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Beta

BetaIndexes

Get Index
GET/api/v1/indexes/{index_id}
Delete Index
DELETE/api/v1/indexes/{index_id}
Create Index
POST/api/v1/indexes
Sync Index
POST/api/v1/indexes/{index_id}/sync
List Indexes
GET/api/v1/indexes
ModelsExpand Collapse
IndexGetResponse object { id, export_config_id, name, 10 more }

A searchable index over a directory of documents.

id: string

Unique identifier

export_config_id: string

ID of the export configuration.

name: string

Index name.

output_directory_id: string

ID of the output directory holding the indexed files.

project_id: string

Project this index belongs to.

source_directory_id: string

ID of the source directory.

sync_config_id: string

ID of the sync configuration.

created_at: optional string

Creation datetime

formatdate-time
description: optional string

Index description.

last_exported_at: optional string

Last export time.

formatdate-time
last_synced_at: optional string

Last sync time.

formatdate-time
metadata: optional map[unknown]

Build state and diagnostic info.

updated_at: optional string

Update datetime

formatdate-time
IndexCreateResponse object { id, export_config_id, name, 10 more }

A searchable index over a directory of documents.

id: string

Unique identifier

export_config_id: string

ID of the export configuration.

name: string

Index name.

output_directory_id: string

ID of the output directory holding the indexed files.

project_id: string

Project this index belongs to.

source_directory_id: string

ID of the source directory.

sync_config_id: string

ID of the sync configuration.

created_at: optional string

Creation datetime

formatdate-time
description: optional string

Index description.

last_exported_at: optional string

Last export time.

formatdate-time
last_synced_at: optional string

Last sync time.

formatdate-time
metadata: optional map[unknown]

Build state and diagnostic info.

updated_at: optional string

Update datetime

formatdate-time
IndexSyncResponse = unknown
IndexListResponse object { id, export_config_id, name, 10 more }

A searchable index over a directory of documents.

id: string

Unique identifier

export_config_id: string

ID of the export configuration.

name: string

Index name.

output_directory_id: string

ID of the output directory holding the indexed files.

project_id: string

Project this index belongs to.

source_directory_id: string

ID of the source directory.

sync_config_id: string

ID of the sync configuration.

created_at: optional string

Creation datetime

formatdate-time
description: optional string

Index description.

last_exported_at: optional string

Last export time.

formatdate-time
last_synced_at: optional string

Last sync time.

formatdate-time
metadata: optional map[unknown]

Build state and diagnostic info.

updated_at: optional string

Update datetime

formatdate-time

BetaRetrieval

Retrieve
POST/api/v1/retrieval/retrieve
Find Files
POST/api/v1/retrieval/files/find
Grep File
POST/api/v1/retrieval/files/grep
Read File
POST/api/v1/retrieval/files/read
ModelsExpand Collapse
RetrievalRetrieveResponse object { results }

Response containing retrieval results.

results: array of object { content, metadata, rerank_score, 2 more }

Ordered list of retrieved chunks.

content: string

Text content of the retrieved chunk.

metadata: optional map[string or number or number or 3 more]

User-defined metadata associated with the chunk.

One of the following:
string
number
number
boolean
unknown
MetadataListValue = array of string
rerank_score: optional number

Relevance score from the reranker, if reranking was applied.

score: optional number

Hybrid search relevance score.

static_fields: optional object { attachments, chunk_end_char, chunk_index, 5 more }

Built-in fields stored for every exported chunk.

attachments: optional array of object { attachment_name, source_id, type }

Attachments associated with the chunk

attachment_name: string

Attachment-relative path, e.g. ‘screenshots/page_7.jpg’.

source_id: string

File ID to pass as source_id when fetching the attachment.

type: string

Attachment kind, e.g. ‘screenshot’, ‘items’.

chunk_end_char: optional number

End character offset of the chunk.

chunk_index: optional number

Index of the chunk within the file.

chunk_start_char: optional number

Start character offset of the chunk.

chunk_token_count: optional number

Token count of the chunk.

page_range_end: optional number

Last page number covered by this chunk.

page_range_start: optional number

First page number covered by this chunk.

parsed_directory_file_id: optional string

ID of the parsed file.

RetrievalFindResponse object { file_id, file_name }

A file returned by find.

file_id: string

ID of the file.

file_name: string

Display name of the file.

