AI prompts
base on Access to Anthropic's safety-first language model APIs via Go # Anthropic Go API Library
<a href="https://pkg.go.dev/github.com/anthropics/anthropic-sdk-go"><img src="https://pkg.go.dev/badge/github.com/anthropics/anthropic-sdk-go.svg" alt="Go Reference"></a>
The Anthropic Go library provides convenient access to the [Anthropic REST API](https://docs.anthropic.com/claude/reference/)
from applications written in Go.
## Installation
<!-- x-release-please-start-version -->
```go
import (
"github.com/anthropics/anthropic-sdk-go" // imported as anthropic
)
```
<!-- x-release-please-end -->
Or to pin the version:
<!-- x-release-please-start-version -->
```sh
go get -u 'github.com/anthropics/anthropic-sdk-go@v1.4.0'
```
<!-- x-release-please-end -->
## Requirements
This library requires Go 1.18+.
## Usage
The full API of this library can be found in [api.md](api.md).
```go
package main
import (
"context"
"fmt"
"github.com/anthropics/anthropic-sdk-go"
"github.com/anthropics/anthropic-sdk-go/option"
)
func main() {
client := anthropic.NewClient(
option.WithAPIKey("my-anthropic-api-key"), // defaults to os.LookupEnv("ANTHROPIC_API_KEY")
)
message, err := client.Messages.New(context.TODO(), anthropic.MessageNewParams{
MaxTokens: 1024,
Messages: []anthropic.MessageParam{{
Content: []anthropic.ContentBlockParamUnion{{
OfRequestTextBlock: &anthropic.TextBlockParam{Text: "What is a quaternion?"},
}},
Role: anthropic.MessageParamRoleUser,
}},
Model: anthropic.ModelClaude3_7SonnetLatest,
})
if err != nil {
panic(err.Error())
}
fmt.Printf("%+v\n", message.Content)
}
```
<details>
<summary>Conversations</summary>
```go
messages := []anthropic.MessageParam{
anthropic.NewUserMessage(anthropic.NewTextBlock("What is my first name?")),
}
message, err := client.Messages.New(context.TODO(), anthropic.MessageNewParams{
Model: anthropic.ModelClaude3_7SonnetLatest,
Messages: messages,
MaxTokens: 1024,
})
if err != nil {
panic(err)
}
fmt.Printf("%+v\n", message.Content)
messages = append(messages, message.ToParam())
messages = append(messages, anthropic.NewUserMessage(
anthropic.NewTextBlock("My full name is John Doe"),
))
message, err = client.Messages.New(context.TODO(), anthropic.MessageNewParams{
Model: anthropic.ModelClaude3_7SonnetLatest,
Messages: messages,
MaxTokens: 1024,
})
fmt.Printf("%+v\n", message.Content)
```
</details>
<details>
<summary>System prompts</summary>
```go
message, err := client.Messages.New(context.TODO(), anthropic.MessageNewParams{
Model: anthropic.ModelClaude3_7SonnetLatest,
MaxTokens: 1024,
System: []anthropic.TextBlockParam{
{Text: "Be very serious at all times."},
},
Messages: messages,
})
```
</details>
<details>
<summary>Streaming</summary>
```go
content := "What is a quaternion?"
stream := client.Messages.NewStreaming(context.TODO(), anthropic.MessageNewParams{
Model: anthropic.ModelClaude3_7SonnetLatest,
MaxTokens: 1024,
Messages: []anthropic.MessageParam{
anthropic.NewUserMessage(anthropic.NewTextBlock(content)),
},
})
message := anthropic.Message{}
for stream.Next() {
event := stream.Current()
err := message.Accumulate(event)
if err != nil {
panic(err)
}
switch eventVariant := event.AsAny().(type) {
case anthropic.ContentBlockDeltaEvent:
switch deltaVariant := eventVariant.Delta.AsAny().(type) {
case anthropic.TextDelta:
print(deltaVariant.Text)
}
}
}
if stream.Err() != nil {
panic(stream.Err())
}
```
</details>
<details>
<summary>Tool calling</summary>
```go
package main
import (
"context"
"encoding/json"
"fmt"
"github.com/anthropics/anthropic-sdk-go"
"github.com/invopop/jsonschema"
)
func main() {
client := anthropic.NewClient()
content := "Where is San Francisco?"
