Question 1

How does Mem0 MCP integration work with different LLMs?

Accepted Answer

Mem0 MCP works universally with any LLM through Ravenala's interface. Whether you're using Claude, GPT-4, or other models, the memory layer functions consistently, providing contextual information and storing insights regardless of your chosen AI model.

Question 2

Can I search existing Mem0 memories through chat?

Accepted Answer

Absolutely! Simply ask natural questions like 'What do we know about this project?' or 'Find memories related to customer feedback.' The AI assistant searches your Mem0 database and returns relevant memories in an easy-to-understand conversational format.

Question 3

Is my Mem0 data secure when using the connector?

Accepted Answer

Yes, all data remains secure within your Mem0 account. Ravenala uses secure API connections and doesn't store your memory data. Authentication follows industry standards, and you maintain full control over your Mem0 account permissions and access levels.

Question 4

What types of memories can I create through chat?

Accepted Answer

You can create any type of memory that Mem0 supports, including user preferences, conversation history, project insights, customer information, and contextual data. Simply describe what you want to remember in natural language during your conversation.

Question 5

Do I need coding skills to use Mem0 MCP?

Accepted Answer

Not at all! The beauty of Mem0 MCP through Ravenala is that everything happens through natural conversation. No coding, API calls, or technical configurations required. If you can chat, you can leverage powerful memory capabilities.

Question 6

Can multiple team members access the same Mem0 memories?

Accepted Answer

Yes, team members can access shared Mem0 memories based on your account permissions. This creates a collaborative knowledge base where insights from one conversation can inform and enhance future team interactions with AI assistants.

Question 7

How quickly are new memories available after creation?

Accepted Answer

New memories are typically available within seconds of creation. When you tell the AI to remember something during your chat, it's immediately stored in Mem0 and can be referenced in subsequent conversations or queries right away.

Question 8

What happens if my Mem0 connection gets interrupted?

Accepted Answer

If your connection is interrupted, you can easily reconnect through the same authentication process. Your existing memories remain safe in your Mem0 account, and you can resume memory-enhanced conversations once the connection is reestablished.

Question 9

Can I use Mem0 AI features for personal and business accounts?

Accepted Answer

Yes, Mem0 Connector works with both personal and business Mem0 accounts. You can switch between different accounts or maintain separate memory contexts for different projects, all through the same conversational interface in Ravenala.

Question 10

Are there usage limits for Mem0 MCP integration?

Accepted Answer

Usage limits depend on your Mem0 account plan and API quotas. The MCP integration itself doesn't impose additional restrictions beyond what your Mem0 subscription allows, ensuring you get full value from your existing plan.

Mem0

Tools

add-member-to-projectAdds an existing user to a project (identified by `project id` within organization `org id`), assigning a valid system role.

add-member-to-project

add-new-memory-recordsStores new memory records from a list of messages, optionally inferring structured content; requires association via `agent id`, `user id`, `app id`, or `run id`.

add-new-memory-records

add-organization-memberAdds a new member, who must be a registered user, to an organization, assigning them a specific role.

add-organization-member

create-a-new-agentCreates a new agent with a unique `agent id` and an optional `name`; additional metadata may be assigned by the system.

create-a-new-agent

create-a-new-agent-runCreates a new agent run in the Mem0.

create-a-new-agent-run

create-a-new-applicationCreates a new application, allowing metadata to be passed in the request body (not an explicit field in this action's request model); ensure `app id` is unique to avoid potential errors or unintended updates.

create-a-new-application

create-a-new-organization-entryCreates a new organization entry using the provided name and returns its details.

create-a-new-organization-entry

create-a-new-userCreates a new user with the specified unique `user id` and supports associating `metadata` (not part of the request schema fields).

create-a-new-user

create-an-export-job-with-schemaInitiates an asynchronous job to export memories, structured by a schema provided in the request body and allowing optional filters.

create-an-export-job-with-schema

create-memory-entryLists/searches existing memory entries with filtering and pagination; critically, this action retrieves memories and does *not* create new ones, despite its name.

create-memory-entry

create-projectCreates a new project with a given name within an organization that must already exist.

