Integration: Add agent memory and prevention rules via MCP Memory Gateway

[IgorGanapolsky]

Problem

Task management agents repeat the same mistakes across sessions — they don't remember what failed last time or why a particular approach was abandoned.

Proposed Integration

MCP Memory Gateway adds persistent memory to any MCP agent:

• recall — Before starting a task, recall what went wrong on similar tasks
• capture_feedback — After completing a task, record what worked or failed
• prevention_rules — Auto-generated rules from repeated mistakes

Setup (2 lines)

Add alongside your existing MCP server:

claude mcp add memory -- npx -y rlhf-feedback-loop serve

The agent now has access to recall, capture_feedback, and prevention_rules tools alongside shrimp-task-manager tools.

How It Helps Task Management

1. Agent creates a task plan → executes → some tasks fail
2. Failure captured as feedback with specific context
3. Next session: agent recalls "last time task X failed because Y"
4. Prevention rule auto-generated: "NEVER approach task X with method Y"

Would love to explore integration. Happy to submit a PR if there's interest.

npm | MCP Registry