println("[user]: " + content)
messages := []anthropic.MessageParam{
anthropic.NewUserMessage(anthropic.NewTextBlock(content)),
}
toolParams := []anthropic.ToolParam{
{
Name: "get_coordinates",
Description: anthropic.String("Accepts a place as an address, then returns the latitude and longitude coordinates."),
InputSchema: GetCoordinatesInputSchema,
},
}
tools := make([]anthropic.ToolUnionParam, len(toolParams))
for i, toolParam := range toolParams {
tools[i] = anthropic.ToolUnionParam{OfTool: &toolParam}
}
for {
message, err := client.Messages.New(context.TODO(), anthropic.MessageNewParams{
Model: anthropic.ModelClaude3_7SonnetLatest,
MaxTokens: 1024,
Messages: messages,
Tools: tools,
})
if err != nil {
panic(err)
}
print(color("[assistant]: "))
for _, block := range message.Content {
switch block := block.AsAny().(type) {
case anthropic.TextBlock:
println(block.Text)
println()
case anthropic.ToolUseBlock:
inputJSON, _ := json.Marshal(block.Input)
println(block.Name + ": " + string(inputJSON))
println()
}
}
messages = append(messages, message.ToParam())
toolResults := []anthropic.ContentBlockParamUnion{}
for _, block := range message.Content {
switch variant := block.AsAny().(type) {
case anthropic.ToolUseBlock:
print(color("[user (" + block.Name + ")]: "))
var response interface{}
switch block.Name {
case "get_coordinates":
var input struct {
Location string `json:"location"`
}
err := json.Unmarshal([]byte(variant.JSON.Input.Raw()), &input)
if err != nil {
panic(err)
}
response = GetCoordinates(input.Location)
}
b, err := json.Marshal(response)
if err != nil {
panic(err)
}
println(string(b))
toolResults = append(toolResults, anthropic.NewToolResultBlock(block.ID, string(b), false))
}
}
if len(toolResults) == 0 {
break
}
messages = append(messages, anthropic.NewUserMessage(toolResults...))
}
}
type GetCoordinatesInput struct {
Location string `json:"location" jsonschema_description:"The location to look up."`
}
var GetCoordinatesInputSchema = GenerateSchema[GetCoordinatesInput]()
type GetCoordinateResponse struct {
Long float64 `json:"long"`
Lat float64 `json:"lat"`
}
func GetCoordinates(location string) GetCoordinateResponse {
return GetCoordinateResponse{
Long: -122.4194,
Lat: 37.7749,
}
}
func GenerateSchema[T any]() anthropic.ToolInputSchemaParam {
reflector := jsonschema.Reflector{
AllowAdditionalProperties: false,
DoNotReference: true,
}
var v T
schema := reflector.Reflect(v)
return anthropic.ToolInputSchemaParam{
Properties: schema.Properties,
}
}
func color(s string) string {
return fmt.Sprintf("\033[1;%sm%s\033[0m", "33", s)
}
```
</details>
### Request fields
The anthropic library uses the [`omitzero`](https://tip.golang.org/doc/go1.24#encodingjsonpkgencodingjson)
semantics from the Go 1.24+ `encoding/json` release for request fields.
Required primitive fields (`int64`, `string`, etc.) feature the tag <code>\`json:"...,required"\`</code>. These
fields are always serialized, even their zero values.
Optional primitive types are wrapped in a `param.Opt[T]`. These fields can be set with the provided constructors, `anthropic.String(string)`, `anthropic.Int(int64)`, etc.
Any `param.Opt[T]`, map, slice, struct or string enum uses the
tag <code>\`json:"...,omitzero"\`</code>. Its zero value is considered omitted.
The `param.IsOmitted(any)` function can confirm the presence of any `omitzero` field.
```go
p := anthropic.ExampleParams{
ID: "id_xxx", // required property
Name: anthropic.String("..."), // optional property
Point: anthropic.Point{
X: 0, // required field will serialize as 0
Y: anthropic.Int(1), // optional field will serialize as 1
// ... omitted non-required fields will not be serialized
},
Origin: anthropic.Origin{}, // the zero value of [Origin] is considered omitted
}
```
To send `null` instead of a `param.Opt[T]`, use `param.Null[T]()`.
To send `null` instead of a struct `T`, use `param.NullStruct[T]()`.