create-project

delete-an-organizationPermanently deletes an existing organization identified by its unique id.

delete-an-organization

delete-a-specific-memory-by-idPermanently deletes a specific memory by its unique id; ensure the `memory id` exists as this operation is irreversible.

delete-a-specific-memory-by-id

delete-entity-by-type-and-idCall to permanently and irreversibly hard-delete an existing entity (user, agent, app, or run) and all its associated data, using its type and id.

delete-entity-by-type-and-id

delete-memories-endpointDeletes memories matching specified filter criteria; omitting all filters may result in deleting all memories.

delete-memories-endpoint

delete-memory-batch-with-uuidsDeletes a batch of up to 1000 existing memories, identified by their uuids, in a single API call.

delete-memory-batch-with-uuids

delete-projectPermanently deletes a specific project and all its associated data from an organization; this action cannot be undone and requires the project to exist within the specified organization.

delete-project

delete-project-memberRemoves an existing member, specified by username, from a project, immediately revoking their project-specific access; the user is not removed from the organization.

delete-project-member

export-data-based-on-filtersRetrieves memory export data, optionally filtered by various identifiers (e.

export-data-based-on-filters

fetch-detailed-list-of-organizationsRetrieves a summary list of organizations for administrative oversight; returns summary data (names, ids), not exhaustive details, despite 'detailed' in the name.

fetch-detailed-list-of-organizations

fetch-details-of-a-specific-organizationFetches comprehensive details for an organization using its `org id`; the `org id` must be valid and for an existing organization.

fetch-details-of-a-specific-organization

fetch-list-of-entity-filtersRetrieves predefined filter definitions for entities (e.

fetch-list-of-entity-filters

fetch-specific-entity-details-with-optional-filtersFetches detailed information for an existing entity (user, agent, app, or run) identified by its type and unique id.

fetch-specific-entity-details-with-optional-filters

get-organization-membersFetches a list of members for a specified, existing organization.

get-organization-members

get-project-detailsFetches comprehensive details for a specified project within an organization.

get-project-details

get-project-membersRetrieves all members for a specified project within an organization.

get-project-members

get-projectsRetrieves all projects for a given organization `org id` to which the caller has access.

get-projects

get-user-memory-statsRetrieves a summary of the authenticated user's memory activity, including total memories created, search events, and add events.

get-user-memory-stats

list-entities-with-optional-org-and-project-filtersRetrieves a list of entities, optionally filtered by organization or project (prefer `org id`/`project id` over deprecated `org name`/`project name`), noting results may be summaries and subject to limits.

list-entities-with-optional-org-and-project-filters

perform-semantic-search-on-memoriesSearches memories semantically using a natural language query (required if `only metadata based search` is false) and/or metadata filters.

perform-semantic-search-on-memories

remove-a-member-from-the-organizationRemoves a member, specified by their username, from an existing organization of which they are currently a member.

remove-a-member-from-the-organization

retrieve-all-events-for-the-currently-logged-in-userRetrieves a paginated list of events for the authenticated user, filterable and paginable via url query parameters.

retrieve-all-events-for-the-currently-logged-in-user

retrieve-entity-specific-memoriesRetrieves all memories (e.

retrieve-entity-specific-memories

retrieve-list-of-memory-eventsRetrieves a chronological list of all memory events (e.

retrieve-list-of-memory-events

retrieve-memory-by-unique-identifierRetrieves a complete memory entry by its unique identifier; `memory id` must be valid and for an existing memory.

retrieve-memory-by-unique-identifier

retrieve-memory-history-by-idRetrieves the complete version history for an existing memory, using its unique `memory id`, to inspect its evolution or audit changes.

retrieve-memory-history-by-id

retrieve-memory-listRetrieves a list of memories, supporting pagination and diverse filtering (e.

retrieve-memory-list

search-memories-with-query-filtersSemantically searches memories using a natural language query and mandatory structured filters, offering options to rerank results and select specific fields; any provided `org id` or `project id` must reference a valid existing entity.

search-memories-with-query-filters

update-memory-batch-with-uuidUpdates text for up to 1000 memories in a single batch, using their uuids.

update-memory-batch-with-uuid