# Humm ## Docs - [Get Tool Output](https://heyhumm.ai/docs/api-reference/cache/get-tool-output.md): Retrieve cached tool output data by cache key. - [Apply Command Editor Draft Route](https://heyhumm.ai/docs/api-reference/commands/apply-command-editor-draft-route.md): Apply an approved command editor draft. - [Archive Command Editor Thread](https://heyhumm.ai/docs/api-reference/commands/archive-command-editor-thread.md): Archive a command editor workflow thread. - [Create Command](https://heyhumm.ai/docs/api-reference/commands/create-command.md): Create a new command. - [Create Command Editor Thread](https://heyhumm.ai/docs/api-reference/commands/create-command-editor-thread.md): Create a persisted command editor workflow thread. - [Delete Command](https://heyhumm.ai/docs/api-reference/commands/delete-command.md): Delete a command. - [Get Command](https://heyhumm.ai/docs/api-reference/commands/get-command.md): Get a single command by ID. - [Get Command Editor Draft Route](https://heyhumm.ai/docs/api-reference/commands/get-command-editor-draft-route.md): Return the latest saved command editor draft. - [List Command Editor Threads](https://heyhumm.ai/docs/api-reference/commands/list-command-editor-threads.md): List persisted command editor workflow threads for this command. - [List Command Versions](https://heyhumm.ai/docs/api-reference/commands/list-command-versions.md): List historical versions for a command. - [List Commands](https://heyhumm.ai/docs/api-reference/commands/list-commands.md): List commands for an organization. - [Post Command Editor Draft Turn](https://heyhumm.ai/docs/api-reference/commands/post-command-editor-draft-turn.md): Create or revise a command edit draft without mutating the command. - [Post Command Editor Draft Turn Stream](https://heyhumm.ai/docs/api-reference/commands/post-command-editor-draft-turn-stream.md): Stream a command editor draft turn for assistant-ui. - [Restore Command Version](https://heyhumm.ai/docs/api-reference/commands/restore-command-version.md): Restore a command from a historical version snapshot. - [Update Command](https://heyhumm.ai/docs/api-reference/commands/update-command.md): Update a command (name and/or content). - [Create Context Source](https://heyhumm.ai/docs/api-reference/context-sources/create-context-source.md) - [Create Github Config](https://heyhumm.ai/docs/api-reference/context-sources/create-github-config.md) - [Delete Context Source](https://heyhumm.ai/docs/api-reference/context-sources/delete-context-source.md) - [Delete Github Config](https://heyhumm.ai/docs/api-reference/context-sources/delete-github-config.md) - [Get Context Source](https://heyhumm.ai/docs/api-reference/context-sources/get-context-source.md) - [Get Context Sources](https://heyhumm.ai/docs/api-reference/context-sources/get-context-sources.md) - [Get Github Config](https://heyhumm.ai/docs/api-reference/context-sources/get-github-config.md) - [Get Github Configs](https://heyhumm.ai/docs/api-reference/context-sources/get-github-configs.md) - [Reembed Context Source](https://heyhumm.ai/docs/api-reference/context-sources/reembed-context-source.md) - [Update Context Source](https://heyhumm.ai/docs/api-reference/context-sources/update-context-source.md) - [Update Github Config](https://heyhumm.ai/docs/api-reference/context-sources/update-github-config.md) - [Bulk Update Entity Link Status](https://heyhumm.ai/docs/api-reference/entity-links/bulk-update-entity-link-status.md): Bulk update status (and optional confidence_score) for multiple entity links. - [Create Entity Link](https://heyhumm.ai/docs/api-reference/entity-links/create-entity-link.md): Create a new cross-source entity link. - [Get Entity Link](https://heyhumm.ai/docs/api-reference/entity-links/get-entity-link.md): Get a specific entity link by ID. - [List Entity Links](https://heyhumm.ai/docs/api-reference/entity-links/list-entity-links.md): List entity links for an organization. - [Update Entity Link](https://heyhumm.ai/docs/api-reference/entity-links/update-entity-link.md): Update status, confidence_score, or