# Memco Docs

> Memco provides a governed continual learning memory layer for AI agents, connecting via MCP.

## Getting Started

- [Memco Documentation](https://docs.memco.ai/): Memco is a governed continual learning memory layer for AI agents, connecting via MCP.
- [Quickstart](https://docs.memco.ai/quickstart/): Connect Memco to your AI agent in under 5 minutes using plugins or MCP.

## Concepts

- [How Memco Works](https://docs.memco.ai/concepts/how-memco-works/): The memory lifecycle in Memco: how knowledge is created, curated, retrieved, and improved over time.
- [Knowledge Domains](https://docs.memco.ai/concepts/knowledge-domains/): How Memco domains define the semantics for creating, searching, and tagging knowledge within specific areas of work.
- [Trust](https://docs.memco.ai/concepts/trust/): How TrustDist scores and validates knowledge based on accumulated evidence.
- [Privacy](https://docs.memco.ai/concepts/privacy/): How Memco protects your data: what gets stored, who can access it, and the security practices behind it.

## MCP

- [MCP Overview](https://docs.memco.ai/mcp/overview/): How to connect to Memco via MCP, including multi-domain support and authentication.
- [Seed Your Workspace](https://docs.memco.ai/mcp/seed-your-workspace/): Bootstrap your team's shared memory from sessions, remembered notes, and instruction files already on your machine.
- [Tools Reference](https://docs.memco.ai/mcp/tools-reference/): Complete reference for Memco's MCP tools: list_domains, start_session, search, get_memory, create_memory, enrich_memory, share_feedback, and revert_memory.

## Personal Memory

- [Personal Memory](https://docs.memco.ai/personal-memory/overview/): Portable personal memory for AI agents — your preferences and context, available across every agent you use.
- [Seed Your Memory](https://docs.memco.ai/personal-memory/seed-your-memory/): Bootstrap your personal memory from preferences you have already written down in instruction files and agent memory.
- [Personal Memory Tools Reference](https://docs.memco.ai/personal-memory/tools-reference/): Complete reference for Memco Personal Memory's MCP tools: start_session, search, list_memories, get_memory, write_memory, update_memory, and delete_memory.