```go
p.Name = param.Null[string]() // 'null' instead of string
p.Point = param.NullStruct[Point]() // 'null' instead of struct
param.IsNull(p.Name) // true
param.IsNull(p.Point) // true
```
Request structs contain a `.SetExtraFields(map[string]any)` method which can send non-conforming
fields in the request body. Extra fields overwrite any struct fields with a matching
key.
> [!WARNING]
> For security reasons, only use `SetExtraFields` with trusted data.
To send a custom value instead of a struct, use `param.Override[T](value)`.
```go
// In cases where the API specifies a given type,
// but you want to send something else, use [SetExtraFields]:
p.SetExtraFields(map[string]any{
"x": 0.01, // send "x" as a float instead of int
})
// Send a number instead of an object
custom := param.Override[anthropic.FooParams](12)
```
### Request unions
Unions are represented as a struct with fields prefixed by "Of" for each of it's variants,
only one field can be non-zero. The non-zero field will be serialized.
Sub-properties of the union can be accessed via methods on the union struct.
These methods return a mutable pointer to the underlying data, if present.
```go
// Only one field can be non-zero, use param.IsOmitted() to check if a field is set
type AnimalUnionParam struct {
OfCat *Cat `json:",omitzero,inline`
OfDog *Dog `json:",omitzero,inline`
}
animal := AnimalUnionParam{
OfCat: &Cat{
Name: "Whiskers",
Owner: PersonParam{
Address: AddressParam{Street: "3333 Coyote Hill Rd", Zip: 0},
},
},
}
// Mutating a field
if address := animal.GetOwner().GetAddress(); address != nil {
address.ZipCode = 94304
}
```
### Response objects
All fields in response structs are ordinary value types (not pointers or wrappers).
Response structs also include a special `JSON` field containing metadata about
each property.
```go
type Animal struct {
Name string `json:"name,nullable"`
Owners int `json:"owners"`
Age int `json:"age"`
JSON struct {
Name respjson.Field
Owner respjson.Field
Age respjson.Field
ExtraFields map[string]respjson.Field
} `json:"-"`
}
```
To handle optional data, use the `.Valid()` method on the JSON field.
`.Valid()` returns true if a field is not `null`, not present, or couldn't be marshaled.
If `.Valid()` is false, the corresponding field will simply be its zero value.
```go
raw := `{"owners": 1, "name": null}`
var res Animal
json.Unmarshal([]byte(raw), &res)
// Accessing regular fields
res.Owners // 1
res.Name // ""
res.Age // 0
// Optional field checks
res.JSON.Owners.Valid() // true
res.JSON.Name.Valid() // false
res.JSON.Age.Valid() // false
// Raw JSON values
res.JSON.Owners.Raw() // "1"
res.JSON.Name.Raw() == "null" // true
res.JSON.Name.Raw() == respjson.Null // true
res.JSON.Age.Raw() == "" // true
res.JSON.Age.Raw() == respjson.Omitted // true
```
These `.JSON` structs also include an `ExtraFields` map containing
any properties in the json response that were not specified
in the struct. This can be useful for API features not yet
present in the SDK.
```go
body := res.JSON.ExtraFields["my_unexpected_field"].Raw()
```
### Response Unions
In responses, unions are represented by a flattened struct containing all possible fields from each of the
object variants.
To convert it to a variant use the `.AsFooVariant()` method or the `.AsAny()` method if present.
If a response value union contains primitive values, primitive fields will be alongside
the properties but prefixed with `Of` and feature the tag `json:"...,inline"`.
```go
type AnimalUnion struct {
// From variants [Dog], [Cat]
Owner Person `json:"owner"`
// From variant [Dog]
DogBreed string `json:"dog_breed"`
// From variant [Cat]
CatBreed string `json:"cat_breed"`
// ...
JSON struct {
Owner respjson.Field
// ...
