> ## Documentation Index
> Fetch the complete documentation index at: https://docs.memanto.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Overview

> Overview of Memanto integrations with popular AI frameworks, MCP clients, and IDEs.

# Integrations Overview

Memanto plugs into AI assistants, frameworks, IDEs, and your observability stack through several complementary paths:

<CardGroup cols={3}>
  <Card title="MCP" icon="plug" href="/integrations/mcp">
    Add Memanto to any **Model Context Protocol** client (Claude Desktop, Cursor, Windsurf, Cline, Continue, Goose, …) with a single JSON config block.
  </Card>

  <Card title="Frameworks" icon="layer-group" href="/integrations/crewai">
    Drop-in memory for agent frameworks — [CrewAI](/integrations/crewai), [Hermes](/integrations/hermes-agents), [LangChain](/integrations/langchain), [LangGraph](/integrations/langgraph), [LlamaIndex](/integrations/llamaindex), and [n8n](/integrations/n8n) in Python; [Vercel AI SDK](/integrations/vercel-ai-sdk), [Mastra](/integrations/mastra), [VoltAgent](/integrations/voltagent), and [OpenAI](/integrations/openai) via the TypeScript SDK.
  </Card>

  <Card title="IDE skills" icon="keyboard" href="/cli/connect/connect">
    `memanto connect <ide>` installs a tool-specific skill file (e.g. `CLAUDE.md`, `.cursor/rules/memanto.mdc`) into your project.
  </Card>

  <Card title="OKF" icon="right-left" href="/integrations/okf">
    Move memories in and out of Memanto as portable **[Open Knowledge Format](/integrations/okf)** bundles — vendor-neutral markdown you can browse, version in git, and import anywhere.
  </Card>

  <Card title="Observability" icon="chart-line" href="/integrations/langfuse">
    Turn **[Langfuse](/integrations/langfuse)** errors, failed evals, and latency/cost anomalies into memories — live from your app or on a one-shot sync — so agents stop re-learning the same failure.
  </Card>
</CardGroup>

<Note>
  Most users start with **MCP** — it's the lowest-friction way to give a desktop AI assistant persistent memory. Use **frameworks** when building custom agents in Python, **IDE skills** when you want a checked-in rules file your team can share, and **observability** when you want production failures to become durable lessons.
</Note>

## Supported Tools

Memanto integrates with 14+ AI coding assistants. Each has its own setup page — click through for the CLI connector and MCP config:

| Tool                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | Type          | Status      |
| --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------- | ----------- |
| <img src="https://unpkg.com/@lobehub/icons-static-svg@latest/icons/claudecode-color.svg" style={{width:'16px',height:'16px',verticalAlign:'middle',display:'inline',marginRight:'4px'}} /> [**Claude Code**](/integrations/claude-code)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | IDE Extension | ✓ Supported |
| <img src="https://mintcdn.com/memanto/7cqii5_wGejS32un/logo/integrations/cursor.svg?fit=max&auto=format&n=7cqii5_wGejS32un&q=85&s=60cc73f322350713c6841408a08de02b" style={{width:'16px',height:'16px',verticalAlign:'middle',display:'inline',marginRight:'4px'}} width="16" height="16" data-path="logo/integrations/cursor.svg" /> [**Cursor**](/integrations/cursor)                                                                         | IDE           | ✓ Supported |
| <img src="https://mintcdn.com/memanto/7cqii5_wGejS32un/logo/integrations/cline.svg?fit=max&auto=format&n=7cqii5_wGejS32un&q=85&s=6b2a202f7a7f1bdf5690cf27dff95273" style={{width:'16px',height:'16px',verticalAlign:'middle',display:'inline',marginRight:'4px'}} width="16" height="16" data-path="logo/integrations/cline.svg" /> [**Cline**](/integrations/cline)                                                                                   | IDE Extension | ✓ Supported |
| <img src="https://mintcdn.com/memanto/7cqii5_wGejS32un/logo/integrations/windsurf.svg?fit=max&auto=format&n=7cqii5_wGejS32un&q=85&s=fc04bd9f7ac4aff9c624b10675e72527" style={{width:'16px',height:'16px',verticalAlign:'middle',display:'inline',marginRight:'4px'}} width="16" height="16" data-path="logo/integrations/windsurf.svg" /> [**Windsurf**](/integrations/windsurf)                                                     | IDE           | ✓ Supported |
| <Icon icon="forward-step" /> [**Continue**](/integrations/continue)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   | IDE Extension | ✓ Supported |
| <img src="https://unpkg.com/@lobehub/icons-static-svg@latest/icons/codex-color.svg" style={{width:'16px',height:'16px',verticalAlign:'middle',display:'inline',marginRight:'4px'}} /> [**Codex**](/integrations/codex)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | IDE           | ✓ Supported |
| <img src="https://mintcdn.com/memanto/1anYdeLUSJGeRrn_/logo/integrations/pi.svg?fit=max&auto=format&n=1anYdeLUSJGeRrn_&q=85&s=45ff5458e2b8ca4b9657967bcfbec7d7" style={{width:'16px',height:'16px',verticalAlign:'middle',display:'inline',marginRight:'4px'}} width="16" height="16" data-path="logo/integrations/pi.svg" /> [**Pi**](/integrations/pi)                                                                                                                 | CLI           | ✓ Supported |
| <img src="https://unpkg.com/@lobehub/icons-static-svg@latest/icons/geminicli-color.svg" style={{width:'16px',height:'16px',verticalAlign:'middle',display:'inline',marginRight:'4px'}} /> [**Gemini CLI**](/integrations/gemini-cli)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | CLI           | ✓ Supported |
| <img src="https://mintcdn.com/memanto/7cqii5_wGejS32un/logo/integrations/githubcopilot.svg?fit=max&auto=format&n=7cqii5_wGejS32un&q=85&s=aafe44eec05813e1743c20ede8c1deec" style={{width:'16px',height:'16px',verticalAlign:'middle',display:'inline',marginRight:'4px'}} width="16" height="16" data-path="logo/integrations/githubcopilot.svg" /> [**GitHub Copilot**](/integrations/github-copilot) | IDE Extension | ✓ Supported |
| <img src="https://mintcdn.com/memanto/7cqii5_wGejS32un/logo/integrations/opencode.svg?fit=max&auto=format&n=7cqii5_wGejS32un&q=85&s=a07b3c7bd6b77d2425b1c1543ad0d216" style={{width:'16px',height:'16px',verticalAlign:'middle',display:'inline',marginRight:'4px'}} width="16" height="16" data-path="logo/integrations/opencode.svg" /> [**OpenCode**](/integrations/opencode)                                                     | IDE           | ✓ Supported |
| <img src="https://mintcdn.com/memanto/7cqii5_wGejS32un/logo/integrations/goose.svg?fit=max&auto=format&n=7cqii5_wGejS32un&q=85&s=495d6933959b13b92c181d7e722458cd" style={{width:'16px',height:'16px',verticalAlign:'middle',display:'inline',marginRight:'4px'}} width="16" height="16" data-path="logo/integrations/goose.svg" /> [**Goose**](/integrations/goose)                                                                                   | IDE           | ✓ Supported |
| <img src="https://mintcdn.com/memanto/7cqii5_wGejS32un/logo/integrations/roocode.svg?fit=max&auto=format&n=7cqii5_wGejS32un&q=85&s=75cc1b36d4817e3ef6addf3a68bafd45" style={{width:'16px',height:'16px',verticalAlign:'middle',display:'inline',marginRight:'4px'}} width="16" height="16" data-path="logo/integrations/roocode.svg" /> [**Roo**](/integrations/roo)                                                                       | IDE           | ✓ Supported |
| <img src="https://unpkg.com/@lobehub/icons-static-svg@latest/icons/antigravity-color.svg" style={{width:'16px',height:'16px',verticalAlign:'middle',display:'inline',marginRight:'4px'}} /> [**Antigravity**](/integrations/antigravity)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              | IDE           | ✓ Supported |
| <Icon icon="wand-magic-sparkles" /> [**Augment**](/integrations/augment)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              | IDE           | ✓ Supported |

