LangChain · Capability

LangSmith — examples

LangSmith — examples. 15 operations. Lead operation: Read Examples. Self-contained Naftiko capability covering one Langchain business surface.

Run with Naftiko Langchainexamples

What You Can Do

GET
Readexamplesapiv1examplesget — Read Examples
/v1/api/v1/examples
POST
Createexampleapiv1examplespost — Create Example
/v1/api/v1/examples
DELETE
Deleteexamplesapiv1examplesdelete — Delete Examples
/v1/api/v1/examples
POST
Createexamplesapiv1examplesbulkpost — Create Examples
/v1/api/v1/examples/bulk
PATCH
Legacyupdateexamplesapiv1examplesbulkpatch — Legacy Update Examples
/v1/api/v1/examples/bulk
GET
Countexamplesapiv1examplescountget — Count Examples
/v1/api/v1/examples/count
POST
Uploadexamplesfromcsvapiv1examplesuploaddatasetidpost — Upload Examples From Csv
/v1/api/v1/examples/upload/{dataset-id}
POST
Validateexampleapiv1examplesvalidatepost — Validate Example
/v1/api/v1/examples/validate
POST
Validateexamplesapiv1examplesvalidatebulkpost — Validate Examples
/v1/api/v1/examples/validate/bulk
GET
Readexampleapiv1examplesexampleidget — Read Example
/v1/api/v1/examples/{example-id}
PATCH
Updateexampleapiv1examplesexampleidpatch — Update Example
/v1/api/v1/examples/{example-id}
DELETE
Deleteexampleapiv1examplesexampleiddelete — Delete Example
/v1/api/v1/examples/{example-id}
POST
Post — Hard Delete Examples
/v1/v1/platform/datasets/examples/delete
POST
Post — Upload Examples
/v1/v1/platform/datasets/{dataset-id}/examples
PATCH
Patch — Update Examples
/v1/v1/platform/datasets/{dataset-id}/examples

