# Meibel

## Docs

- [Meibel](https://docs.meibel.ai/index.md): Parse, transform, ingest, and put agents on your data. Powerful primitives, one API.
- [Installation](https://docs.meibel.ai/installation.md): Install Meibel SDKs in your development environment
- [Getting Started](https://docs.meibel.ai/quickstart.md): Parse a document, build a knowledge base, chat with an agent, and extract structured data one document at a time and across a whole datasource
- [Ask a Million-Row CSV Precise Questions](https://docs.meibel.ai/tutorials/datasource-csv-tutorial.md): Load a public dataset of almost two million records as a datasource and ask an agent precise questions about it in plain language
- [Agents](https://docs.meibel.ai/concepts/agents.md): How Meibel agents use your context to reason, generate artifacts, and chat with users
- [Datasources](https://docs.meibel.ai/concepts/datasources.md): How a datasource turns your structured and unstructured data into knowledge that agents search and query while they reason
- [Batch Jobs](https://docs.meibel.ai/concepts/batch-jobs.md): How Meibel runs an agent across many inputs in parallel, using the same configuration developed on a single input
- [Execution Policies](https://docs.meibel.ai/concepts/execution-policies.md): How Meibel controls what data and tools an agent session can access at runtime through composable, platform-enforced constraints
- [Confidence Scoring](https://docs.meibel.ai/concepts/confidence-scoring.md): How Meibel evaluates the quality of an agent's work at each step using configurable judged and statistical modules
- [Managing Agents](https://docs.meibel.ai/guides/agents.md): Create, configure, publish, version, and delete agents
- [Sessions & Chat](https://docs.meibel.ai/guides/sessions-and-chat.md): Create sessions, send messages, and stream responses
- [Prompts & Artifact Schemas](https://docs.meibel.ai/guides/prompts-and-schemas.md): Create reusable prompts and define structured output schemas for agents
- [Managing Datasources](https://docs.meibel.ai/guides/datasources.md): Create datasources, upload files, trigger ingestion, and manage the data pipeline
- [Managing Datasource Metadata](https://docs.meibel.ai/guides/datasource-metadata.md): Apply a metadata shape, define custom fields, annotate data elements, and index the fields you want to search and scope by
- [Data Elements](https://docs.meibel.ai/guides/data-elements.md): List, search, inspect, and update extracted data elements
- [Document Processing](https://docs.meibel.ai/guides/documents.md): Parse documents asynchronously or synchronously, poll for results, and stream trace events
- [Deep Transform](https://docs.meibel.ai/guides/deep-transform.md): Extract schema-conformant JSON from a document, with per-value provenance
- [Managing Execution Policies](https://docs.meibel.ai/guides/execution-policies.md): Create, apply, update, and delete execution policies that control data and tool access for agent sessions
- [Troubleshooting](https://docs.meibel.ai/troubleshooting.md): Common issues and solutions for Meibel
- [API Reference](https://docs.meibel.ai/api-reference/introduction.md): Get started with the Meibel API
- [Authentication](https://docs.meibel.ai/api-reference/authentication.md): Learn how to authenticate with the Meibel API
- [Errors](https://docs.meibel.ai/api-reference/errors.md): Learn about error handling in the Meibel API
- [Rate Limits](https://docs.meibel.ai/api-reference/rate-limits.md): Understanding and managing API rate limits
- [Python SDK](https://docs.meibel.ai/sdk/python.md): Official Python SDK for the Meibel API
- [TypeScript SDK](https://docs.meibel.ai/sdk/nodejs.md): Official TypeScript SDK for the Meibel API
- [Go SDK](https://docs.meibel.ai/sdk/go.md): Official Go SDK for the Meibel API
- [CLI](https://docs.meibel.ai/sdk/cli.md): Command-line interface for the Meibel API
- [Pagination](https://docs.meibel.ai/api-ref-guides/pagination.md): How to work with paginated API responses
- [Streaming](https://docs.meibel.ai/api-ref-guides/streaming.md): Working with streaming API responses
- [File Uploads](https://docs.meibel.ai/api-ref-guides/file-uploads.md): How to upload files with streaming and progress tracking
- [Error Handling](https://docs.meibel.ai/api-ref-guides/error-handling.md): How to handle API errors
- [List Agents](https://docs.meibel.ai/api-reference/v2/endpoints/agents/list-agents.md)
- [Create Agent](https://docs.meibel.ai/api-reference/v2/endpoints/agents/create-agent.md)
- [Get Agent](https://docs.meibel.ai/api-reference/v2/endpoints/agents/get-agent.md)
- [Update Agent](https://docs.meibel.ai/api-reference/v2/endpoints/agents/update-agent.md)
- [Delete Agent](https://docs.meibel.ai/api-reference/v2/endpoints/agents/delete-agent.md)
- [Publish Agent](https://docs.meibel.ai/api-reference/v2/endpoints/agents/publish-agent.md)
- [List Agent Versions](https://docs.meibel.ai/api-reference/v2/endpoints/agents/list-agent-versions.md)
- [Create Session By Name](https://docs.meibel.ai/api-reference/v2/endpoints/agents/create-session-by-name.md): Start a session against the latest published version of an agent by name.