RetrievalGrepResponse object { content, end_char, start_char }

A single grep match within a file.

content: string

Matched text content.

end_char: number

End character offset of the match.

start_char: number

Start character offset of the match.

RetrievalReadResponse object { content }

File read result.

content: string

Parsed text content of the file.

BetaChat

List Sessions
GET/api/v1/chat
Create Session
POST/api/v1/chat
Get Full Session
GET/api/v1/chat/{session_id}
Delete Session
DELETE/api/v1/chat/{session_id}
Get Session Summary
GET/api/v1/chat/{session_id}/summary
Stream Messages
POST/api/v1/chat/{session_id}/messages/stream
ModelsExpand Collapse
ChatListResponse object { last_updated_at, session_id, generated_title, 2 more }

Summary of a chat session, including its title and last run metadata.

last_updated_at: string

ISO-format timestamp showing when the session was last updated.

session_id: string

Unique session identifier.

generated_title: optional string

Auto-generated title derived from the first user message.

index_ids: optional array of string

Indexes this session is bound to. Null on unbound sessions.

job_metadata: optional object { duration_ms, error, export_config_ids, 4 more }

Token usage and status from the most recent run. Null if the session has not been run yet.

duration_ms: optional number
error: optional string
export_config_ids: optional array of string
is_error: optional boolean
total_input_tokens: optional number
total_output_tokens: optional number
turns: optional number
ChatCreateResponse object { last_updated_at, session_id, generated_title, 2 more }

Summary of a chat session, including its title and last run metadata.

last_updated_at: string

ISO-format timestamp showing when the session was last updated.

session_id: string

Unique session identifier.

generated_title: optional string

Auto-generated title derived from the first user message.

index_ids: optional array of string

Indexes this session is bound to. Null on unbound sessions.

job_metadata: optional object { duration_ms, error, export_config_ids, 4 more }

Token usage and status from the most recent run. Null if the session has not been run yet.

duration_ms: optional number
error: optional string
export_config_ids: optional array of string
is_error: optional boolean
total_input_tokens: optional number
total_output_tokens: optional number
turns: optional number
ChatRetrieveResponse object { events, last_updated_at, session_id, 3 more }

Full chat session including its complete event history.

events: array of object { error, is_error, usage, type } or object { content, type } or object { content, type } or 5 more

Ordered list of events that make up the conversation history.

One of the following:
Stop object { error, is_error, usage, type }
error: string
is_error: boolean
usage: object { duration_ms, total_input_tokens, total_output_tokens, turns }
duration_ms: optional number
total_input_tokens: optional number
total_output_tokens: optional number
turns: optional number
type: optional "stop"
TextDelta object { content, type }
content: string
type: optional "text_delta"
Text object { content, type }
content: string
type: optional "text"
ThinkingDelta object { content, type }
content: string
type: optional "thinking_delta"
Thinking object { content, type }
content: string
type: optional "thinking"
ToolCall object { arguments, call_id, name, type }
arguments: map[unknown]
call_id: string
name: string
type: optional "tool_call"
ToolResult object { call_id, name, result, 2 more }
call_id: string
name: string
result: unknown
image_attachment: optional object { attachment_name, source_id }

Coordinates for lazily resolving a page screenshot presigned URL.

attachment_name: string
source_id: string
type: optional "tool_result"
UserInput object { content, type }
content: string
type: optional "user_input"
last_updated_at: string

ISO-format timestamp showing when the session was last updated.

session_id: string

Unique session identifier.

generated_title: optional string

Auto-generated title derived from the first user message.

index_ids: optional array of string

Indexes this session is bound to. Null on unbound sessions.

job_metadata: optional object { duration_ms, error, export_config_ids, 4 more }

Token usage and status from the most recent run. Null if the session has not been run yet.

duration_ms: optional number
error: optional string
export_config_ids: optional array of string
is_error: optional boolean
total_input_tokens: optional number
total_output_tokens: optional number
turns: optional number
ChatGetSummaryResponse object { last_updated_at, session_id, generated_title, 2 more }

Summary of a chat session, including its title and last run metadata.

last_updated_at: string

ISO-format timestamp showing when the session was last updated.

session_id: string

Unique session identifier.

generated_title: optional string

Auto-generated title derived from the first user message.

index_ids: optional array of string

Indexes this session is bound to. Null on unbound sessions.

