])
(api.macros/defendpoint :post "/:name" :- ::ResponseSchema
"Create a resource with a given name."
[;; Route Params:
{:keys [name]} :- [:map [:name ms/NonBlankString]]
;; Query Params:
{:keys [include archived]} :- [:map
[:include {:optional true} [:maybe [:= "details"]]]
[:archived {:default false} [:maybe ms/BooleanValue]]]
;; Body Params:
{:keys [color]} :- [:map [:color ::Color]]
]
;; endpoint implementation, ex:
{:id 99
:name (str "mr or mrs " name)
:color ({"red" "blue" "blue" "green" "green" "red"} color)
:created_at (t/format (t/formatter "yyyy-MM-dd'T'HH:mm:ssXXX") (t/zoned-date-time))}
)Common Schema Patterns
1. Route Params (the 5 in `api/user/id/5`) 2. Query Params (the sort+asc pair in `api/users?sort=asc`) 3. Body Params (the contents of a request body. Almost always decoded from json into edn) 4. The Raw Request map
Of the 4 arguments, deprioritize usage of the raw request unless necessary.
Route Params
Always required, typically just a map with an ID:
[{:keys [id]} :- [:map [:id ms/PositiveInt]]]For multiple route params:
[{:keys [id field-id]} :- [:map
[:id ms/PositiveInt]
[:field-id ms/PositiveInt]]]Query Params
Add properties for `{:optional true ...}` and `:default` values:
{:keys [archived include limit offset]} :- [:map
[:archived {:default false} [:maybe ms/BooleanValue]]
[:include {:optional true} [:maybe [:= "tables"]]]
[:limit {:optional true} [:maybe ms/PositiveInt]]
[:offset {:optional true} [:maybe ms/PositiveInt]]]Request Body (POST/PUT)
{:keys [name description parent_id]} :- [:map
[:name ms/NonBlankString]
[:description {:optional true} [:maybe ms/NonBlankString]]
[:parent_id {:optional true} [:maybe ms/PositiveInt]]]Response Schemas
Simple inline response:
(api.macros/defendpoint :get "/:id" :- [:map
[:id pos-int?]
[:name string?]]
"Get a thing"
...)Named schema for reuse:
(mr/def ::Thing
[:map
[:id pos-int?]
[:name string?]
[:description [:maybe string?]]])
(api.macros/defendpoint :get "/:id" :- ::Thing
"Get a thing"
...)
(api.macros/defendpoint :get "/" :- [:sequential ::Thing]
"Get all things"
...)
Common Schema Types
From `metabase.util.malli.schema` (aliased as `ms`)
Prefer the schemas in the ms/* namespace, since they work better with our api infrastructure.
For example use `ms/PositiveInt` instead of `pos-int?`.
ms/PositiveInt ;; Positive integer
ms/NonBlankString ;; Non-empty string
ms/BooleanValue ;; String "true"/"false" or boolean
ms/MaybeBooleanValue ;; BooleanValue or nil
ms/TemporalString ;; ISO-8601 date/time string (for REQUEST params only!)
ms/Map ;; Any map
ms/JSONString ;; JSON-encoded string
ms/PositiveNum ;; Positive number
ms/IntGreaterThanOrEqualToZero ;; 0 or positive
**IMPORTANT:** For response schemas, use `:any` for temporal fields, not `ms/TemporalString`! Response schemas validate BEFORE JSON serialization, so they see Java Time objects.
Built-in Malli Types
:string ;; Any string
:boolean ;; true/false
:int ;; Any integer
:keyword ;; Clojure keyword
pos-int? ;; Positive integer predicate
[:maybe X] ;; X or nil
[:enum "a" "b" "c"] ;; One of these values
[:or X Y] ;; Schema that satisfies X or Y
[:and X Y] ;; Schema that satisfies X and Y
[:sequential X] ;; Sequential of Xs
[:set X] ;; Set of Xs
[:map-of K V] ;; Map with keys w/ schema K and values w/ schema V
[:tuple X Y Z] ;; Fixed-length tuple of schemas X Y Z
Avoid using sequence schemas unless completely necessary.
Step-by-Step: Adding Schemas to an Endpoint
Example: Adding return schema to `GET /api/field/:i
Read more
name: add-malli-schemas description: Efficiently add Malli schemas to API endpoints in the Metabase codebase with proper patterns, validation timing, and error handling
Add Malli Schemas to API Endpoints
This skill helps you efficiently and uniformly add Malli schemas to API endpoints in the Metabase codebase.