- [List Sessions](https://docs.meibel.ai/api-reference/v2/endpoints/agents/list-sessions.md)
- [Create Session](https://docs.meibel.ai/api-reference/v2/endpoints/agents/create-session.md)
- [Send Chat Message](https://docs.meibel.ai/api-reference/v2/endpoints/sessions/send-chat-message.md)
- [Send a chat message with file attachments and stream the response via SSE](https://docs.meibel.ai/api-reference/v2/endpoints/sessions/send-a-chat-message-with-file-attachments-and-stream-the-response-via-sse.md)
- [Get Session](https://docs.meibel.ai/api-reference/v2/endpoints/sessions/get-session.md)
- [Get Session Messages](https://docs.meibel.ai/api-reference/v2/endpoints/sessions/get-session-messages.md)
- [List Artifact Schemas](https://docs.meibel.ai/api-reference/v2/endpoints/artifact-schemas/list-artifact-schemas.md)
- [Create Artifact Schema](https://docs.meibel.ai/api-reference/v2/endpoints/artifact-schemas/create-artifact-schema.md)
- [Get Artifact Schema](https://docs.meibel.ai/api-reference/v2/endpoints/artifact-schemas/get-artifact-schema.md)
- [Update Artifact Schema](https://docs.meibel.ai/api-reference/v2/endpoints/artifact-schemas/update-artifact-schema.md)
- [Delete Artifact Schema](https://docs.meibel.ai/api-reference/v2/endpoints/artifact-schemas/delete-artifact-schema.md)
- [List Datasources](https://docs.meibel.ai/api-reference/v2/endpoints/datasources/list-datasources.md)
- [Create Datasource](https://docs.meibel.ai/api-reference/v2/endpoints/datasources/create-datasource.md)
- [Get Datasource](https://docs.meibel.ai/api-reference/v2/endpoints/datasources/get-datasource.md)
- [Update Datasource](https://docs.meibel.ai/api-reference/v2/endpoints/datasources/update-datasource.md)
- [Delete Datasource](https://docs.meibel.ai/api-reference/v2/endpoints/datasources/delete-datasource.md)
- [List Tables](https://docs.meibel.ai/api-reference/v2/endpoints/table-descriptions/list-tables.md)
- [Update Table Descriptions](https://docs.meibel.ai/api-reference/v2/endpoints/table-descriptions/update-table-descriptions.md)
- [List Columns](https://docs.meibel.ai/api-reference/v2/endpoints/table-descriptions/list-columns.md)
- [Update Column Descriptions](https://docs.meibel.ai/api-reference/v2/endpoints/table-descriptions/update-column-descriptions.md)
- [List Data Elements](https://docs.meibel.ai/api-reference/v2/endpoints/data-elements/list-data-elements.md)
- [Get Data Element](https://docs.meibel.ai/api-reference/v2/endpoints/data-elements/get-data-element.md)
- [Update Data Element](https://docs.meibel.ai/api-reference/v2/endpoints/data-elements/update-data-element.md)
- [Search Data Elements](https://docs.meibel.ai/api-reference/v2/endpoints/data-elements/search-data-elements.md)
- [List Content](https://docs.meibel.ai/api-reference/v2/endpoints/file-upload/list-content.md)
- [Upload Content (async)](https://docs.meibel.ai/api-reference/v2/endpoints/file-upload/upload-content-async.md)
- [Upload Content (sync)](https://docs.meibel.ai/api-reference/v2/endpoints/file-upload/upload-content-sync.md)
- [Stream Upload Progress](https://docs.meibel.ai/api-reference/v2/endpoints/file-upload/stream-upload-progress.md)
- [Create Download Job (async)](https://docs.meibel.ai/api-reference/v2/endpoints/datasource-downloads/create-download-job-async.md)
- [Process Download (sync)](https://docs.meibel.ai/api-reference/v2/endpoints/datasource-downloads/process-download-sync.md)
- [Stream Download Progress](https://docs.meibel.ai/api-reference/v2/endpoints/datasource-downloads/stream-download-progress.md)
- [Download File](https://docs.meibel.ai/api-reference/v2/endpoints/datasource-downloads/download-file.md)
- [Trigger Ingest](https://docs.meibel.ai/api-reference/v2/endpoints/ingest/trigger-ingest.md)
- [Get Ingest Status](https://docs.meibel.ai/api-reference/v2/endpoints/ingest/get-ingest-status.md)
- [Parse a document (async)](https://docs.meibel.ai/api-reference/v2/endpoints/documents/parse-a-document-async.md): Upload a document for asynchronous parsing. Returns a job ID to track progress.