MCP Tools

read-examples

Read Examples

read-only idempotent
create-example

Create Example

delete-examples

Delete Examples

idempotent
create-examples

Create Examples

legacy-update-examples

Legacy Update Examples

idempotent
count-examples

Count Examples

read-only idempotent
upload-examples-csv

Upload Examples From Csv

validate-example

Validate Example

read-only
validate-examples

Validate Examples

read-only
read-example

Read Example

read-only idempotent
update-example

Update Example

idempotent
delete-example

Delete Example

idempotent
hard-delete-examples

Hard Delete Examples

upload-examples

Upload Examples

update-examples

Update Examples

idempotent

Capability Spec

langchain-examples.yaml Raw ↑
naftiko: 1.0.0-alpha2
info:
  label: LangSmith — examples
  description: 'LangSmith — examples. 15 operations. Lead operation: Read Examples. Self-contained Naftiko capability covering
    one Langchain business surface.'
  tags:
  - Langchain
  - examples
  created: '2026-05-19'
  modified: '2026-05-19'
binds:
- namespace: env
  keys:
    LANGCHAIN_API_KEY: LANGCHAIN_API_KEY
capability:
  consumes:
  - type: http
    namespace: langchain-examples
    baseUri: ''
    description: LangSmith — examples business capability. Self-contained, no shared references.
    resources:
    - name: api-v1-examples
      path: /api/v1/examples
      operations:
      - name: readexamplesapiv1examplesget
        method: GET
        description: Read Examples
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: id
          in: query
          type: string
        - name: as_of
          in: query
          type: string
          description: Only modifications made on or before this time are included. If None, the latest version of the dataset
            is used.
        - name: metadata
          in: query
          type: string
        - name: full_text_contains
          in: query
          type: string
        - name: splits
          in: query
          type: string
        - name: dataset
          in: query
          type: string
        - name: offset
          in: query
          type: integer
        - name: limit
          in: query
          type: integer
        - name: order
          in: query
          type: string
        - name: random_seed
          in: query
          type: string
        - name: select
          in: query
          type: array
        - name: descending
          in: query
          type: string
        - name: filter
          in: query
          type: string
      - name: createexampleapiv1examplespost
        method: POST
        description: Create Example
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
      - name: deleteexamplesapiv1examplesdelete
        method: DELETE
        description: Delete Examples
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: example_ids
          in: query
          type: array
          required: true
    - name: api-v1-examples-bulk
      path: /api/v1/examples/bulk
      operations:
      - name: createexamplesapiv1examplesbulkpost
        method: POST
        description: Create Examples
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
      - name: legacyupdateexamplesapiv1examplesbulkpatch
        method: PATCH
        description: Legacy Update Examples
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
    - name: api-v1-examples-count
      path: /api/v1/examples/count
      operations:
      - name: countexamplesapiv1examplescountget
        method: GET
        description: Count Examples
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: id
          in: query
          type: string
        - name: as_of
          in: query
          type: string
          description: Only modifications made on or before this time are included. If None, the latest version of the dataset
            is used.
        - name: metadata
          in: query
          type: string
        - name: full_text_contains
          in: query
          type: string
        - name: splits
          in: query
          type: string
        - name: dataset
          in: query
          type: string
        - name: filter
          in: query
          type: string
    - name: api-v1-examples-upload-dataset_id
      path: /api/v1/examples/upload/{dataset_id}
      operations:
      - name: uploadexamplesfromcsvapiv1examplesuploaddatasetidpost
        method: POST
        description: Upload Examples From Csv
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: dataset_id
          in: path
          type: string
          required: true
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
    - name: api-v1-examples-validate
      path: /api/v1/examples/validate
      operations:
      - name: validateexampleapiv1examplesvalidatepost
        method: POST
        description: Validate Example
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
    - name: api-v1-examples-validate-bulk
      path: /api/v1/examples/validate/bulk
      operations:
      - name: validateexamplesapiv1examplesvalidatebulkpost
        method: POST
        description: Validate Examples
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
    - name: api-v1-examples-example_id
      path: /api/v1/examples/{example_id}
      operations:
      - name: readexampleapiv1examplesexampleidget
        method: GET
        description: Read Example
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: example_id
          in: path
          type: string
          required: true
        - name: as_of
          in: query
          type: string
          description: Only modifications made on or before this time are included. If None, the latest version of the dataset
            is used.
        - name: dataset
          in: query
          type: string
      - name: updateexampleapiv1examplesexampleidpatch
        method: PATCH
        description: Update Example
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: example_id
          in: path
          type: string
          required: true
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
      - name: deleteexampleapiv1examplesexampleiddelete
        method: DELETE
        description: Delete Example