evidence for an entity link. - [Create Feedback](https://heyhumm.ai/docs/api-reference/feedback/create-feedback.md): Create new feedback for a thread. - [Delete Feedback](https://heyhumm.ai/docs/api-reference/feedback/delete-feedback.md): Delete a feedback entry. - [Get Feedback By Id](https://heyhumm.ai/docs/api-reference/feedback/get-feedback-by-id.md): Get a specific feedback entry by ID. - [Get Thread Run Ids](https://heyhumm.ai/docs/api-reference/feedback/get-thread-run-ids.md): Get all available run IDs for a thread. - [Update Feedback](https://heyhumm.ai/docs/api-reference/feedback/update-feedback.md): Update a feedback entry. - [Bulk Update Integration Source Relationship Status](https://heyhumm.ai/docs/api-reference/integration-sources/bulk-update-integration-source-relationship-status.md): Bulk update status (and optional score/evidence) for multiple relationships. - [Bulk Update Saas Association Status](https://heyhumm.ai/docs/api-reference/integration-sources/bulk-update-saas-association-status.md): Bulk update status (and optional score/evidence) for SaaS associations. - [Create Integration Source](https://heyhumm.ai/docs/api-reference/integration-sources/create-integration-source.md): Create a new integration source. - [Create Integration Source Column](https://heyhumm.ai/docs/api-reference/integration-sources/create-integration-source-column.md): Create a new column for an integration source table. - [Create Integration Source Database](https://heyhumm.ai/docs/api-reference/integration-sources/create-integration-source-database.md): Create a new database for an integration source. - [Create Integration Source Relationship](https://heyhumm.ai/docs/api-reference/integration-sources/create-integration-source-relationship.md): Create a relationship between integration source tables. - [Create Integration Source Schema](https://heyhumm.ai/docs/api-reference/integration-sources/create-integration-source-schema.md): Create a new schema for an integration source database. - [Create Integration Source Table](https://heyhumm.ai/docs/api-reference/integration-sources/create-integration-source-table.md): Create a new table for an integration source schema. - [Create Saas Association](https://heyhumm.ai/docs/api-reference/integration-sources/create-saas-association.md): Create a new SaaS association for an integration source. - [Create Saas Field](https://heyhumm.ai/docs/api-reference/integration-sources/create-saas-field.md): Create a new SaaS field for a SaaS object. - [Create Saas Object](https://heyhumm.ai/docs/api-reference/integration-sources/create-saas-object.md): Create a new SaaS object for an integration source. - [Delete Integration Source](https://heyhumm.ai/docs/api-reference/integration-sources/delete-integration-source.md): Delete an integration source. - [Delete Integration Source Database](https://heyhumm.ai/docs/api-reference/integration-sources/delete-integration-source-database.md): Delete an integration source database. - [Delete Integration Source Schema](https://heyhumm.ai/docs/api-reference/integration-sources/delete-integration-source-schema.md): Delete an integration source schema. - [Delete Integration Source Table](https://heyhumm.ai/docs/api-reference/integration-sources/delete-integration-source-table.md): Delete an integration source table. - [Delete Saas Association](https://heyhumm.ai/docs/api-reference/integration-sources/delete-saas-association.md): Delete a SaaS association from an integration source. - [Delete Saas Field](https://heyhumm.ai/docs/api-reference/integration-sources/delete-saas-field.md): Delete a SaaS field. - [Delete Saas Object](https://heyhumm.ai/docs/api-reference/integration-sources/delete-saas-object.md): Delete a SaaS object and all its fields. - [Generate Column Description](https://heyhumm.ai/docs/api-reference/integration-sources/generate-column-description.md): Generate an AI-powered description for a single column. - [Generate Database Description](https://heyhumm.ai/docs/api-reference/integration-sources/generate-database-description.md): Generate