Integration Tutorial April 13, 2026

Cline + REM Labs: Skills-Based AI Memory

Cline is a powerful autonomous AI coding agent that runs inside VS Code. By connecting it to REM Labs via MCP, you give Cline persistent memory -- it remembers your codebase decisions, learned patterns, and project-specific skills across every task.

How Cline Uses MCP

Cline has built-in MCP support, meaning it can call external tools during its autonomous coding tasks. When you add the REM Labs MCP server, Cline gains the ability to store and recall information between sessions. It can learn from past tasks and apply that knowledge to new ones.

Step 1: Configure MCP in Cline

Open Cline's settings in VS Code and navigate to the MCP Servers section. Add the REM Labs server:

{
  "mcpServers": {
    "remlabs": {
      "command": "npx",
      "args": ["@remlabs/mcp-server"],
      "env": {
        "REMLABS_API_KEY": "your-api-key"
      }
    }
  }
}

Get your free API key at remlabs.ai/console. Restart Cline after saving.

Step 2: Verify the Connection

Start a new Cline task and ask:

"Check what MCP tools you have available
 and list them for me."

Cline should report that it has access to remember, recall, and forget tools from the REM Labs server.

Skills-Based Memory Pattern

The real power comes from letting Cline build up a library of project-specific skills. After Cline completes a task, tell it to remember what it learned:

# After Cline fixes a bug
"Remember the pattern you used to fix this bug --
 how error boundaries in this project should handle
 async errors with the retry wrapper."

# After Cline implements a feature
"Store what you learned about the project's API
 layer -- the middleware chain, validation patterns,
 and response format."

# Next time, Cline recalls automatically
"Add a new API endpoint for user preferences."
→ Cline checks memory, finds API conventions,
  implements correctly on the first try

Autonomous Memory Management

Add instructions to Cline's system prompt to make memory management automatic:

You have access to REM Labs memory tools. Follow these rules:

1. Before starting any task, recall memories relevant
   to the current files and task description.
2. After completing a task, store any new patterns,
   conventions, or architectural decisions you discovered.
3. If you encounter an error pattern you've seen before,
   check memory for the previous solution.
4. Tag memories with the project name and relevant
   categories (architecture, bugs, patterns, etc).

Memory-Enhanced Task Chains

Cline excels at multi-step tasks. With REM Labs, each step can build on knowledge from previous steps and previous sessions:

Step 1: Cline analyzes your codebase, stores key patterns in memory
Step 2: When implementing features, Cline recalls those patterns for consistency
Step 3: After debugging, Cline stores the root cause so it never re-investigates the same bug

Skills compound: The more tasks Cline completes with REM Labs memory, the better it gets at your specific codebase. Each stored pattern makes future tasks faster and more accurate.

Give Cline a memory that compounds

Free tier. MCP-native. Skills that persist across every task.

Get started free →