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: example_id
          in: path
          type: string
          required: true
    - name: v1-platform-datasets-examples-delete
      path: /v1/platform/datasets/examples/delete
      operations:
      - name: post
        method: POST
        description: Hard Delete Examples
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
    - name: v1-platform-datasets-dataset_id-examples
      path: /v1/platform/datasets/{dataset_id}/examples
      operations:
      - name: post
        method: POST
        description: Upload Examples
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: dataset_id
          in: path
          type: string
          description: Dataset ID
          required: true
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
      - name: patch
        method: PATCH
        description: Update Examples
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: dataset_id
          in: path
          type: string
          description: Dataset ID
          required: true
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
    authentication:
      type: bearer
      token: '{{env.LANGCHAIN_API_KEY}}'
  exposes:
  - type: rest
    namespace: langchain-examples-rest
    port: 8080
    description: REST adapter for LangSmith — examples. One Spectral-compliant resource per consumed operation, prefixed with
      /v1.
    resources:
    - path: /v1/api/v1/examples
      name: api-v1-examples
      description: REST surface for api-v1-examples.
      operations:
      - method: GET
        name: readexamplesapiv1examplesget
        description: Read Examples
        call: langchain-examples.readexamplesapiv1examplesget
        with:
          id: rest.id
          as_of: rest.as_of
          metadata: rest.metadata
          full_text_contains: rest.full_text_contains
          splits: rest.splits
          dataset: rest.dataset
          offset: rest.offset
          limit: rest.limit
          order: rest.order
          random_seed: rest.random_seed
          select: rest.select
          descending: rest.descending
          filter: rest.filter
        outputParameters:
        - type: object
          mapping: $.
      - method: POST
        name: createexampleapiv1examplespost
        description: Create Example
        call: langchain-examples.createexampleapiv1examplespost
        with:
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
      - method: DELETE
        name: deleteexamplesapiv1examplesdelete
        description: Delete Examples
        call: langchain-examples.deleteexamplesapiv1examplesdelete
        with:
          example_ids: rest.example_ids
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/api/v1/examples/bulk
      name: api-v1-examples-bulk
      description: REST surface for api-v1-examples-bulk.
      operations:
      - method: POST
        name: createexamplesapiv1examplesbulkpost
        description: Create Examples
        call: langchain-examples.createexamplesapiv1examplesbulkpost
        with:
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
      - method: PATCH
        name: legacyupdateexamplesapiv1examplesbulkpatch
        description: Legacy Update Examples
        call: langchain-examples.legacyupdateexamplesapiv1examplesbulkpatch
        with:
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/api/v1/examples/count
      name: api-v1-examples-count
      description: REST surface for api-v1-examples-count.
      operations:
      - method: GET
        name: countexamplesapiv1examplescountget
        description: Count Examples
        call: langchain-examples.countexamplesapiv1examplescountget
        with:
          id: rest.id
          as_of: rest.as_of
          metadata: rest.metadata
          full_text_contains: rest.full_text_contains
          splits: rest.splits
          dataset: rest.dataset
          filter: rest.filter
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/api/v1/examples/upload/{dataset-id}
      name: api-v1-examples-upload-dataset-id
      description: REST surface for api-v1-examples-upload-dataset_id.
      operations:
      - method: POST
        name: uploadexamplesfromcsvapiv1examplesuploaddatasetidpost
        description: Upload Examples From Csv
        call: langchain-examples.uploadexamplesfromcsvapiv1examplesuploaddatasetidpost
        with:
          dataset_id: rest.dataset_id
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/api/v1/examples/validate
      name: api-v1-examples-validate
      description: REST surface for api-v1-examples-validate.
      operations:
      - method: POST
        name: validateexampleapiv1examplesvalidatepost
        description: Validate Example
        call: langchain-examples.validateexampleapiv1examplesvalidatepost
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/api/v1/examples/validate/bulk
      name: api-v1-examples-validate-bulk
      description: REST surface for api-v1-examples-validate-bulk.
      operations:
      - method: POST
        name: validateexamplesapiv1examplesvalidatebulkpost
        description: Validate Examples
        call: langchain-examples.validateexamplesapiv1examplesvalidatebulkpost
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/api/v1/examples/{example-id}
      name: api-v1-examples-example-id
      description: REST surface for api-v1-examples-example_id.
      operations:
      - method: GET
        name: readexampleapiv1examplesexampleidget
        description: Read Example
        call: langchain-examples.readexampleapiv1examplesexampleidget
        with:
          example_id: rest.example_id
          as_of: rest.as_of
          dataset: rest.dataset
        outputParameters:
        - type: object
          mapping: $.
      - method: PATCH
        name: updateexampleapiv1examplesexampleidpatch
        description: Update Example
        call: langchain-examples.updateexampleapiv1examplesexampleidpatch
        with:
          example_id: rest.example_id
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
      - method: DELETE
        name: deleteexampleapiv1examplesexampleiddelete
        description: Delete Example