job_metadata: optional object { duration_ms, error, export_config_ids, 4 more }

Token usage and status from the most recent run. Null if the session has not been run yet.

duration_ms: optional number
error: optional string
export_config_ids: optional array of string
is_error: optional boolean
total_input_tokens: optional number
total_output_tokens: optional number
turns: optional number
ChatStreamResponse = unknown

BetaAgent Data

Get Agent Data
GET/api/v1/beta/agent-data/{item_id}
Update Agent Data
PUT/api/v1/beta/agent-data/{item_id}
Delete Agent Data
DELETE/api/v1/beta/agent-data/{item_id}
Create Agent Data
POST/api/v1/beta/agent-data
Search Agent Data
POST/api/v1/beta/agent-data/:search
Aggregate Agent Data
POST/api/v1/beta/agent-data/:aggregate
Delete Agent Data By Query
POST/api/v1/beta/agent-data/:delete
ModelsExpand Collapse
AgentData object { data, deployment_name, id, 4 more }

API Result for a single agent data item

data: map[unknown]
deployment_name: string
id: optional string
collection: optional string
created_at: optional string
project_id: optional string
updated_at: optional string
AgentDataDeleteResponse = map[string]
AgentDataAggregateResponse object { group_key, count, first_item }

API Result for a single group in the aggregate response

group_key: map[unknown]
count: optional number
first_item: optional map[unknown]
AgentDataDeleteByQueryResponse object { deleted_count }

API response for bulk delete operation

deleted_count: number

BetaDirectories

Create Directory
POST/api/v1/beta/directories
List Directories
GET/api/v1/beta/directories
Get Directory
GET/api/v1/beta/directories/{directory_id}
Update Directory
PATCH/api/v1/beta/directories/{directory_id}
Delete Directory
DELETE/api/v1/beta/directories/{directory_id}
ModelsExpand Collapse
DirectoryCreateResponse object { id, name, project_id, 8 more }

API response schema for a directory.

id: string

Unique identifier for the directory.

name: string

Human-readable name for the directory.

minLength1
project_id: string

Project the directory belongs to.

connector_subscription_id: optional string

Connector Subscription whose files sync into this directory. Null for a directory populated by manual uploads.

created_at: optional string

Creation datetime

formatdate-time
deleted_at: optional string

Optional timestamp of when the directory was deleted. Null if not deleted.

formatdate-time
description: optional string

Optional description shown to users.

expires_at: optional string

When this directory expires and is eligible for cleanup.

formatdate-time
system_metadata: optional map[unknown]

Reserved system-managed metadata.

type: optional "ephemeral" or "index" or "user"

Directory type: ‘user’, ‘index’, or ‘ephemeral’.

One of the following:
"ephemeral"
"index"
"user"
updated_at: optional string

Update datetime

formatdate-time
DirectoryListResponse object { id, name, project_id, 8 more }

API response schema for a directory.

id: string

Unique identifier for the directory.

name: string

Human-readable name for the directory.

minLength1
project_id: string

Project the directory belongs to.

connector_subscription_id: optional string

Connector Subscription whose files sync into this directory. Null for a directory populated by manual uploads.

created_at: optional string

Creation datetime

formatdate-time
deleted_at: optional string

Optional timestamp of when the directory was deleted. Null if not deleted.

formatdate-time
description: optional string

Optional description shown to users.

expires_at: optional string

When this directory expires and is eligible for cleanup.

formatdate-time
system_metadata: optional map[unknown]

Reserved system-managed metadata.

type: optional "ephemeral" or "index" or "user"

Directory type: ‘user’, ‘index’, or ‘ephemeral’.

One of the following:
"ephemeral"
"index"
"user"
updated_at: optional string

Update datetime

formatdate-time
DirectoryGetResponse object { id, name, project_id, 8 more }

API response schema for a directory.

id: string

Unique identifier for the directory.

name: string

Human-readable name for the directory.

minLength1
project_id: string

Project the directory belongs to.

connector_subscription_id: optional string

Connector Subscription whose files sync into this directory. Null for a directory populated by manual uploads.

created_at: optional string

Creation datetime

formatdate-time
deleted_at: optional string

Optional timestamp of when the directory was deleted. Null if not deleted.

formatdate-time
description: optional string

Optional description shown to users.

expires_at: optional string

When this directory expires and is eligible for cleanup.

formatdate-time
system_metadata: optional map[unknown]

Reserved system-managed metadata.

type: optional "ephemeral" or "index" or "user"

Directory type: ‘user’, ‘index’, or ‘ephemeral’.

