LangChain · Capability

LangSmith — feedback

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

Run with Naftiko Langchainfeedback

What You Can Do

GET
Readfeedbacksapiv1feedbackget — Read Feedbacks
/v1/api/v1/feedback
POST
Createfeedbackapiv1feedbackpost — Create Feedback
/v1/api/v1/feedback
POST
Eagerlycreatefeedbackapiv1feedbackeagerpost — Eagerly Create Feedback
/v1/api/v1/feedback/eager
POST
Createfeedbackformulaepapiv1feedbackformulaspost — Create Feedback Formula Ep
/v1/api/v1/feedback/formulas
GET
Listfeedbackformulaepapiv1feedbackformulasget — List Feedback Formula Ep
/v1/api/v1/feedback/formulas
GET
Getfeedbackformulaepapiv1feedbackformulasfeedbackformulaidget — Get Feedback Formula Ep
/v1/api/v1/feedback/formulas/{feedback-formula-id}
PUT
Updatefeedbackformulaepapiv1feedbackformulasfeedbackformulaidput — Update Feedback Formula Ep
/v1/api/v1/feedback/formulas/{feedback-formula-id}
DELETE
Deletefeedbackformulaendpointapiv1feedbackformulasfeedbackformulaiddelete — Delete Feedback Formula Endpoint
/v1/api/v1/feedback/formulas/{feedback-formula-id}
POST
Createfeedbackingesttokenapiv1feedbacktokenspost — Create Feedback Ingest Token
/v1/api/v1/feedback/tokens
GET
Listfeedbackingesttokensapiv1feedbacktokensget — List Feedback Ingest Tokens
/v1/api/v1/feedback/tokens
GET
Createfeedbackwithtokengetapiv1feedbacktokenstokenget — Create Feedback With Token Get
/v1/api/v1/feedback/tokens/{token}
POST
Createfeedbackwithtokenpostapiv1feedbacktokenstokenpost — Create Feedback With Token Post
/v1/api/v1/feedback/tokens/{token}
GET
Readfeedbackapiv1feedbackfeedbackidget — Read Feedback
/v1/api/v1/feedback/{feedback-id}
PATCH
Updatefeedbackapiv1feedbackfeedbackidpatch — Update Feedback
/v1/api/v1/feedback/{feedback-id}
DELETE
Deletefeedbackapiv1feedbackfeedbackiddelete — Delete Feedback
/v1/api/v1/feedback/{feedback-id}