} `json:"-"`
}
// If animal variant
if animal.Owner.Address.ZipCode == "" {
panic("missing zip code")
}
// Switch on the variant
switch variant := animal.AsAny().(type) {
case Dog:
case Cat:
default:
panic("unexpected type")
}
```
### RequestOptions
This library uses the functional options pattern. Functions defined in the
`option` package return a `RequestOption`, which is a closure that mutates a
`RequestConfig`. These options can be supplied to the client or at individual
requests. For example:
```go
client := anthropic.NewClient(
// Adds a header to every request made by the client
option.WithHeader("X-Some-Header", "custom_header_info"),
)
client.Messages.New(context.TODO(), ...,
// Override the header
option.WithHeader("X-Some-Header", "some_other_custom_header_info"),
// Add an undocumented field to the request body, using sjson syntax
option.WithJSONSet("some.json.path", map[string]string{"my": "object"}),
)
```
See the [full list of request options](https://pkg.go.dev/github.com/anthropics/anthropic-sdk-go/option).
### Pagination
This library provides some conveniences for working with paginated list endpoints.
You can use `.ListAutoPaging()` methods to iterate through items across all pages:
```go
iter := client.Beta.Messages.Batches.ListAutoPaging(context.TODO(), anthropic.BetaMessageBatchListParams{
Limit: anthropic.Int(20),
})
// Automatically fetches more pages as needed.
for iter.Next() {
betaMessageBatch := iter.Current()
fmt.Printf("%+v\n", betaMessageBatch)
}
if err := iter.Err(); err != nil {
panic(err.Error())
}
```
Or you can use simple `.List()` methods to fetch a single page and receive a standard response object
with additional helper methods like `.GetNextPage()`, e.g.:
```go
page, err := client.Beta.Messages.Batches.List(context.TODO(), anthropic.BetaMessageBatchListParams{
Limit: anthropic.Int(20),
})
for page != nil {
for _, batch := range page.Data {
fmt.Printf("%+v\n", batch)
}
page, err = page.GetNextPage()
}
if err != nil {
panic(err.Error())
}
```
### Errors
When the API returns a non-success status code, we return an error with type
`*anthropic.Error`. This contains the `StatusCode`, `*http.Request`, and
`*http.Response` values of the request, as well as the JSON of the error body
(much like other response objects in the SDK).
To handle errors, we recommend that you use the `errors.As` pattern:
```go
_, err := client.Messages.New(context.TODO(), anthropic.MessageNewParams{
MaxTokens: 1024,
Messages: []anthropic.MessageParam{{
Content: []anthropic.ContentBlockParamUnion{{
OfText: &anthropic.TextBlockParam{Text: "What is a quaternion?", CacheControl: anthropic.NewCacheControlEphemeralParam(), Citations: []anthropic.TextCitationParamUnion{{
OfCharLocation: &anthropic.CitationCharLocationParam{CitedText: "cited_text", DocumentIndex: 0, DocumentTitle: anthropic.String("x"), EndCharIndex: 0, StartCharIndex: 0},
}}},
}},
Role: anthropic.MessageParamRoleUser,
}},
Model: anthropic.ModelClaude3_7SonnetLatest,
})
if err != nil {
var apierr *anthropic.Error
if errors.As(err, &apierr) {
println(string(apierr.DumpRequest(true))) // Prints the serialized HTTP request
println(string(apierr.DumpResponse(true))) // Prints the serialized HTTP response
}
panic(err.Error()) // GET "/v1/messages": 400 Bad Request { ... }
}
```
When other errors occur, they are returned unwrapped; for example,
if HTTP transport fails, you might receive `*url.Error` wrapping `*net.OpError`.
### Timeouts
Requests do not time out by default; use context to configure a timeout for a request lifecycle.
Note that if a request is [retried](#retries), the context timeout does not start over.
To set a per-retry timeout, use `option.WithRequestTimeout()`.
```go
// This sets the timeout for the request, including all the retries.
ctx, cancel := context.WithTimeout(context.Background(), 5*time.Minute)
defer cancel()
client.Messages.New(
ctx,
anthropic.MessageNewParams{
MaxTokens: 1024,
Messages: []anthropic.MessageParam{{
Content: []anthropic.ContentBlockParamUnion{{
OfRequestTextBlock: &anthropic.TextBlockParam{Text: "What is a quaternion?"},
}},
Role: anthropic.MessageParamRoleUser,
}},
Model: anthropic.ModelClaude3_7SonnetLatest,
},
// This sets the per-retry timeout
option.WithRequestTimeout(20*time.Second),
)
```
### Long Requests
> [!IMPORTANT]
> We highly encourage you use the streaming Messages API for longer running requests.
We do not recommend setting a large `MaxTokens` value without using streaming as some networks may drop idle connections after a certain period of time, which
can cause the request to fail or [timeout](#timeouts) without receiving a response from Anthropic.