an AI-powered description for a single database. - [Generate Database Schema Descriptions](https://heyhumm.ai/docs/api-reference/integration-sources/generate-database-schema-descriptions.md): Generate AI-powered descriptions for all schemas in a database. - [Generate Schema Description](https://heyhumm.ai/docs/api-reference/integration-sources/generate-schema-description.md): Generate an AI-powered description for a single schema. - [Generate Schema Table Descriptions](https://heyhumm.ai/docs/api-reference/integration-sources/generate-schema-table-descriptions.md): Generate AI-powered descriptions for all tables in a schema. - [Generate Source Database Descriptions](https://heyhumm.ai/docs/api-reference/integration-sources/generate-source-database-descriptions.md): Generate AI-powered descriptions for all databases in a source. - [Generate Source Description](https://heyhumm.ai/docs/api-reference/integration-sources/generate-source-description.md): Generate an AI-powered description for an integration source. - [Generate Table Column Descriptions](https://heyhumm.ai/docs/api-reference/integration-sources/generate-table-column-descriptions.md): Generate AI-powered descriptions for all columns in a table. - [Generate Table Description](https://heyhumm.ai/docs/api-reference/integration-sources/generate-table-description.md): Generate an AI-powered description for a single table. - [Get Available Tools](https://heyhumm.ai/docs/api-reference/integration-sources/get-available-tools.md): Get all available tools for an integration source with their enablement status. - [Get Connector Fields](https://heyhumm.ai/docs/api-reference/integration-sources/get-connector-fields.md): Get required fields and metadata for a specific connector type. - [Get Field Options](https://heyhumm.ai/docs/api-reference/integration-sources/get-field-options.md): Fetch dynamic options for a configuration field using the connector's tools. - [Get Integration Source](https://heyhumm.ai/docs/api-reference/integration-sources/get-integration-source.md): Get a specific integration source. - [Get Saas Catalog](https://heyhumm.ai/docs/api-reference/integration-sources/get-saas-catalog.md): Get SaaS catalog with objects and their fields for an integration source. - [Get Saas Field](https://heyhumm.ai/docs/api-reference/integration-sources/get-saas-field.md): Get a specific SaaS field. - [Get Saas Object](https://heyhumm.ai/docs/api-reference/integration-sources/get-saas-object.md): Get a specific SaaS object. - [Get Sync Status](https://heyhumm.ai/docs/api-reference/integration-sources/get-sync-status.md): Get Airbyte sync status for an integration source. - [List All Integration Source Columns](https://heyhumm.ai/docs/api-reference/integration-sources/list-all-integration-source-columns.md): List all columns for an integration source across all tables. - [List Connector Types](https://heyhumm.ai/docs/api-reference/integration-sources/list-connector-types.md): Get all available connector types with their metadata from the dynamic registry. - [List Integration Source Columns](https://heyhumm.ai/docs/api-reference/integration-sources/list-integration-source-columns.md): List all columns for an integration source table. - [List Integration Source Databases](https://heyhumm.ai/docs/api-reference/integration-sources/list-integration-source-databases.md): List all databases for an integration source. - [List Integration Source Relationships](https://heyhumm.ai/docs/api-reference/integration-sources/list-integration-source-relationships.md): List relationships for a given integration source. - [List Integration Source Schemas](https://heyhumm.ai/docs/api-reference/integration-sources/list-integration-source-schemas.md): List all schemas for an integration source database. - [List Integration Source Tables](https://heyhumm.ai/docs/api-reference/integration-sources/list-integration-source-tables.md): List all tables for an integration source schema. - [List Integration Sources](https://heyhumm.ai/docs/api-reference/integration-sources/list-integration-sources.md): List