MCP Tools

read-feedbacks

Read Feedbacks

read-only idempotent
create-feedback

Create Feedback

eagerly-create-feedback

Eagerly Create Feedback

create-feedback-formula-ep

Create Feedback Formula Ep

list-feedback-formula-ep

List Feedback Formula Ep

read-only idempotent
get-feedback-formula-ep

Get Feedback Formula Ep

read-only idempotent
update-feedback-formula-ep

Update Feedback Formula Ep

idempotent
delete-feedback-formula-endpoint

Delete Feedback Formula Endpoint

idempotent
create-feedback-ingest-token

Create Feedback Ingest Token

list-feedback-ingest-tokens

List Feedback Ingest Tokens

read-only idempotent
create-feedback-token-get

Create Feedback With Token Get

read-only idempotent
create-feedback-token-post

Create Feedback With Token Post

read-feedback

Read Feedback

read-only idempotent
update-feedback

Update Feedback

idempotent
delete-feedback

Delete Feedback

idempotent

Capability Spec

langchain-feedback.yaml Raw ↑
naftiko: 1.0.0-alpha2
info:
  label: LangSmith — feedback
  description: 'LangSmith — feedback. 15 operations. Lead operation: Read Feedbacks. Self-contained Naftiko capability covering
    one Langchain business surface.'
  tags:
  - Langchain
  - feedback
  created: '2026-05-19'
  modified: '2026-05-19'
binds:
- namespace: env
  keys:
    LANGCHAIN_API_KEY: LANGCHAIN_API_KEY
capability:
  consumes:
  - type: http
    namespace: langchain-feedback
    baseUri: ''
    description: LangSmith — feedback business capability. Self-contained, no shared references.
    resources:
    - name: api-v1-feedback
      path: /api/v1/feedback
      operations:
      - name: readfeedbacksapiv1feedbackget
        method: GET
        description: Read Feedbacks
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: run
          in: query
          type: string
        - name: key
          in: query
          type: string
        - name: session
          in: query
          type: string
        - name: source
          in: query
          type: string
        - name: limit
          in: query
          type: integer
        - name: offset
          in: query
          type: integer
        - name: user
          in: query
          type: string
        - name: has_comment
          in: query
          type: string
        - name: has_score
          in: query
          type: string
        - name: level
          in: query
          type: string
        - name: max_created_at
          in: query
          type: string
        - name: min_created_at
          in: query
          type: string
        - name: include_user_names
          in: query
          type: string
        - name: comparative_experiment_id
          in: query
          type: string
      - name: createfeedbackapiv1feedbackpost
        method: POST
        description: Create Feedback
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
    - name: api-v1-feedback-eager
      path: /api/v1/feedback/eager
      operations:
      - name: eagerlycreatefeedbackapiv1feedbackeagerpost
        method: POST
        description: Eagerly Create Feedback
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
    - name: api-v1-feedback-formulas
      path: /api/v1/feedback/formulas
      operations:
      - name: createfeedbackformulaepapiv1feedbackformulaspost
        method: POST
        description: Create Feedback Formula Ep
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
      - name: listfeedbackformulaepapiv1feedbackformulasget
        method: GET
        description: List Feedback Formula Ep
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: dataset_id
          in: query
          type: string
        - name: session_id
          in: query
          type: string
        - name: limit
          in: query
          type: integer
        - name: offset
          in: query
          type: integer
    - name: api-v1-feedback-formulas-feedback_formula_id
      path: /api/v1/feedback/formulas/{feedback_formula_id}
      operations:
      - name: getfeedbackformulaepapiv1feedbackformulasfeedbackformulaidget
        method: GET
        description: Get Feedback Formula Ep
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: feedback_formula_id
          in: path
          type: string
          required: true
      - name: updatefeedbackformulaepapiv1feedbackformulasfeedbackformulaidput
        method: PUT
        description: Update Feedback Formula Ep
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: feedback_formula_id
          in: path
          type: string
          required: true
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
      - name: deletefeedbackformulaendpointapiv1feedbackformulasfeedbackformulaiddelete
        method: DELETE
        description: Delete Feedback Formula Endpoint
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: feedback_formula_id
          in: path
          type: string
          required: true
    - name: api-v1-feedback-tokens
      path: /api/v1/feedback/tokens
      operations:
      - name: createfeedbackingesttokenapiv1feedbacktokenspost
        method: POST
        description: Create Feedback Ingest Token
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
      - name: listfeedbackingesttokensapiv1feedbacktokensget
        method: GET
        description: List Feedback Ingest Tokens
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: run_id
          in: query
          type: string
          required: true
    - name: api-v1-feedback-tokens-token
      path: /api/v1/feedback/tokens/{token}
      operations:
      - name: createfeedbackwithtokengetapiv1feedbacktokenstokenget
        method: GET
        description: Create Feedback With Token Get
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: token
          in: path
          type: string
          required: true
        - name: score
          in: query
          type: string
        - name: value
          in: query
          type: string
        - name: comment
          in: query
          type: string
        - name: correction
          in: query
          type: string
      - name: createfeedbackwithtokenpostapiv1feedbacktokenstokenpost
        method: POST
        description: Create Feedback With Token Post
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: token
          in: path
          type: string
          required: true
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
    - name: api-v1-feedback-feedback_id
      path: /api/v1/feedback/{feedback_id}
      operations:
      - name: readfeedbackapiv1feedbackfeedbackidget
        method: GET