        call: langchain-examples.deleteexampleapiv1examplesexampleiddelete
        with:
          example_id: rest.example_id
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/v1/platform/datasets/examples/delete
      name: v1-platform-datasets-examples-delete
      description: REST surface for v1-platform-datasets-examples-delete.
      operations:
      - method: POST
        name: post
        description: Hard Delete Examples
        call: langchain-examples.post
        with:
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/v1/platform/datasets/{dataset-id}/examples
      name: v1-platform-datasets-dataset-id-examples
      description: REST surface for v1-platform-datasets-dataset_id-examples.
      operations:
      - method: POST
        name: post
        description: Upload Examples
        call: langchain-examples.post
        with:
          dataset_id: rest.dataset_id
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
      - method: PATCH
        name: patch
        description: Update Examples
        call: langchain-examples.patch
        with:
          dataset_id: rest.dataset_id
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
  - type: mcp
    namespace: langchain-examples-mcp
    port: 9090
    transport: http
    description: MCP adapter for LangSmith — examples. One tool per consumed operation, routed inline through this capability's
      consumes block.
    tools:
    - name: read-examples
      description: Read Examples
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: langchain-examples.readexamplesapiv1examplesget
      with:
        id: tools.id
        as_of: tools.as_of
        metadata: tools.metadata
        full_text_contains: tools.full_text_contains
        splits: tools.splits
        dataset: tools.dataset
        offset: tools.offset
        limit: tools.limit
        order: tools.order
        random_seed: tools.random_seed
        select: tools.select
        descending: tools.descending
        filter: tools.filter
      outputParameters:
      - type: object
        mapping: $.
    - name: create-example
      description: Create Example
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: langchain-examples.createexampleapiv1examplespost
      with:
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: delete-examples
      description: Delete Examples
      hints:
        readOnly: false
        destructive: true
        idempotent: true
      call: langchain-examples.deleteexamplesapiv1examplesdelete
      with:
        example_ids: tools.example_ids
      outputParameters:
      - type: object
        mapping: $.
    - name: create-examples
      description: Create Examples
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: langchain-examples.createexamplesapiv1examplesbulkpost
      with:
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: legacy-update-examples
      description: Legacy Update Examples
      hints:
        readOnly: false
        destructive: false
        idempotent: true
      call: langchain-examples.legacyupdateexamplesapiv1examplesbulkpatch
      with:
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: count-examples
      description: Count Examples
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: langchain-examples.countexamplesapiv1examplescountget
      with:
        id: tools.id
        as_of: tools.as_of
        metadata: tools.metadata
        full_text_contains: tools.full_text_contains
        splits: tools.splits
        dataset: tools.dataset
        filter: tools.filter
      outputParameters:
      - type: object
        mapping: $.
    - name: upload-examples-csv
      description: Upload Examples From Csv
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: langchain-examples.uploadexamplesfromcsvapiv1examplesuploaddatasetidpost
      with:
        dataset_id: tools.dataset_id
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: validate-example
      description: Validate Example
      hints:
        readOnly: true
        destructive: false
        idempotent: false
      call: langchain-examples.validateexampleapiv1examplesvalidatepost
      outputParameters:
      - type: object
        mapping: $.
    - name: validate-examples
      description: Validate Examples
      hints:
        readOnly: true
        destructive: false
        idempotent: false
      call: langchain-examples.validateexamplesapiv1examplesvalidatebulkpost
      outputParameters:
      - type: object
        mapping: $.
    - name: read-example
      description: Read Example
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: langchain-examples.readexampleapiv1examplesexampleidget
      with:
        example_id: tools.example_id
        as_of: tools.as_of
        dataset: tools.dataset
      outputParameters:
      - type: object
        mapping: $.
    - name: update-example
      description: Update Example
      hints:
        readOnly: false
        destructive: false
        idempotent: true
      call: langchain-examples.updateexampleapiv1examplesexampleidpatch
      with:
        example_id: tools.example_id
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: delete-example
      description: Delete Example
      hints:
        readOnly: false
        destructive: true
        idempotent: true
      call: langchain-examples.deleteexampleapiv1examplesexampleiddelete
      with:
        example_id: tools.example_id
      outputParameters:
      - type: object
        mapping: $.
    - name: hard-delete-examples
      description: Hard Delete Examples
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: langchain-examples.post
      with:
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: upload-examples
      description: Upload Examples
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: langchain-examples.post
      with:
        dataset_id: tools.dataset_id
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: update-examples
      description: Update Examples
      hints:
        readOnly: false
        destructive: false
        idempotent: true
      call: langchain-examples.patch
      with:
        dataset_id: tools.dataset_id
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.