all integration sources accessible to the user. - [List Saas Associations](https://heyhumm.ai/docs/api-reference/integration-sources/list-saas-associations.md): List all SaaS associations for an integration source, optionally filtered by from/to object IDs. - [List Saas Fields](https://heyhumm.ai/docs/api-reference/integration-sources/list-saas-fields.md): List all SaaS fields for a SaaS object. - [List Saas Objects](https://heyhumm.ai/docs/api-reference/integration-sources/list-saas-objects.md): List all SaaS objects for an integration source. - [Sync Integration Source Database Descriptions](https://heyhumm.ai/docs/api-reference/integration-sources/sync-integration-source-database-descriptions.md): Queue jobs to sync descriptions for all schemas in an integration source database. - [Sync Integration Source Descriptions](https://heyhumm.ai/docs/api-reference/integration-sources/sync-integration-source-descriptions.md): Queue a job to sync descriptions for an integration source schema. - [Sync Saas Integration Source Descriptions](https://heyhumm.ai/docs/api-reference/integration-sources/sync-saas-integration-source-descriptions.md): Sync descriptions for SaaS objects and fields in an integration source. - [Test Integration Connection](https://heyhumm.ai/docs/api-reference/integration-sources/test-integration-connection.md): Queue a non-blocking connection test for an integration source. - [Trigger Integration Source Database Introspection](https://heyhumm.ai/docs/api-reference/integration-sources/trigger-integration-source-database-introspection.md): Trigger introspection for a specific database within an integration source. - [Trigger Integration Source Embeddings](https://heyhumm.ai/docs/api-reference/integration-sources/trigger-integration-source-embeddings.md): Start embeddings update for an integration source. - [Trigger Integration Source Introspection](https://heyhumm.ai/docs/api-reference/integration-sources/trigger-integration-source-introspection.md): Trigger introspection for an integration source. - [Trigger Integration Source Metadata Enrichment](https://heyhumm.ai/docs/api-reference/integration-sources/trigger-integration-source-metadata-enrichment.md): Start metadata enrichment for an integration source. - [Update Enabled Tools](https://heyhumm.ai/docs/api-reference/integration-sources/update-enabled-tools.md): Update the list of enabled tools for an integration source. - [Update Integration Source](https://heyhumm.ai/docs/api-reference/integration-sources/update-integration-source.md): Update an integration source. - [Update Integration Source Column](https://heyhumm.ai/docs/api-reference/integration-sources/update-integration-source-column.md): Update an integration source column. - [Update Integration Source Database](https://heyhumm.ai/docs/api-reference/integration-sources/update-integration-source-database.md): Update an integration source database. - [Update Integration Source Relationship](https://heyhumm.ai/docs/api-reference/integration-sources/update-integration-source-relationship.md): Update status, score, or evidence for an integration source relationship. - [Update Integration Source Schema](https://heyhumm.ai/docs/api-reference/integration-sources/update-integration-source-schema.md): Update an integration source schema. - [Update Integration Source Table](https://heyhumm.ai/docs/api-reference/integration-sources/update-integration-source-table.md): Update an integration source table. - [Update Saas Association](https://heyhumm.ai/docs/api-reference/integration-sources/update-saas-association.md): Update fields (including status/score/evidence) for a SaaS association. - [Update Saas Field](https://heyhumm.ai/docs/api-reference/integration-sources/update-saas-field.md): Update a SaaS field. - [Update Saas Object](https://heyhumm.ai/docs/api-reference/integration-sources/update-saas-object.md): Update a SaaS object. - [Execute Tool](https://heyhumm.ai/docs/api-reference/mcp/execute-tool.md) - [Get Tool