## What Integrations Enable

Once connected, tools can:

### 1. Store Development Context

```
"User prefers TypeScript and strict type checking"
"Project uses React 18 with hooks"
"API endpoints follow REST conventions"
```

### 2. Recall Past Decisions

```
Query: "Why did we choose PostgreSQL?"
Result: "Chose PostgreSQL to support JSON queries efficiently"
```

### 3. Access Memory APIs

Full programmatic access to:

* Store memories
* Recall memories
* Generate answers
* Manage sessions

### 4. Continuous Learning

Tools learn from previous sessions and carry context forward.

## Quick Start

### Step 1: Install & Configure Memanto

```bash theme={null}
pip install memanto
memanto  # Configure with API key
```

### Step 2: Create Agent

```bash theme={null}
memanto agent create dev-assistant
memanto agent activate dev-assistant
```

### Step 3: Connect Your Tool

```bash theme={null}
# For Claude Code
memanto connect claude-code

# For Cursor
memanto connect cursor

# For Windsurf
memanto connect windsurf
```

### Step 4: Start Using

Your tool now has access to memories!

## Integration Patterns

### Single Tool Integration

Connect one tool:

```bash theme={null}
memanto connect claude-code
```

Benefits:

* Simple setup
* Clear memory isolation
* Perfect for single-person projects

### Team Integration

Connect multiple tools:

```bash theme={null}
memanto connect claude-code
memanto connect cursor
memanto connect windsurf
```

Benefits:

* Team shared context
* Cross-tool consistency
* Better collaboration

### Multi-Environment

Different agents for different projects:

```bash theme={null}
# In your Development project
cd my-dev-project
memanto agent activate dev-assistant
memanto connect claude-code

# In your Production project
cd my-prod-project
memanto agent activate prod-assistant
memanto connect claude-code
```

## Use Cases

### Learning New Codebase

Tool remembers:

* Architecture decisions
* Naming conventions
* Common patterns
* "Why" behind decisions

### Multi-Session Development

Tool carries context across days:

* Open issues
* In-progress features
* Code review feedback
* Design decisions

### Team Onboarding

New team members benefit from:

* Accumulated project knowledge
* Decision history
* Best practices
* Common pitfalls to avoid

### Cross-Project Knowledge

Tool learns and applies:

* Patterns from Project A to Project B
* Solutions to common problems
* Team conventions
* Lessons learned

## Configuration

### Local Scope

```bash theme={null}
memanto connect claude-code
# Installs in: project/.claude/memanto
# Only this project can access
```

### Global Scope

```bash theme={null}
memanto connect claude-code --global
# System-wide installation
# All projects can access
```

## Management

### List Connections

```bash theme={null}
memanto connect list
```

Shows all connected tools and their scope.

### Remove Connection

```bash theme={null}
memanto connect remove claude-code
```

Disconnects a tool (memories remain).

### Connect Multiple

```bash theme={null}
memanto connect multi
```

Interactive selection of multiple tools.

## Tips & Tricks

### Share Context Across Tools

```bash theme={null}
# Same agent for all tools
memanto connect claude-code
memanto connect cursor
memanto connect windsurf

# All three access same memories
```

### Switch Contexts

```bash theme={null}
# Need to work on a different context? Switch the active agent:
memanto agent activate different-agent
# Now all your connected tools will use the new agent's memory
```

### Backup Memories

```bash theme={null}
# Export before disconnecting
memanto memory export

# All memories saved locally
```

For a portable, git-friendly backup, export an [OKF](/integrations/okf) bundle
instead — a directory of markdown files you can browse or import into another
agent:

```bash theme={null}
memanto memory export --okf
```

## Next Steps

* [Installation Guide](/getting-started/installation)
* [CLI: Connect Commands](/cli/connect/connect)

***

Integrations let Memanto work within your favorite development tools!