This SDK will also return an error if a non-streaming request is expected to be above roughly 10 minutes long.
Calling `.Messages.NewStreaming()` or [setting a custom timeout](#timeouts) disables this error.
### File uploads
Request parameters that correspond to file uploads in multipart requests are typed as
`io.Reader`. The contents of the `io.Reader` will by default be sent as a multipart form
part with the file name of "anonymous_file" and content-type of "application/octet-stream", so we
recommend always specifyig a custom content-type with the `anthropic.File(reader io.Reader, filename string, contentType string)`
helper we provide to easily wrap any `io.Reader` with the appropriate file name and content type.
```go
// A file from the file system
file, err := os.Open("/path/to/file.json")
anthropic.BetaFileUploadParams{
File: anthropic.File(file, "custom-name.json", "application/json"),
Betas: []anthropic.AnthropicBeta{anthropic.AnthropicBetaFilesAPI2025_04_14},
}
// A file from a string
anthropic.BetaFileUploadParams{
File: anthropic.File(strings.NewReader("my file contents"), "custom-name.json", "application/json"),
Betas: []anthropic.AnthropicBeta{anthropic.AnthropicBetaFilesAPI2025_04_14},
}
```
The file name and content-type can also be customized by implementing `Name() string` or `ContentType()
string` on the run-time type of `io.Reader`. Note that `os.File` implements `Name() string`, so a
file returned by `os.Open` will be sent with the file name on disk.
### Retries
Certain errors will be automatically retried 2 times by default, with a short exponential backoff.
We retry by default all connection errors, 408 Request Timeout, 409 Conflict, 429 Rate Limit,
and >=500 Internal errors.
You can use the `WithMaxRetries` option to configure or disable this:
```go
// Configure the default for all requests:
client := anthropic.NewClient(
option.WithMaxRetries(0), // default is 2
)
// Override per-request:
client.Messages.New(
context.TODO(),
anthropic.MessageNewParams{
MaxTokens: 1024,
Messages: []anthropic.MessageParam{{
Content: []anthropic.ContentBlockParamUnion{{
OfRequestTextBlock: &anthropic.TextBlockParam{Text: "What is a quaternion?"},
}},
Role: anthropic.MessageParamRoleUser,
}},
Model: anthropic.ModelClaude3_7SonnetLatest,
},
option.WithMaxRetries(5),
)
```
### Accessing raw response data (e.g. response headers)
You can access the raw HTTP response data by using the `option.WithResponseInto()` request option. This is useful when
you need to examine response headers, status codes, or other details.
```go
// Create a variable to store the HTTP response
var response *http.Response
message, err := client.Messages.New(
context.TODO(),
anthropic.MessageNewParams{
MaxTokens: 1024,
Messages: []anthropic.MessageParam{{
Content: []anthropic.ContentBlockParamUnion{{
OfText: &anthropic.TextBlockParam{Text: "What is a quaternion?", CacheControl: anthropic.NewCacheControlEphemeralParam(), Citations: []anthropic.TextCitationParamUnion{{
OfCharLocation: &anthropic.CitationCharLocationParam{CitedText: "cited_text", DocumentIndex: 0, DocumentTitle: anthropic.String("x"), EndCharIndex: 0, StartCharIndex: 0},
}}},
}},
Role: anthropic.MessageParamRoleUser,
}},
Model: anthropic.ModelClaude3_7SonnetLatest,
},
option.WithResponseInto(&response),
)
if err != nil {
// handle error
}
fmt.Printf("%+v\n", message)
fmt.Printf("Status Code: %d\n", response.StatusCode)
fmt.Printf("Headers: %+#v\n", response.Header)
```
### Making custom/undocumented requests
This library is typed for convenient access to the documented API. If you need to access undocumented
endpoints, params, or response properties, the library can still be used.
#### Undocumented endpoints
To make requests to undocumented endpoints, you can use `client.Get`, `client.Post`, and other HTTP verbs.
`RequestOptions` on the client, such as retries, will be respected when making these requests.