Detail](https://heyhumm.ai/docs/api-reference/mcp/get-tool-detail.md) - [List Connections](https://heyhumm.ai/docs/api-reference/mcp/list-connections.md) - [Search Context](https://heyhumm.ai/docs/api-reference/mcp/search-context.md) - [Search Tools](https://heyhumm.ai/docs/api-reference/mcp/search-tools.md) - [Create Memory](https://heyhumm.ai/docs/api-reference/memories/create-memory.md): Create a new memory. - [Delete Memory](https://heyhumm.ai/docs/api-reference/memories/delete-memory.md): Soft delete a memory by setting status to rejected. - [Get Memory](https://heyhumm.ai/docs/api-reference/memories/get-memory.md): Get a single memory by ID. - [List Memories](https://heyhumm.ai/docs/api-reference/memories/list-memories.md): List memories with optional filters. - [Search Memories](https://heyhumm.ai/docs/api-reference/memories/search-memories.md): Semantic search for memories using vector similarity. - [Update Memory](https://heyhumm.ai/docs/api-reference/memories/update-memory.md): Update a memory (status, tags, etc.). - [Create Organization Member](https://heyhumm.ai/docs/api-reference/organization-members/create-organization-member.md) - [Create Organization Member By Email](https://heyhumm.ai/docs/api-reference/organization-members/create-organization-member-by-email.md) - [Delete Organization Member](https://heyhumm.ai/docs/api-reference/organization-members/delete-organization-member.md) - [Get Organization Members](https://heyhumm.ai/docs/api-reference/organization-members/get-organization-members.md) - [Update Organization Member](https://heyhumm.ai/docs/api-reference/organization-members/update-organization-member.md) - [Get Ontology Version](https://heyhumm.ai/docs/api-reference/organizations/get-ontology-version.md) - [Get Organization](https://heyhumm.ai/docs/api-reference/organizations/get-organization.md) - [Get Organization Ontology](https://heyhumm.ai/docs/api-reference/organizations/get-organization-ontology.md) - [Get Organizations](https://heyhumm.ai/docs/api-reference/organizations/get-organizations.md): Get all organizations the user has access to - [Get Storage Settings](https://heyhumm.ai/docs/api-reference/organizations/get-storage-settings.md): Get organization-level sync storage settings. - [List Ontology Versions](https://heyhumm.ai/docs/api-reference/organizations/list-ontology-versions.md) - [Update Organization](https://heyhumm.ai/docs/api-reference/organizations/update-organization.md) - [Update Organization Ontology](https://heyhumm.ai/docs/api-reference/organizations/update-organization-ontology.md) - [Update Storage Settings](https://heyhumm.ai/docs/api-reference/organizations/update-storage-settings.md): Update organization-level sync storage settings. - [Validate Storage Settings](https://heyhumm.ai/docs/api-reference/organizations/validate-storage-settings.md): Validate customer-hosted storage settings without persisting them. - [Delete Run](https://heyhumm.ai/docs/api-reference/reports/delete-run.md): Delete a report run and its associated thread. - [Get Inbox](https://heyhumm.ai/docs/api-reference/reports/get-inbox.md): Get user's reports inbox. - [Get Run Details](https://heyhumm.ai/docs/api-reference/reports/get-run-details.md): Get detailed information about a specific run. - [Get Run Formatted](https://heyhumm.ai/docs/api-reference/reports/get-run-formatted.md): Get run details with formatted thread content optimized for UI rendering. - [Get Schedule History](https://heyhumm.ai/docs/api-reference/reports/get-schedule-history.md): Get run history for a schedule. - [Mark Run As Read](https://heyhumm.ai/docs/api-reference/reports/mark-run-as-read.md): Mark a run as read. - [Trigger Schedule Run](https://heyhumm.ai/docs/api-reference/reports/trigger-schedule-run.md): Manually trigger a scheduled report for the current user. - [Create Role](https://heyhumm.ai/docs/api-reference/roles/create-role.md) - [Delete Role](https://heyhumm.ai/docs/api-reference/roles/delete-role.md) - [Get Role](https://heyhumm.ai/docs/api-reference/roles/get-role.md) - [List