Reference Files (Best Examples)
- `src/metabase/warehouses/api.clj` - Most comprehensive schemas, custom error messages
- `src/metabase/api_keys/api.clj` - Excellent response schemas
- `src/metabase/collections/api.clj` - Great named schema patterns
- `src/metabase/timeline/api/timeline.clj` - Clean, simple examples
Quick Checklist
When adding Malli schemas to an endpoint:
- [ ] Route params have schemas
- [ ] Query params have schemas with `:optional true` and `:default` where appropriate
- [ ] Request body has a schema (for POST/PUT)
- [ ] Response schema is defined (using `:-` after route string)
- [ ] Use existing schema types from `ms` namespace when possible
- [ ] Consider creating named schemas for reusable or complex types
- [ ] Add contextual error messages for validation failures
Basic Structure
Complete Endpoint Example
(mr/def ::Color [:enum "red" "blue" "green"])
(mr/def ::ResponseSchema
[:map
[:id pos-int?]
[:name string?]
[:color ::Color]
[:created_at ms/TemporalString]])
(api.macros/defendpoint :post "/:name" :- ::ResponseSchema
"Create a resource with a given name."
[;; Route Params:
{:keys [name]} :- [:map [:name ms/NonBlankString]]
;; Query Params:
{:keys [include archived]} :- [:map
[:include {:optional true} [:maybe [:= "details"]]]
[:archived {:default false} [:maybe ms/BooleanValue]]]
;; Body Params:
{:keys [color]} :- [:map [:color ::Color]]
]
;; endpoint implementation, ex:
{:id 99
:name (str "mr or mrs " name)
:color ({"red" "blue" "blue" "green" "green" "red"} color)
:created_at (t/format (t/formatter "yyyy-MM-dd'T'HH:mm:ssXXX") (t/zoned-date-time))}
)Common Schema Patterns
1. Route Params (the 5 in `api/user/id/5`) 2. Query Params (the sort+asc pair in `api/users?sort=asc`) 3. Body Params (the contents of a request body. Almost always decoded from json into edn) 4. The Raw Request map
Of the 4 arguments, deprioritize usage of the raw request unless necessary.
Route Params
Always required, typically just a map with an ID:
[{:keys [id]} :- [:map [:id ms/PositiveInt]]]For multiple route params:
[{:keys [id field-id]} :- [:map
[:id ms/PositiveInt]
[:field-id ms/PositiveInt]]]Query Params
Add properties for `{:optional true ...}` and `:default` values:
{:keys [archived include limit offset]} :- [:map
[:archived {:default false} [:maybe ms/BooleanValue]]
[:include {:optional true} [:maybe [:= "tables"]]]
[:limit {:optional true} [:maybe ms/PositiveInt]]
[:offset {:optional true} [:maybe ms/PositiveInt]]]Request Body (POST/PUT)
{:keys [name description parent_id]} :- [:map
[:name ms/NonBlankString]
[:description {:optional true} [:maybe ms/NonBlankString]]
[:parent_id {:optional true} [:maybe ms/PositiveInt]]]Response Schemas
Simple inline response:
(api.macros/defendpoint :get "/:id" :- [:map
[:id pos-int?]
[:name string?]]
"Get a thing"
...)Named schema for reuse:
(mr/def ::Thing [:map [:id pos-int?] [:name string?] [:description [:maybe string?]]]) (api.macros/defendpoint :get "/:id" :- ::Thing "Get a thing" ...) (api.macros/defendpoint :get "/" :- [:sequential ::Thing] "Get all things" ...)
Common Schema Types
From `metabase.util.malli.schema` (aliased as `ms`)
Prefer the schemas in the ms/* namespace, since they work better with our api infrastructure.
For example use `ms/PositiveInt` instead of `pos-int?`.
ms/PositiveInt ;; Positive integer ms/NonBlankString ;; Non-empty string ms/BooleanValue ;; String "true"/"false" or boolean ms/MaybeBooleanValue ;; BooleanValue or nil ms/TemporalString ;; ISO-8601 date/time string (for REQUEST params only!) ms/Map ;; Any map ms/JSONString ;; JSON-encoded string ms/PositiveNum ;; Positive number ms/IntGreaterThanOrEqualToZero ;; 0 or positive
**IMPORTANT:** For response schemas, use `:any` for temporal fields, not `ms/TemporalString`! Response schemas validate BEFORE JSON serialization, so they see Java Time objects.
Built-in Malli Types
:string ;; Any string :boolean ;; true/false :int ;; Any integer :keyword ;; Clojure keyword pos-int? ;; Positive integer predicate [:maybe X] ;; X or nil [:enum "a" "b" "c"] ;; One of these values [:or X Y] ;; Schema that satisfies X or Y [:and X Y] ;; Schema that satisfies X and Y [:sequential X] ;; Sequential of Xs [:set X] ;; Set of Xs [:map-of K V] ;; Map with keys w/ schema K and values w/ schema V [:tuple X Y Z] ;; Fixed-length tuple of schemas X Y Z
Avoid using sequence schemas unless completely necessary.
Step-by-Step: Adding Schemas to an Endpoint
Example: Adding return schema to `GET /api/field/:i
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