## SDK

- [SDK Overview](https://docs.memco.ai/sdk/index/): Official Python and Node.js SDKs for Memco Shared Memory: when to use them instead of MCP, what they provide, and how to install them.
- [Building an Agent with the SDK](https://docs.memco.ai/sdk/building-an-agent/): How to give an agent you build yourself a shared memory: the learning loop, the toolset export for LangChain, Anthropic and OpenAI, and the patterns that make it work.
- [Embedding Memory in Your Product](https://docs.memco.ai/sdk/embedding-memory/): How to make Memco Shared Memory part of a product you ship to your own customers: memory networks per customer, inherited networks for seeding knowledge, and external users authenticated by you.
- [Overview](https://docs.memco.ai/sdk/python/latest/)
- [Overview](https://docs.memco.ai/sdk/python/latest/agent/)
- [AGENT_RECOVERABLE](https://docs.memco.ai/sdk/python/latest/agent/#memcoai.agent.AGENT_RECOVERABLE)
- [AsyncTool](https://docs.memco.ai/sdk/python/latest/agent/#memcoai.agent.AsyncTool)
- [AsyncToolset](https://docs.memco.ai/sdk/python/latest/agent/#memcoai.agent.AsyncToolset)
- [Tool](https://docs.memco.ai/sdk/python/latest/agent/#memcoai.agent.Tool)
- [Toolset](https://docs.memco.ai/sdk/python/latest/agent/#memcoai.agent.Toolset)
- [briefing](https://docs.memco.ai/sdk/python/latest/agent/#memcoai.agent.briefing)
- [render](https://docs.memco.ai/sdk/python/latest/agent/#memcoai.agent.render)
- [Overview](https://docs.memco.ai/sdk/python/latest/clients/)
- [Memco](https://docs.memco.ai/sdk/python/latest/clients/#memcoai.Memco)
- [AsyncMemco](https://docs.memco.ai/sdk/python/latest/clients/#memcoai.AsyncMemco)
- [provenance](https://docs.memco.ai/sdk/python/latest/clients/#memcoai.provenance)
- [Overview](https://docs.memco.ai/sdk/python/latest/errors/)
- [MemcoAPIError](https://docs.memco.ai/sdk/python/latest/errors/#memcoai.errors.MemcoAPIError)
- [MemcoAuthenticationError](https://docs.memco.ai/sdk/python/latest/errors/#memcoai.errors.MemcoAuthenticationError)
- [MemcoConfigError](https://docs.memco.ai/sdk/python/latest/errors/#memcoai.errors.MemcoConfigError)
- [MemcoError](https://docs.memco.ai/sdk/python/latest/errors/#memcoai.errors.MemcoError)
- [MemcoInternalError](https://docs.memco.ai/sdk/python/latest/errors/#memcoai.errors.MemcoInternalError)
- [MemcoInvalidRequestError](https://docs.memco.ai/sdk/python/latest/errors/#memcoai.errors.MemcoInvalidRequestError)
- [MemcoNotFoundError](https://docs.memco.ai/sdk/python/latest/errors/#memcoai.errors.MemcoNotFoundError)
- [MemcoPermissionError](https://docs.memco.ai/sdk/python/latest/errors/#memcoai.errors.MemcoPermissionError)
- [MemcoPreconditionFailedError](https://docs.memco.ai/sdk/python/latest/errors/#memcoai.errors.MemcoPreconditionFailedError)
- [MemcoResourceExhaustedError](https://docs.memco.ai/sdk/python/latest/errors/#memcoai.errors.MemcoResourceExhaustedError)
- [MemcoSunsetError](https://docs.memco.ai/sdk/python/latest/errors/#memcoai.errors.MemcoSunsetError)
- [MemcoTimeoutError](https://docs.memco.ai/sdk/python/latest/errors/#memcoai.errors.MemcoTimeoutError)
- [MemcoUnavailableError](https://docs.memco.ai/sdk/python/latest/errors/#memcoai.errors.MemcoUnavailableError)
- [MemcoUnhealthyError](https://docs.memco.ai/sdk/python/latest/errors/#memcoai.errors.MemcoUnhealthyError)
- [ResourceExhaustedKind](https://docs.memco.ai/sdk/python/latest/errors/#memcoai.errors.ResourceExhaustedKind)
- [SunsetKind](https://docs.memco.ai/sdk/python/latest/errors/#memcoai.errors.SunsetKind)
- [from_rpc_error](https://docs.memco.ai/sdk/python/latest/errors/#memcoai.errors.from_rpc_error)
- [Overview](https://docs.memco.ai/sdk/python/latest/operations/)
- [MemoryOperations](https://docs.memco.ai/sdk/python/latest/operations/#memcoai.operations.MemoryOperations)
- [AsyncMemoryOperations](https://docs.memco.ai/sdk/python/latest/operations/#memcoai.operations.AsyncMemoryOperations)
- [Session](https://docs.memco.ai/sdk/python/latest/operations/#memcoai.operations.Session)