Roles](https://heyhumm.ai/docs/api-reference/roles/list-roles.md): List all roles: built-in system roles + custom org roles. - [Set Role Permissions](https://heyhumm.ai/docs/api-reference/roles/set-role-permissions.md): Replace all permissions for a role. Full replacement semantics in a single transaction. - [Update Role](https://heyhumm.ai/docs/api-reference/roles/update-role.md) - [Add Subscriber](https://heyhumm.ai/docs/api-reference/schedules/add-subscriber.md): Add a subscriber to a schedule. - [Create Schedule](https://heyhumm.ai/docs/api-reference/schedules/create-schedule.md): Create a schedule for a command. - [Delete Schedule](https://heyhumm.ai/docs/api-reference/schedules/delete-schedule.md): Delete a schedule and its associated data. - [List All Schedules](https://heyhumm.ai/docs/api-reference/schedules/list-all-schedules.md): List all schedules for an organization. - [List Schedules For Command](https://heyhumm.ai/docs/api-reference/schedules/list-schedules-for-command.md): List schedules for a command. - [List Subscribers](https://heyhumm.ai/docs/api-reference/schedules/list-subscribers.md): List subscribers for a schedule. - [Remove Subscriber](https://heyhumm.ai/docs/api-reference/schedules/remove-subscriber.md): Remove a subscriber from a schedule. - [Update Schedule](https://heyhumm.ai/docs/api-reference/schedules/update-schedule.md): Update a schedule's settings. - [Cancel Thread](https://heyhumm.ai/docs/api-reference/threads/cancel-thread.md): Cancel a running analysis thread. - [Create Command From Thread](https://heyhumm.ai/docs/api-reference/threads/create-command-from-thread.md): Create a reusable command from a thread conversation via LLM. - [Delete Thread](https://heyhumm.ai/docs/api-reference/threads/delete-thread.md): Delete a thread and all its associated data. - [Get Supported Models](https://heyhumm.ai/docs/api-reference/threads/get-supported-models.md): Returns the list of models that can be used for thread creation. - [Get Thread](https://heyhumm.ai/docs/api-reference/threads/get-thread.md): Get a specific thread in its raw state, including OpenAI style messages array with tool calls. - [Get Thread Formatted](https://heyhumm.ai/docs/api-reference/threads/get-thread-formatted.md): Get a specific thread with optimized format for frontend rendering. - [Get Thread Status](https://heyhumm.ai/docs/api-reference/threads/get-thread-status.md): Get thread status for polling. Uses lightweight validation to avoid loading the full thread state. - [Get Threads](https://heyhumm.ai/docs/api-reference/threads/get-threads.md): Get threads for a specific organization with pagination support. - [Search Threads](https://heyhumm.ai/docs/api-reference/threads/search-threads.md): Search threads using semantic similarity on title and last_message. - [Start Thread](https://heyhumm.ai/docs/api-reference/threads/start-thread.md): Starts an AI analysis in the background and returns immediately with thread metadata. This endpoint enables polling-based UI updates by starting agent execution in the background and returning thread information immediately. - [Update Thread](https://heyhumm.ai/docs/api-reference/threads/update-thread.md): Update a thread's metadata (e.g., title). - [Presign Uploads](https://heyhumm.ai/docs/api-reference/uploads/presign-uploads.md): Return presigned S3 PUT URLs for direct browser upload. - [Process Uploads](https://heyhumm.ai/docs/api-reference/uploads/process-uploads.md): Process raw files uploaded to S3 via presigned URLs. - [Upload Files](https://heyhumm.ai/docs/api-reference/uploads/upload-files.md): Upload and parse CSV/XLSX files, cache as DataFrames in S3. - [Create Or Update User Identifier](https://heyhumm.ai/docs/api-reference/user-identifiers/create-or-update-user-identifier.md): Create or update a user identifier. - [Delete User Identifier](https://heyhumm.ai/docs/api-reference/user-identifiers/delete-user-identifier.md): Delete a user identifier. - [List Integration Source User Identifiers](https://heyhumm.ai/docs/api-reference/user-identifiers/list-integration-source-user-identifiers.md): List