        description: Read Feedback
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: feedback_id
          in: path
          type: string
          required: true
        - name: include_user_names
          in: query
          type: string
      - name: updatefeedbackapiv1feedbackfeedbackidpatch
        method: PATCH
        description: Update Feedback
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: feedback_id
          in: path
          type: string
          required: true
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
      - name: deletefeedbackapiv1feedbackfeedbackiddelete
        method: DELETE
        description: Delete Feedback
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: feedback_id
          in: path
          type: string
          required: true
    authentication:
      type: bearer
      token: '{{env.LANGCHAIN_API_KEY}}'
  exposes:
  - type: rest
    namespace: langchain-feedback-rest
    port: 8080
    description: REST adapter for LangSmith — feedback. One Spectral-compliant resource per consumed operation, prefixed with
      /v1.
    resources:
    - path: /v1/api/v1/feedback
      name: api-v1-feedback
      description: REST surface for api-v1-feedback.
      operations:
      - method: GET
        name: readfeedbacksapiv1feedbackget
        description: Read Feedbacks
        call: langchain-feedback.readfeedbacksapiv1feedbackget
        with:
          run: rest.run
          key: rest.key
          session: rest.session
          source: rest.source
          limit: rest.limit
          offset: rest.offset
          user: rest.user
          has_comment: rest.has_comment
          has_score: rest.has_score
          level: rest.level
          max_created_at: rest.max_created_at
          min_created_at: rest.min_created_at
          include_user_names: rest.include_user_names
          comparative_experiment_id: rest.comparative_experiment_id
        outputParameters:
        - type: object
          mapping: $.
      - method: POST
        name: createfeedbackapiv1feedbackpost
        description: Create Feedback
        call: langchain-feedback.createfeedbackapiv1feedbackpost
        with:
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/api/v1/feedback/eager
      name: api-v1-feedback-eager
      description: REST surface for api-v1-feedback-eager.
      operations:
      - method: POST
        name: eagerlycreatefeedbackapiv1feedbackeagerpost
        description: Eagerly Create Feedback
        call: langchain-feedback.eagerlycreatefeedbackapiv1feedbackeagerpost
        with:
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/api/v1/feedback/formulas
      name: api-v1-feedback-formulas
      description: REST surface for api-v1-feedback-formulas.
      operations:
      - method: POST
        name: createfeedbackformulaepapiv1feedbackformulaspost
        description: Create Feedback Formula Ep
        call: langchain-feedback.createfeedbackformulaepapiv1feedbackformulaspost
        with:
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
      - method: GET
        name: listfeedbackformulaepapiv1feedbackformulasget
        description: List Feedback Formula Ep
        call: langchain-feedback.listfeedbackformulaepapiv1feedbackformulasget
        with:
          dataset_id: rest.dataset_id
          session_id: rest.session_id
          limit: rest.limit
          offset: rest.offset
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/api/v1/feedback/formulas/{feedback-formula-id}
      name: api-v1-feedback-formulas-feedback-formula-id
      description: REST surface for api-v1-feedback-formulas-feedback_formula_id.
      operations:
      - method: GET
        name: getfeedbackformulaepapiv1feedbackformulasfeedbackformulaidget
        description: Get Feedback Formula Ep
        call: langchain-feedback.getfeedbackformulaepapiv1feedbackformulasfeedbackformulaidget
        with:
          feedback_formula_id: rest.feedback_formula_id
        outputParameters:
        - type: object
          mapping: $.
      - method: PUT
        name: updatefeedbackformulaepapiv1feedbackformulasfeedbackformulaidput
        description: Update Feedback Formula Ep
        call: langchain-feedback.updatefeedbackformulaepapiv1feedbackformulasfeedbackformulaidput
        with:
          feedback_formula_id: rest.feedback_formula_id
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
      - method: DELETE
        name: deletefeedbackformulaendpointapiv1feedbackformulasfeedbackformulaiddelete
        description: Delete Feedback Formula Endpoint
        call: langchain-feedback.deletefeedbackformulaendpointapiv1feedbackformulasfeedbackformulaiddelete
        with:
          feedback_formula_id: rest.feedback_formula_id
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/api/v1/feedback/tokens
      name: api-v1-feedback-tokens
      description: REST surface for api-v1-feedback-tokens.
      operations:
      - method: POST
        name: createfeedbackingesttokenapiv1feedbacktokenspost
        description: Create Feedback Ingest Token
        call: langchain-feedback.createfeedbackingesttokenapiv1feedbacktokenspost
        with:
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
      - method: GET
        name: listfeedbackingesttokensapiv1feedbacktokensget
        description: List Feedback Ingest Tokens
        call: langchain-feedback.listfeedbackingesttokensapiv1feedbacktokensget
        with:
          run_id: rest.run_id
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/api/v1/feedback/tokens/{token}
      name: api-v1-feedback-tokens-token
      description: REST surface for api-v1-feedback-tokens-token.
      operations:
      - method: GET
        name: createfeedbackwithtokengetapiv1feedbacktokenstokenget
        description: Create Feedback With Token Get
        call: langchain-feedback.createfeedbackwithtokengetapiv1feedbacktokenstokenget
        with:
          token: rest.token
          score: rest.score
          value: rest.value
          comment: rest.comment
          correction: rest.correction
        outputParameters:
        - type: object
          mapping: $.
      - method: POST
        name: createfeedbackwithtokenpostapiv1feedbacktokenstokenpost
        description: Create Feedback With Token Post
        call: langchain-feedback.createfeedbackwithtokenpostapiv1feedbacktokenstokenpost
        with:
          token: rest.token
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/api/v1/feedback/{feedback-id}
      name: api-v1-feedback-feedback-id
      description: REST surface for api-v1-feedback-feedback_id.