One of the following:
"ephemeral"
"index"
"user"
updated_at: optional string

Update datetime

formatdate-time
DirectoryUpdateResponse object { id, name, project_id, 8 more }

API response schema for a directory.

id: string

Unique identifier for the directory.

name: string

Human-readable name for the directory.

minLength1
project_id: string

Project the directory belongs to.

connector_subscription_id: optional string

Connector Subscription whose files sync into this directory. Null for a directory populated by manual uploads.

created_at: optional string

Creation datetime

formatdate-time
deleted_at: optional string

Optional timestamp of when the directory was deleted. Null if not deleted.

formatdate-time
description: optional string

Optional description shown to users.

expires_at: optional string

When this directory expires and is eligible for cleanup.

formatdate-time
system_metadata: optional map[unknown]

Reserved system-managed metadata.

type: optional "ephemeral" or "index" or "user"

Directory type: ‘user’, ‘index’, or ‘ephemeral’.

One of the following:
"ephemeral"
"index"
"user"
updated_at: optional string

Update datetime

formatdate-time

BetaDirectoriesFiles

Add Directory File
POST/api/v1/beta/directories/{directory_id}/files
List Directory Files
GET/api/v1/beta/directories/{directory_id}/files
Get Directory File
GET/api/v1/beta/directories/{directory_id}/files/{directory_file_id}
Update Directory File
PATCH/api/v1/beta/directories/{directory_id}/files/{directory_file_id}
Delete Directory File
DELETE/api/v1/beta/directories/{directory_id}/files/{directory_file_id}
Upload File To Directory
POST/api/v1/beta/directories/{directory_id}/files/upload
ModelsExpand Collapse
FileAddResponse object { id, directory_id, display_name, 8 more }

API response schema for a directory file.

id: string

Unique identifier for the directory file.

directory_id: string

Directory the file belongs to.

display_name: string

Display name for the file.

minLength1
project_id: string

Project the directory file belongs to.

unique_id: string

Unique identifier for the file in the directory

minLength1
created_at: optional string

Creation datetime

formatdate-time
deleted_at: optional string

Soft delete marker when the file is removed upstream or by user action.

formatdate-time
download_url: optional PresignedURL { expires_at, url, form_fields }

Schema for a presigned URL.

expires_at: string

The time at which the presigned URL expires

formatdate-time
url: string

A presigned URL for IO operations against a private file

formaturi
minLength1
form_fields: optional map[string]

Form fields for a presigned POST request

file_id: optional string

File ID for the storage location.

metadata: optional map[string or number or number or 3 more]

Merged metadata from all sources. Higher-priority sources override lower.

One of the following:
string
number
number
boolean
unknown
MetadataListValue = array of string
updated_at: optional string

Update datetime

formatdate-time
FileListResponse object { id, directory_id, display_name, 8 more }

API response schema for a directory file.

id: string

Unique identifier for the directory file.

directory_id: string

Directory the file belongs to.

display_name: string

Display name for the file.

minLength1
project_id: string

Project the directory file belongs to.

unique_id: string

Unique identifier for the file in the directory

minLength1
created_at: optional string

Creation datetime

formatdate-time
deleted_at: optional string

Soft delete marker when the file is removed upstream or by user action.

formatdate-time
download_url: optional PresignedURL { expires_at, url, form_fields }

Schema for a presigned URL.

expires_at: string

The time at which the presigned URL expires

formatdate-time
url: string

A presigned URL for IO operations against a private file

formaturi
minLength1
form_fields: optional map[string]

Form fields for a presigned POST request

file_id: optional string

File ID for the storage location.

metadata: optional map[string or number or number or 3 more]

Merged metadata from all sources. Higher-priority sources override lower.