- [AsyncSession](https://docs.memco.ai/sdk/python/latest/operations/#memcoai.operations.AsyncSession)
- [AsyncSessionOpener](https://docs.memco.ai/sdk/python/latest/operations/#memcoai.operations.AsyncSessionOpener)
- [Overview](https://docs.memco.ai/sdk/python/latest/types/)
- [AsyncMemory](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.AsyncMemory)
- [DataSource](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.DataSource)
- [DomainEntry](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.DomainEntry)
- [DomainList](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.DomainList)
- [FeedbackEntry](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.FeedbackEntry)
- [FeedbackRating](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.FeedbackRating)
- [FeedbackResult](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.FeedbackResult)
- [ImportOutcome](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.ImportOutcome)
- [ImportResult](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.ImportResult)
- [ImportStatus](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.ImportStatus)
- [ImportedInsight](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.ImportedInsight)
- [ImportedMemory](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.ImportedMemory)
- [Insight](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.Insight)
- [Instructions](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.Instructions)
- [Limits](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.Limits)
- [Memory](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.Memory)
- [MemoryT](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.MemoryT)
- [ProtoRecord](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.ProtoRecord)
- [Provenance](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.Provenance)
- [RevertOutcome](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.RevertOutcome)
- [RevertResult](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.RevertResult)
- [SearchResult](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.SearchResult)
- [Tag](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.Tag)
- [ToolDescriptor](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.ToolDescriptor)
- [WriteResult](https://docs.memco.ai/sdk/python/latest/types/#memcoai.types.WriteResult)
- [Overview](https://docs.memco.ai/sdk/nodejs/latest/)
- [Hierarchy](https://docs.memco.ai/sdk/nodejs/latest/hierarchy/)
- [Overview](https://docs.memco.ai/sdk/nodejs/latest/modules/)
- [Enumerations](https://docs.memco.ai/sdk/nodejs/latest/modules/#enumerations)
- [Classes](https://docs.memco.ai/sdk/nodejs/latest/modules/#classes)
- [Interfaces](https://docs.memco.ai/sdk/nodejs/latest/modules/#interfaces)
- [Type Aliases](https://docs.memco.ai/sdk/nodejs/latest/modules/#type-aliases)
- [Variables](https://docs.memco.ai/sdk/nodejs/latest/modules/#variables)
- [Functions](https://docs.memco.ai/sdk/nodejs/latest/modules/#functions)
- [Overview](https://docs.memco.ai/sdk/go/latest/)
- [Briefing](https://docs.memco.ai/sdk/go/latest/#Briefing)
- [IsAgentRecoverable](https://docs.memco.ai/sdk/go/latest/#IsAgentRecoverable)
- [Render](https://docs.memco.ai/sdk/go/latest/#Render)
- [AnthropicTool](https://docs.memco.ai/sdk/go/latest/#AnthropicTool)
- [JSONSchema](https://docs.memco.ai/sdk/go/latest/#JSONSchema)
- [OpenAIFunction](https://docs.memco.ai/sdk/go/latest/#OpenAIFunction)
- [OpenAITool](https://docs.memco.ai/sdk/go/latest/#OpenAITool)
- [Rendered](https://docs.memco.ai/sdk/go/latest/#Rendered)
- [Tool](https://docs.memco.ai/sdk/go/latest/#Tool)
- [ToolParameters](https://docs.memco.ai/sdk/go/latest/#ToolParameters)
- [Toolset](https://docs.memco.ai/sdk/go/latest/#Toolset)
- [SetLevel](https://docs.memco.ai/sdk/go/latest/#SetLevel)
- [Client](https://docs.memco.ai/sdk/go/latest/#Client)
- [Options](https://docs.memco.ai/sdk/go/latest/#Options)
- [APIError](https://docs.memco.ai/sdk/go/latest/#APIError)