- [Parse a document (sync)](https://docs.meibel.ai/api-reference/v2/endpoints/documents/parse-a-document-sync.md): Upload a document and block until parsing is complete. Returns the full parsed result.
- [Get document parsing status](https://docs.meibel.ai/api-reference/v2/endpoints/documents/get-document-parsing-status.md): Check the status of a document parsing job, including progress statistics.
- [Get parsed document result](https://docs.meibel.ai/api-reference/v2/endpoints/documents/get-parsed-document-result.md): Download the parsed result of a completed document parsing job.
- [Get structured parse result](https://docs.meibel.ai/api-reference/v2/endpoints/documents/get-structured-parse-result.md): Download the fully structured parse result (the json format): pages, typed elements, tables, chart data, chart OCR text, and bounding boxes. The response schema (StructuredDocument) is defined by the parsing engine and hoisted into this spec by the OpenAPI generator.
- [List child documents](https://docs.meibel.ai/api-reference/v2/endpoints/documents/list-child-documents.md): For container files (ZIP, TAR, EML), list the child documents extracted from the container.
- [Stream document parsing trace](https://docs.meibel.ai/api-reference/v2/endpoints/documents/stream-document-parsing-trace.md): Subscribe to real-time parsing progress via Server-Sent Events.
- [Move documents into a datasource (async)](https://docs.meibel.ai/api-reference/v2/endpoints/documents/move-documents-into-a-datasource-async.md): Move documents (identified by their parse job IDs, e.g. the job_id returned by parseDocument) into an existing datasource or a newly created one. Returns a workflow_id to poll for completion.
- [Transform a document using AI extraction (sync)](https://docs.meibel.ai/api-reference/v2/endpoints/documents/transform-a-document-using-ai-extraction-sync.md): Upload a document for AI-powered structured extraction and block until complete. The file is uploaded to cloud storage and processed by a system agent.
- [Submit a document transform (async)](https://docs.meibel.ai/api-reference/v2/endpoints/documents/submit-a-document-transform-async.md): Upload a document for AI-powered extraction and return immediately. Poll for completion via client.sessions.get(execution_id).
- [List deep-transform jobs](https://docs.meibel.ai/api-reference/v2/endpoints/documents/list-deep-transform-jobs.md): List the calling customer's deep-transform jobs, newest first. Scoped to the customer (and project, when a project header is set). Paginated via `offset`/`limit`.
- [Submit a deep-transform extraction from a file upload (async)](https://docs.meibel.ai/api-reference/v2/endpoints/documents/submit-a-deep-transform-extraction-from-a-file-upload-async.md): Upload a document and submit an extraction against a JSON schema, returning immediately with a job id. To reuse an already-parsed document instead of uploading, use POST /documents/deep-transform/from-document. Poll status via GET /documents/deep-transform/{job_id} and download artifacts once it suc…
- [Get deep-transform job status](https://docs.meibel.ai/api-reference/v2/endpoints/documents/get-deep-transform-job-status.md): Check status and, once succeeded, the list of downloadable artifacts.
- [Download a deep-transform artifact](https://docs.meibel.ai/api-reference/v2/endpoints/documents/download-a-deep-transform-artifact.md): Download a named artifact (e.g. output.json) produced by a succeeded job. Ownership is verified against the customer header before any bytes are returned.