One of the following:
string
number
number
boolean
unknown
MetadataListValue = array of string
updated_at: optional string

Update datetime

formatdate-time
FileGetResponse object { id, directory_id, display_name, 8 more }

API response schema for a directory file.

id: string

Unique identifier for the directory file.

directory_id: string

Directory the file belongs to.

display_name: string

Display name for the file.

minLength1
project_id: string

Project the directory file belongs to.

unique_id: string

Unique identifier for the file in the directory

minLength1
created_at: optional string

Creation datetime

formatdate-time
deleted_at: optional string

Soft delete marker when the file is removed upstream or by user action.

formatdate-time
download_url: optional PresignedURL { expires_at, url, form_fields }

Schema for a presigned URL.

expires_at: string

The time at which the presigned URL expires

formatdate-time
url: string

A presigned URL for IO operations against a private file

formaturi
minLength1
form_fields: optional map[string]

Form fields for a presigned POST request

file_id: optional string

File ID for the storage location.

metadata: optional map[string or number or number or 3 more]

Merged metadata from all sources. Higher-priority sources override lower.

One of the following:
string
number
number
boolean
unknown
MetadataListValue = array of string
updated_at: optional string

Update datetime

formatdate-time
FileUpdateResponse object { id, directory_id, display_name, 8 more }

API response schema for a directory file.

id: string

Unique identifier for the directory file.

directory_id: string

Directory the file belongs to.

display_name: string

Display name for the file.

minLength1
project_id: string

Project the directory file belongs to.

unique_id: string

Unique identifier for the file in the directory

minLength1
created_at: optional string

Creation datetime

formatdate-time
deleted_at: optional string

Soft delete marker when the file is removed upstream or by user action.

formatdate-time
download_url: optional PresignedURL { expires_at, url, form_fields }

Schema for a presigned URL.

expires_at: string

The time at which the presigned URL expires

formatdate-time
url: string

A presigned URL for IO operations against a private file

formaturi
minLength1
form_fields: optional map[string]

Form fields for a presigned POST request

file_id: optional string

File ID for the storage location.

metadata: optional map[string or number or number or 3 more]

Merged metadata from all sources. Higher-priority sources override lower.

One of the following:
string
number
number
boolean
unknown
MetadataListValue = array of string
updated_at: optional string

Update datetime

formatdate-time
FileUploadResponse object { id, directory_id, display_name, 8 more }

API response schema for a directory file.

id: string

Unique identifier for the directory file.

directory_id: string

Directory the file belongs to.

display_name: string

Display name for the file.

minLength1
project_id: string

Project the directory file belongs to.

unique_id: string

Unique identifier for the file in the directory

minLength1
created_at: optional string

Creation datetime

formatdate-time
deleted_at: optional string

Soft delete marker when the file is removed upstream or by user action.

formatdate-time
download_url: optional PresignedURL { expires_at, url, form_fields }

Schema for a presigned URL.

expires_at: string

The time at which the presigned URL expires

formatdate-time
url: string

A presigned URL for IO operations against a private file

formaturi
minLength1
form_fields: optional map[string]

Form fields for a presigned POST request

file_id: optional string

File ID for the storage location.

metadata: optional map[string or number or number or 3 more]

Merged metadata from all sources. Higher-priority sources override lower.

One of the following:
string
number
number
boolean
unknown
MetadataListValue = array of string
updated_at: optional string

Update datetime

formatdate-time

BetaSplit

Create Split Job
POST/api/v1/beta/split/jobs
List Split Jobs
GET/api/v1/beta/split/jobs
Get Split Job
GET/api/v1/beta/split/jobs/{split_job_id}
ModelsExpand Collapse
SplitCategory object { name, description }

Category definition for document splitting.

name: string

Name of the category.

maxLength200
minLength1
description: optional string

Optional description of what content belongs in this category.

maxLength2000
minLength1
SplitDocumentInput object { type, value }

Document input specification for beta API.

type: string

Type of document input. Valid values are: file_id

value: string

Document identifier.

SplitResultResponse object { segments }

Result of a completed split job.

segments: array of SplitSegmentResponse { category, confidence_category, pages }

List of document segments.

category: string

Category name this split belongs to.

confidence_category: string

Categorical confidence level. Valid values are: high, medium, low.

pages: array of number

1-indexed page numbers in this split.

SplitSegmentResponse object { category, confidence_category, pages }

A segment of the split document.

category: string

Category name this split belongs to.

confidence_category: string

Categorical confidence level. Valid values are: high, medium, low.

pages: array of number

1-indexed page numbers in this split.