```go
var (
// params can be an io.Reader, a []byte, an encoding/json serializable object,
// or a "…Params" struct defined in this library.
params map[string]any
// result can be an []byte, *http.Response, a encoding/json deserializable object,
// or a model defined in this library.
result *http.Response
)
err := client.Post(context.Background(), "/unspecified", params, &result)
if err != nil {
…
}
```
#### Undocumented request params
To make requests using undocumented parameters, you may use either the `option.WithQuerySet()`
or the `option.WithJSONSet()` methods.
```go
params := FooNewParams{
ID: "id_xxxx",
Data: FooNewParamsData{
FirstName: anthropic.String("John"),
},
}
client.Foo.New(context.Background(), params, option.WithJSONSet("data.last_name", "Doe"))
```
#### Undocumented response properties
To access undocumented response properties, you may either access the raw JSON of the response as a string
with `result.JSON.RawJSON()`, or get the raw JSON of a particular field on the result with
`result.JSON.Foo.Raw()`.
Any fields that are not present on the response struct will be saved and can be accessed by `result.JSON.ExtraFields()` which returns the extra fields as a `map[string]Field`.
### Middleware
We provide `option.WithMiddleware` which applies the given
middleware to requests.
```go
func Logger(req *http.Request, next option.MiddlewareNext) (res *http.Response, err error) {
// Before the request
start := time.Now()
LogReq(req)
// Forward the request to the next handler
res, err = next(req)
// Handle stuff after the request
end := time.Now()
LogRes(res, err, start - end)
return res, err
}
client := anthropic.NewClient(
option.WithMiddleware(Logger),
)
```
When multiple middlewares are provided as variadic arguments, the middlewares
are applied left to right. If `option.WithMiddleware` is given
multiple times, for example first in the client then the method, the
middleware in the client will run first and the middleware given in the method
will run next.
You may also replace the default `http.Client` with
`option.WithHTTPClient(client)`. Only one http client is
accepted (this overwrites any previous client) and receives requests after any
middleware has been applied.
## Amazon Bedrock
To use this library with [Amazon Bedrock](https://aws.amazon.com/bedrock/claude/),
use the bedrock request option `bedrock.WithLoadDefaultConfig(…)` which reads the
[default config](https://docs.aws.amazon.com/cli/latest/userguide/cli-chap-configure.html).
Importing the `bedrock` library also globally registers a decoder for `application/vnd.amazon.eventstream` for
streaming.
```go
package main
import (
"github.com/anthropics/anthropic-sdk-go"
"github.com/anthropics/anthropic-sdk-go/bedrock"
)
func main() {
client := anthropic.NewClient(
bedrock.WithLoadDefaultConfig(context.Background()),
)
}
```
If you already have an `aws.Config`, you can also use it directly with `bedrock.WithConfig(cfg)`.
Read more about Anthropic and Amazon Bedrock [here](https://docs.anthropic.com/en/api/claude-on-amazon-bedrock).
## Google Vertex AI
To use this library with [Google Vertex AI](https://cloud.google.com/vertex-ai/generative-ai/docs/partner-models/use-claude),
use the request option `vertex.WithGoogleAuth(…)` which reads the
[Application Default Credentials](https://cloud.google.com/docs/authentication/application-default-credentials).
```go
package main
import (
"context"
"github.com/anthropics/anthropic-sdk-go"
"github.com/anthropics/anthropic-sdk-go/vertex"
)
func main() {
client := anthropic.NewClient(
vertex.WithGoogleAuth(context.Background(), "us-central1", "id-xxx"),
)
}
```
If you already have `*google.Credentials`, you can also use it directly with
`vertex.WithCredentials(ctx, region, projectId, creds)`.
Read more about Anthropic and Google Vertex [here](https://docs.anthropic.com/en/api/claude-on-vertex-ai).
## Semantic versioning
This package generally follows [SemVer](https://semver.org/spec/v2.0.0.html) conventions, though certain backwards-incompatible changes may be released as minor versions:
1. Changes to library internals which are technically public but not intended or documented for external use. _(Please open a GitHub issue to let us know if you are relying on such internals.)_
2. Changes that we do not expect to impact the vast majority of users in practice.
We take backwards-compatibility seriously and work hard to ensure you can rely on a smooth upgrade experience.
We are keen for your feedback; please open an [issue](https://www.github.com/anthropics/anthropic-sdk-go/issues) with questions, bugs, or suggestions.
## Contributing
See [the contributing documentation](./CONTRIBUTING.md).
", Assign "at most 3 tags" to the expected json: {"id":"13524","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"