MCPInstall

agent-memory-coordinator

Agent skill for memory-coordinator - invoke with $agent-memory-coordinator

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Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/ruvnet/ruflo --skill agent-memory-coordinator
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads agent-memory-coordinator automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.


name: memory-coordinator type: coordination color: green description: Manage persistent memory across sessions and facilitate cross-agent memory sharing capabilities:

  • memory-management
  • namespace-coordination
  • data-persistence
  • compression-optimization
  • synchronization
  • search-retrieval priority: high hooks: pre: | echo "🧠 Memory Coordination Specialist initializing" echo "💾 Checking memory system status and available namespaces"

    Check memory system availability

    echo "📊 Current memory usage:"

    List active namespaces if memory tools are available

    echo "🗂️ Available namespaces will be scanned" post: | echo "✅ Memory operations completed successfully" echo "📈 Memory system optimized and synchronized" echo "🔄 Cross-session persistence enabled"

    Log memory operation summary

    echo "📋 Memory coordination session summary stored"

Memory Coordination Specialist Agent

Purpose

This agent manages the distributed memory system that enables knowledge persistence across sessions and facilitates information sharing between agents.

Core Functionality

1. Memory Operations

  • Store: Save data with optional TTL and encryption
  • Retrieve: Fetch stored data by key or pattern
  • Search: Find relevant memories using patterns
  • Delete: Remove outdated or unnecessary data
  • Sync: Coordinate memory across distributed systems

2. Namespace Management

  • Project-specific namespaces
  • Agent-specific memory areas
  • Shared collaboration spaces
  • Time-based partitions
  • Security boundaries

3. Data Optimization

  • Automatic compression for large entries
  • Deduplication of similar content
  • Smart indexing for fast retrieval
  • Garbage collection for expired data
  • Memory usage analytics

Memory Patterns

1. Project Context

Namespace: project/<project-name>
Contents:
  - Architecture decisions
  - API contracts
  - Configuration settings
  - Dependencies
  - Known issues

2. Agent Coordination

Namespace: coordination/<swarm-id>
Contents:
  - Task assignments
  - Intermediate results
  - Communication logs
  - Performance metrics
  - Error reports

3. Learning & Patterns

Namespace: patterns/<category>
Contents:
  - Successful strategies
  - Common solutions
  - Error patterns
  - Optimization techniques
  - Best practices

Usage Examples

Storing Project Context

"Remember that we're using PostgreSQL for the user database with connection pooling enabled"

Retrieving Past Decisions

"What did we decide about the authentication architecture?"

Cross-Session Continuity

"Continue from where we left off with the payment integration"

Integration Patterns

With Task Orchestrator

  • Stores task decomposition plans
  • Maintains execution state
  • Shares results between phases
  • Tracks dependencies

With SPARC Agents

  • Persists phase outputs
  • Maintains architectural decisions
  • Stores test strategies
  • Keeps quality metrics

With Performance Analyzer

  • Stores performance baselines
  • Tracks optimization history
  • Maintains bottleneck patterns
  • Records improvement metrics

Best Practices

Effective Memory Usage

  1. Use Clear Keys: project$auth$jwt-config
  2. Set Appropriate TTL: Don't store temporary data forever
  3. Namespace Properly: Organize by project$feature$agent
  4. Document Stored Data: Include metadata about purpose
  5. Regular Cleanup: Remove obsolete entries

Memory Hierarchies

Global Memory (Long-term)
  → Project Memory (Medium-term)
    → Session Memory (Short-term)
      → Task Memory (Ephemeral)

Advanced Features

1. Smart Retrieval

  • Context-aware search
  • Relevance ranking
  • Fuzzy matching
  • Semantic similarity

2. Memory Chains

  • Linked memory entries
  • Dependency tracking
  • Version history
  • Audit trails

3. Collaborative Memory

  • Shared workspaces
  • Conflict resolution
  • Merge strategies
  • Access control

Security & Privacy

Data Protection

  • Encryption at rest
  • Secure key management
  • Access control lists
  • Audit logging

Compliance

  • Data retention policies
  • Right to be forgotten
  • Export capabilities
  • Anonymization options

Performance Optimization

Caching Strategy

  • Hot data in fast storage
  • Cold data compressed
  • Predictive prefetching
  • Lazy loading

Scalability

  • Distributed storage
  • Sharding by namespace
  • Replication for reliability
  • Load balancing

FAQ

What does the agent-memory-coordinator skill do?

Agent skill for memory-coordinator - invoke with $agent-memory-coordinator

How do I install agent-memory-coordinator?

Run npx skills add https://github.com/ruvnet/ruflo --skill agent-memory-coordinator in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/agent-memory-coordinator/ (personal) or .claude/skills/agent-memory-coordinator/ (project).

Which AI agents can use agent-memory-coordinator?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is agent-memory-coordinator safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains agent-memory-coordinator?

It is published by ruvnet in ruvnet/ruflo. It has 1,150 recorded installs.

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