all user identifiers for a specific integration source. - [List User Identifiers](https://heyhumm.ai/docs/api-reference/user-identifiers/list-user-identifiers.md): List all identifiers for a user across integration sources. - [Trigger User Identification](https://heyhumm.ai/docs/api-reference/user-identifiers/trigger-user-identification.md): Trigger user identification process for all users or a specific user. - [Assign User Role](https://heyhumm.ai/docs/api-reference/user-roles/assign-user-role.md): Assign a role to a user. - [List User Roles](https://heyhumm.ai/docs/api-reference/user-roles/list-user-roles.md): List all role assignments in the organization. - [List User Roles For User](https://heyhumm.ai/docs/api-reference/user-roles/list-user-roles-for-user.md): List all role assignments for a specific user in the organization. - [Revoke User Role](https://heyhumm.ai/docs/api-reference/user-roles/revoke-user-role.md): Revoke a role assignment. - [Commands](https://heyhumm.ai/docs/features/commands.md): Save and reuse prompts to automate repetitive analyses. - [Memories](https://heyhumm.ai/docs/features/memories.md): Teach Humm your business definitions, data relationships, and preferences. - [Ontology](https://heyhumm.ai/docs/features/ontology.md): How Humm maps your business entities, relationships, and metrics. - [Scheduled Commands](https://heyhumm.ai/docs/features/scheduled-commands.md): Automate report generation by running saved commands on a regular schedule. - [Threads](https://heyhumm.ai/docs/features/threads.md): Have conversations with Humm to explore your data and get answers. - [Getting Started](https://heyhumm.ai/docs/getting-started.md): Set up Humm and ask your first question in under ten minutes. - [Context Management via API](https://heyhumm.ai/docs/guides/context-management-api.md): Use the Humm API to review and update memories, ontology, and commands with a safe preview-and-apply workflow. - [Creating BigQuery Service Account Credentials](https://heyhumm.ai/docs/guides/creating-bigquery-service-account-credentials.md): How to generate and configure service account credentials for BigQuery integrations. - [Creating Snowflake Private Keys](https://heyhumm.ai/docs/guides/creating-snowflake-private-keys.md): How to generate and configure private keys for Snowflake integrations. - [Customer-Hosted Data Sync](https://heyhumm.ai/docs/guides/customer-hosted-data-sync.md) - [Humm MCP Server](https://heyhumm.ai/docs/guides/humm-mcp-server.md): Connect to Humm from any MCP-compatible AI assistant and run queries without leaving your workflow. - [Manage Commands via API](https://heyhumm.ai/docs/guides/manage-commands-via-api.md): Create, update, and verify reusable Humm commands through the Analyst API. - [Manage Memories via API](https://heyhumm.ai/docs/guides/manage-memories-via-api.md): Search, review, update, and verify Humm memories using the public API. - [Manage Ontology via API](https://heyhumm.ai/docs/guides/manage-ontology-via-api.md): Review and update your business ontology through the Humm Config API with versioned changes. - [Introduction](https://heyhumm.ai/docs/index.md): Humm connects your data sources and answers customer questions in plain English. - [Amplitude](https://heyhumm.ai/docs/integrations/amplitude.md): Connect to Amplitude for product analytics, event segmentation, and user behavior data. - [Amazon Athena](https://heyhumm.ai/docs/integrations/athena.md): Query your S3 data lake via Athena and AWS Glue Data Catalog. - [Attio](https://heyhumm.ai/docs/integrations/attio.md): Connect to Attio CRM for contact management and deal tracking. - [BigQuery](https://heyhumm.ai/docs/integrations/bigquery.md): Connect to Google BigQuery data warehouse. - [Chargebee](https://heyhumm.ai/docs/integrations/chargebee.md): Connect to Chargebee for subscription billing, invoices, and customer data. - [ChurnZero](https://heyhumm.ai/docs/integrations/churnzero.md): Connect to ChurnZero customer success platform. - [Confluence](https://heyhumm.ai/docs/integrations/confluence.md): Search