      operations:
      - method: GET
        name: readfeedbackapiv1feedbackfeedbackidget
        description: Read Feedback
        call: langchain-feedback.readfeedbackapiv1feedbackfeedbackidget
        with:
          feedback_id: rest.feedback_id
          include_user_names: rest.include_user_names
        outputParameters:
        - type: object
          mapping: $.
      - method: PATCH
        name: updatefeedbackapiv1feedbackfeedbackidpatch
        description: Update Feedback
        call: langchain-feedback.updatefeedbackapiv1feedbackfeedbackidpatch
        with:
          feedback_id: rest.feedback_id
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
      - method: DELETE
        name: deletefeedbackapiv1feedbackfeedbackiddelete
        description: Delete Feedback
        call: langchain-feedback.deletefeedbackapiv1feedbackfeedbackiddelete
        with:
          feedback_id: rest.feedback_id
        outputParameters:
        - type: object
          mapping: $.
  - type: mcp
    namespace: langchain-feedback-mcp
    port: 9090
    transport: http
    description: MCP adapter for LangSmith — feedback. One tool per consumed operation, routed inline through this capability's
      consumes block.
    tools:
    - name: read-feedbacks
      description: Read Feedbacks
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: langchain-feedback.readfeedbacksapiv1feedbackget
      with:
        run: tools.run
        key: tools.key
        session: tools.session
        source: tools.source
        limit: tools.limit
        offset: tools.offset
        user: tools.user
        has_comment: tools.has_comment
        has_score: tools.has_score
        level: tools.level
        max_created_at: tools.max_created_at
        min_created_at: tools.min_created_at
        include_user_names: tools.include_user_names
        comparative_experiment_id: tools.comparative_experiment_id
      outputParameters:
      - type: object
        mapping: $.
    - name: create-feedback
      description: Create Feedback
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: langchain-feedback.createfeedbackapiv1feedbackpost
      with:
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: eagerly-create-feedback
      description: Eagerly Create Feedback
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: langchain-feedback.eagerlycreatefeedbackapiv1feedbackeagerpost
      with:
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: create-feedback-formula-ep
      description: Create Feedback Formula Ep
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: langchain-feedback.createfeedbackformulaepapiv1feedbackformulaspost
      with:
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: list-feedback-formula-ep
      description: List Feedback Formula Ep
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: langchain-feedback.listfeedbackformulaepapiv1feedbackformulasget
      with:
        dataset_id: tools.dataset_id
        session_id: tools.session_id
        limit: tools.limit
        offset: tools.offset
      outputParameters:
      - type: object
        mapping: $.
    - name: get-feedback-formula-ep
      description: Get Feedback Formula Ep
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: langchain-feedback.getfeedbackformulaepapiv1feedbackformulasfeedbackformulaidget
      with:
        feedback_formula_id: tools.feedback_formula_id
      outputParameters:
      - type: object
        mapping: $.
    - name: update-feedback-formula-ep
      description: Update Feedback Formula Ep
      hints:
        readOnly: false
        destructive: false
        idempotent: true
      call: langchain-feedback.updatefeedbackformulaepapiv1feedbackformulasfeedbackformulaidput
      with:
        feedback_formula_id: tools.feedback_formula_id
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: delete-feedback-formula-endpoint
      description: Delete Feedback Formula Endpoint
      hints:
        readOnly: false
        destructive: true
        idempotent: true
      call: langchain-feedback.deletefeedbackformulaendpointapiv1feedbackformulasfeedbackformulaiddelete
      with:
        feedback_formula_id: tools.feedback_formula_id
      outputParameters:
      - type: object
        mapping: $.
    - name: create-feedback-ingest-token
      description: Create Feedback Ingest Token
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: langchain-feedback.createfeedbackingesttokenapiv1feedbacktokenspost
      with:
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: list-feedback-ingest-tokens
      description: List Feedback Ingest Tokens
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: langchain-feedback.listfeedbackingesttokensapiv1feedbacktokensget
      with:
        run_id: tools.run_id
      outputParameters:
      - type: object
        mapping: $.
    - name: create-feedback-token-get
      description: Create Feedback With Token Get
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: langchain-feedback.createfeedbackwithtokengetapiv1feedbacktokenstokenget
      with:
        token: tools.token
        score: tools.score
        value: tools.value
        comment: tools.comment
        correction: tools.correction
      outputParameters:
      - type: object
        mapping: $.
    - name: create-feedback-token-post
      description: Create Feedback With Token Post
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: langchain-feedback.createfeedbackwithtokenpostapiv1feedbacktokenstokenpost
      with:
        token: tools.token
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: read-feedback
      description: Read Feedback
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: langchain-feedback.readfeedbackapiv1feedbackfeedbackidget
      with:
        feedback_id: tools.feedback_id
        include_user_names: tools.include_user_names
      outputParameters:
      - type: object
        mapping: $.
    - name: update-feedback
      description: Update Feedback
      hints:
        readOnly: false
        destructive: false
        idempotent: true
      call: langchain-feedback.updatefeedbackapiv1feedbackfeedbackidpatch
      with:
        feedback_id: tools.feedback_id
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: delete-feedback
      description: Delete Feedback
      hints:
        readOnly: false
        destructive: true
        idempotent: true
      call: langchain-feedback.deletefeedbackapiv1feedbackfeedbackiddelete
      with:
        feedback_id: tools.feedback_id
      outputParameters:
      - type: object
        mapping: $.