SplitCreateResponse object { id, categories, document_input, 8 more }

Beta response — uses nested document_input object.

id: string

Unique identifier for the split job.

categories: array of SplitCategory { name, description }

Categories used for splitting.

name: string

Name of the category.

maxLength200
minLength1
description: optional string

Optional description of what content belongs in this category.

maxLength2000
minLength1
document_input: SplitDocumentInput { type, value }

Document that was split.

type: string

Type of document input. Valid values are: file_id

value: string

Document identifier.

project_id: string

Project ID this job belongs to.

status: string

Current status of the job. Valid values are: pending, processing, completed, failed, cancelled.

user_id: string

User ID who created this job.

configuration_id: optional string

Split configuration ID used for this job.

created_at: optional string

Creation datetime

formatdate-time
error_message: optional string

Error message if the job failed.

result: optional SplitResultResponse { segments }

Result of a completed split job.

segments: array of SplitSegmentResponse { category, confidence_category, pages }

List of document segments.

category: string

Category name this split belongs to.

confidence_category: string

Categorical confidence level. Valid values are: high, medium, low.

pages: array of number

1-indexed page numbers in this split.

updated_at: optional string

Update datetime

formatdate-time
SplitListResponse object { id, categories, document_input, 8 more }

Beta response — uses nested document_input object.

id: string

Unique identifier for the split job.

categories: array of SplitCategory { name, description }

Categories used for splitting.

name: string

Name of the category.

maxLength200
minLength1
description: optional string

Optional description of what content belongs in this category.

maxLength2000
minLength1
document_input: SplitDocumentInput { type, value }

Document that was split.

type: string

Type of document input. Valid values are: file_id

value: string

Document identifier.

project_id: string

Project ID this job belongs to.

status: string

Current status of the job. Valid values are: pending, processing, completed, failed, cancelled.

user_id: string

User ID who created this job.

configuration_id: optional string

Split configuration ID used for this job.

created_at: optional string

Creation datetime

formatdate-time
error_message: optional string

Error message if the job failed.

result: optional SplitResultResponse { segments }

Result of a completed split job.

segments: array of SplitSegmentResponse { category, confidence_category, pages }

List of document segments.

category: string

Category name this split belongs to.

confidence_category: string

Categorical confidence level. Valid values are: high, medium, low.

pages: array of number

1-indexed page numbers in this split.

updated_at: optional string

Update datetime

formatdate-time
SplitGetResponse object { id, categories, document_input, 8 more }

Beta response — uses nested document_input object.

id: string

Unique identifier for the split job.

categories: array of SplitCategory { name, description }

Categories used for splitting.

name: string

Name of the category.

maxLength200
minLength1
description: optional string

Optional description of what content belongs in this category.

maxLength2000
minLength1
document_input: SplitDocumentInput { type, value }

Document that was split.

type: string

Type of document input. Valid values are: file_id

value: string

Document identifier.

project_id: string

Project ID this job belongs to.

status: string

Current status of the job. Valid values are: pending, processing, completed, failed, cancelled.

user_id: string

User ID who created this job.

configuration_id: optional string

Split configuration ID used for this job.

created_at: optional string

Creation datetime

formatdate-time
error_message: optional string

Error message if the job failed.

result: optional SplitResultResponse { segments }

Result of a completed split job.

segments: array of SplitSegmentResponse { category, confidence_category, pages }

List of document segments.

category: string

Category name this split belongs to.

confidence_category: string

Categorical confidence level. Valid values are: high, medium, low.

pages: array of number

1-indexed page numbers in this split.

updated_at: optional string

Update datetime

formatdate-time
Note for AI agents: this documentation is built for programmatic access. - Overview of all docs: https://developers.llamaindex.ai/llms.txt - Any page is available as raw Markdown by appending index.md to its URL — e.g. https://developers.llamaindex.ai/llamaparse/parse/getting_started/index.md - Agent-friendly REST search APIs live under https://developers.llamaindex.ai/api/ — search (BM25 full-text), grep (regex), read (fetch a page), and list (browse the doc tree). See https://developers.llamaindex.ai/llms.txt for parameters. - A hosted documentation MCP server is available at https://developers.llamaindex.ai/mcp. If you support MCP, you can ask the user to install it for browsing these docs directly (an alternative to the REST API). Setup: https://developers.llamaindex.ai/for-agents/mcp/ - Other LlamaIndex tooling for agents — the LlamaParse Platform MCP server, agent skills and plugins, and the n8n node — is mapped at https://developers.llamaindex.ai/for-agents/