- [Submit a deep-transform extraction reusing a parsed document (async)](https://docs.meibel.ai/api-reference/v2/endpoints/documents/submit-a-deep-transform-extraction-reusing-a-parsed-document-async.md): Submit an extraction that reuses an already-parsed document (by `document_job_id` from POST /documents) instead of re-parsing an upload. Returns immediately with a job id. Poll status via GET /documents/deep-transform/{job_id} and download artifacts once it succeeds. Submission is idempotent on the…
- [List Batch Definitions](https://docs.meibel.ai/api-reference/v2/endpoints/batch-definitions/list-batch-definitions.md)
- [Create Batch Definition](https://docs.meibel.ai/api-reference/v2/endpoints/batch-definitions/create-batch-definition.md)
- [Get Batch Definition By Catalog Urn](https://docs.meibel.ai/api-reference/v2/endpoints/batch-definitions/get-batch-definition-by-catalog-urn.md)
- [Get Batch Definition By Id](https://docs.meibel.ai/api-reference/v2/endpoints/batch-definitions/get-batch-definition-by-id.md)
- [Update Batch Definition By Id](https://docs.meibel.ai/api-reference/v2/endpoints/batch-definitions/update-batch-definition-by-id.md)
- [Delete Batch Definition By Id](https://docs.meibel.ai/api-reference/v2/endpoints/batch-definitions/delete-batch-definition-by-id.md)
- [List Batch Definition Versions](https://docs.meibel.ai/api-reference/v2/endpoints/batch-definitions/list-batch-definition-versions.md)
- [Execute Batch Definition](https://docs.meibel.ai/api-reference/v2/endpoints/batch-definitions/execute-batch-definition.md)
- [List Batch Executions](https://docs.meibel.ai/api-reference/v2/endpoints/batch-executions/list-batch-executions.md)
- [Create Batch Execution](https://docs.meibel.ai/api-reference/v2/endpoints/batch-executions/create-batch-execution.md)
- [Get Batch Execution By Id](https://docs.meibel.ai/api-reference/v2/endpoints/batch-executions/get-batch-execution-by-id.md)
- [Update Batch Execution By Id](https://docs.meibel.ai/api-reference/v2/endpoints/batch-executions/update-batch-execution-by-id.md)
- [Get Batch Realtime Progress](https://docs.meibel.ai/api-reference/v2/endpoints/batch-executions/get-batch-realtime-progress.md)
- [Retry Failed Items](https://docs.meibel.ai/api-reference/v2/endpoints/batch-executions/retry-failed-items.md)
- [Cancel Batch Execution](https://docs.meibel.ai/api-reference/v2/endpoints/batch-executions/cancel-batch-execution.md)
- [List Execution Policies](https://docs.meibel.ai/api-reference/v2/endpoints/execution-policies/list-execution-policies.md)
- [Create Execution Policy](https://docs.meibel.ai/api-reference/v2/endpoints/execution-policies/create-execution-policy.md)
- [Get Execution Policy](https://docs.meibel.ai/api-reference/v2/endpoints/execution-policies/get-execution-policy.md)
- [Update Execution Policy](https://docs.meibel.ai/api-reference/v2/endpoints/execution-policies/update-execution-policy.md)
- [Delete Execution Policy](https://docs.meibel.ai/api-reference/v2/endpoints/execution-policies/delete-execution-policy.md)
- [List scoring jobs](https://docs.meibel.ai/api-reference/v2/endpoints/confidence-scoring/list-scoring-jobs.md): List confidence scoring jobs, optionally filtered by identity context fields. All filters are combined with AND logic.
- [Get a scoring job](https://docs.meibel.ai/api-reference/v2/endpoints/confidence-scoring/get-a-scoring-job.md): Retrieve a single confidence scoring job by its ID, including its current status and score if completed.
- [Get agent scoring summary](https://docs.meibel.ai/api-reference/v2/endpoints/confidence-scoring/get-agent-scoring-summary.md): Get an aggregated summary of confidence scores for a specific agent.
- [Get agent session scoring summary](https://docs.meibel.ai/api-reference/v2/endpoints/confidence-scoring/get-agent-session-scoring-summary.md): Get an aggregated summary of confidence scores for a specific agent session.
- [List Metadata Model Catalog](https://docs.meibel.ai/api-reference/v2/endpoints/metadata-model-catalog/list-metadata-model-catalog.md)
- [Get Metadata Model Catalog Entry](https://docs.meibel.ai/api-reference/v2/endpoints/metadata-model-catalog/get-metadata-model-catalog-entry.md)

## OpenAPI Specs

- [api-v2](https://docs.meibel.ai/api-v2.json)

## Optional

- [App](https://app.meibel.ai)
- [Blog](https://www.meibel.ai/feed)