and read your team's Confluence spaces and pages. - [Custom REST API](https://heyhumm.ai/docs/integrations/custom-rest-api.md): Connect to any REST API. - [Customer.io (Data Sync)](https://heyhumm.ai/docs/integrations/customerio-sync.md): Sync Customer.io campaigns and messaging activity into your warehouse. - [Databricks](https://heyhumm.ai/docs/integrations/databricks.md): Connect to Databricks SQL warehouses. - [Delighted (Data Sync)](https://heyhumm.ai/docs/integrations/delighted-sync.md): Sync Delighted survey responses and people data into your warehouse. - [Freshdesk (Data Sync)](https://heyhumm.ai/docs/integrations/freshdesk-sync.md): Sync Freshdesk tickets, contacts, and support data into your warehouse. - [Gong](https://heyhumm.ai/docs/integrations/gong.md): Connect to Gong revenue intelligence platform. - [Help Scout (Data Sync)](https://heyhumm.ai/docs/integrations/helpscout-sync.md): Sync Help Scout conversations, inboxes, and customer support data into your warehouse. - [HubSpot](https://heyhumm.ai/docs/integrations/hubspot.md): Connect to HubSpot CRM for contacts, companies, deals, and custom objects. - [Intercom](https://heyhumm.ai/docs/integrations/intercom.md): Connect to Intercom customer messaging platform. - [Jira](https://heyhumm.ai/docs/integrations/jira.md): Connect to Atlassian Jira for issue tracking and project management. - [Linear](https://heyhumm.ai/docs/integrations/linear.md): Connect to Linear for issue tracking and project management. - [Meta Ads (Data Sync)](https://heyhumm.ai/docs/integrations/meta-ads-sync.md): Sync Meta Ads campaign and performance data into your warehouse. - [Mixpanel](https://heyhumm.ai/docs/integrations/mixpanel.md): Connect to Mixpanel product analytics. - [Monday.com (Data Sync)](https://heyhumm.ai/docs/integrations/monday-sync.md): Sync Monday.com boards, items, and updates into your warehouse. - [MySQL](https://heyhumm.ai/docs/integrations/mysql.md): Connect to MySQL databases. - [Integrations](https://heyhumm.ai/docs/integrations/overview.md): Connect your data sources so Humm can answer questions about your customers. - [Pendo](https://heyhumm.ai/docs/integrations/pendo.md): Connect to Pendo product experience platform. - [PostgreSQL (Data Sync)](https://heyhumm.ai/docs/integrations/postgres-sync.md): Sync PostgreSQL tables into your warehouse for reporting and cross-system analysis. - [PostgreSQL](https://heyhumm.ai/docs/integrations/postgresql.md): Connect to PostgreSQL databases. - [PostHog](https://heyhumm.ai/docs/integrations/posthog.md): Connect to PostHog product analytics. - [Productboard (Data Sync)](https://heyhumm.ai/docs/integrations/productboard-sync.md): Sync Productboard features, notes, and roadmap data into your warehouse. - [S3 (Data Sync)](https://heyhumm.ai/docs/integrations/s3-sync.md): Sync CSV, JSONL, Parquet, or Avro files from an S3 bucket into your warehouse. - [Salesforce](https://heyhumm.ai/docs/integrations/salesforce.md): Connect to Salesforce CRM. - [Snowflake](https://heyhumm.ai/docs/integrations/snowflake.md): Connect to Snowflake's cloud data platform. - [Statsig (Data Sync)](https://heyhumm.ai/docs/integrations/statsig-sync.md): Sync Statsig experiments, feature gates, and metrics into your warehouse. - [Stripe (Data Sync)](https://heyhumm.ai/docs/integrations/stripe-sync.md): Sync Stripe billing data into your warehouse for subscription, payment, and revenue analysis. - [SurveyMonkey (Data Sync)](https://heyhumm.ai/docs/integrations/surveymonkey-sync.md): Sync SurveyMonkey surveys and responses into your warehouse. - [Typeform (Data Sync)](https://heyhumm.ai/docs/integrations/typeform-sync.md): Sync Typeform forms and responses into your warehouse. - [Zendesk](https://heyhumm.ai/docs/integrations/zendesk.md): Connect to Zendesk for customer support tickets, users, and organizations. - [Zoom (Data Sync)](https://heyhumm.ai/docs/integrations/zoom-sync.md): Sync Zoom meeting and webinar data into your warehouse. ## OpenAPI Specs - [openapi](https://analyst.heyhumm.ai/api/openapi.json)