- [AuthenticationError](https://docs.memco.ai/sdk/go/latest/#AuthenticationError)
- [ConfigError](https://docs.memco.ai/sdk/go/latest/#ConfigError)
- [Error](https://docs.memco.ai/sdk/go/latest/#Error)
- [InternalError](https://docs.memco.ai/sdk/go/latest/#InternalError)
- [InvalidRequestError](https://docs.memco.ai/sdk/go/latest/#InvalidRequestError)
- [NotFoundError](https://docs.memco.ai/sdk/go/latest/#NotFoundError)
- [PermissionError](https://docs.memco.ai/sdk/go/latest/#PermissionError)
- [PreconditionFailedError](https://docs.memco.ai/sdk/go/latest/#PreconditionFailedError)
- [ResourceExhaustedError](https://docs.memco.ai/sdk/go/latest/#ResourceExhaustedError)
- [ResourceExhaustedKind](https://docs.memco.ai/sdk/go/latest/#ResourceExhaustedKind)
- [SunsetError](https://docs.memco.ai/sdk/go/latest/#SunsetError)
- [SunsetKind](https://docs.memco.ai/sdk/go/latest/#SunsetKind)
- [TimeoutError](https://docs.memco.ai/sdk/go/latest/#TimeoutError)
- [UnavailableError](https://docs.memco.ai/sdk/go/latest/#UnavailableError)
- [UnhealthyError](https://docs.memco.ai/sdk/go/latest/#UnhealthyError)
- [CreateMemoryParams](https://docs.memco.ai/sdk/go/latest/#CreateMemoryParams)
- [EnrichMemoryParams](https://docs.memco.ai/sdk/go/latest/#EnrichMemoryParams)
- [ImportMemoriesParams](https://docs.memco.ai/sdk/go/latest/#ImportMemoriesParams)
- [MemoryOperations](https://docs.memco.ai/sdk/go/latest/#MemoryOperations)
- [ScopedCreateMemoryParams](https://docs.memco.ai/sdk/go/latest/#ScopedCreateMemoryParams)
- [ScopedEnrichMemoryParams](https://docs.memco.ai/sdk/go/latest/#ScopedEnrichMemoryParams)
- [ScopedSearchParams](https://docs.memco.ai/sdk/go/latest/#ScopedSearchParams)
- [SearchParams](https://docs.memco.ai/sdk/go/latest/#SearchParams)
- [Session](https://docs.memco.ai/sdk/go/latest/#Session)
- [DataSource](https://docs.memco.ai/sdk/go/latest/#DataSource)
- [DomainEntry](https://docs.memco.ai/sdk/go/latest/#DomainEntry)
- [DomainList](https://docs.memco.ai/sdk/go/latest/#DomainList)
- [FeedbackEntry](https://docs.memco.ai/sdk/go/latest/#FeedbackEntry)
- [FeedbackRating](https://docs.memco.ai/sdk/go/latest/#FeedbackRating)
- [FeedbackResult](https://docs.memco.ai/sdk/go/latest/#FeedbackResult)
- [ImportOutcome](https://docs.memco.ai/sdk/go/latest/#ImportOutcome)
- [ImportResult](https://docs.memco.ai/sdk/go/latest/#ImportResult)
- [ImportStatus](https://docs.memco.ai/sdk/go/latest/#ImportStatus)
- [ImportedInsight](https://docs.memco.ai/sdk/go/latest/#ImportedInsight)
- [ImportedMemory](https://docs.memco.ai/sdk/go/latest/#ImportedMemory)
- [Insight](https://docs.memco.ai/sdk/go/latest/#Insight)
- [Instructions](https://docs.memco.ai/sdk/go/latest/#Instructions)
- [Limits](https://docs.memco.ai/sdk/go/latest/#Limits)
- [Memory](https://docs.memco.ai/sdk/go/latest/#Memory)
- [MemoryFeedback](https://docs.memco.ai/sdk/go/latest/#MemoryFeedback)
- [ProtoRecord](https://docs.memco.ai/sdk/go/latest/#ProtoRecord)
- [Provenance](https://docs.memco.ai/sdk/go/latest/#Provenance)
- [RevertOutcome](https://docs.memco.ai/sdk/go/latest/#RevertOutcome)
- [RevertResult](https://docs.memco.ai/sdk/go/latest/#RevertResult)
- [SearchResult](https://docs.memco.ai/sdk/go/latest/#SearchResult)
- [Tag](https://docs.memco.ai/sdk/go/latest/#Tag)
- [ToolDescriptor](https://docs.memco.ai/sdk/go/latest/#ToolDescriptor)
- [WriteResult](https://docs.memco.ai/sdk/go/latest/#WriteResult)
- [Constants](https://docs.memco.ai/sdk/go/latest/#pkg-constants)

## CLI

- [CLI Installation](https://docs.memco.ai/cli/installation/): How to install and configure the Spark CLI.
- [CLI Commands](https://docs.memco.ai/cli/commands/): Reference for all Spark CLI commands.

## Examples

- [Learning on the Job](https://docs.memco.ai/examples/learning-on-the-job/): A runnable example of an agent learning a business's unwritten policies through the Memco Memory MCP, with a measured learning curve.

## Changelog

- [Changelog](https://docs.memco.ai/changelog/): Release notes and changes to Memco.