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Agent Memory Coordinator

  • 1k installs
  • 67k repo stars
  • Updated August 4, 2026
  • ruvnet/ruflo

agent-memory-coordinator is a Ruflo agent skill that manages persistent memory namespaces, compression, synchronization, and cross-agent search-retrieval for developers who need consistent context across long sessions an

About

agent-memory-coordinator is a Ruflo coordination skill invoked as $agent-memory-coordinator for persistent memory across coding agent sessions. The skill handles memory-management, namespace-coordination, data-persistence, compression-optimization, synchronization, and search-retrieval so specialized agents share working context without duplication or drift. Reach for agent-memory-coordinator when building multi-agent workflows that span long sessions, need namespace isolation, or require searchable knowledge stores across pre-session hooks. High-priority coordination hooks check memory system status and list active namespaces before agents read or write shared state.

  • Manages persistent memory across sessions with TTL and encryption options
  • Facilitates cross-agent memory sharing and namespace coordination
  • Supports store, retrieve, search, and delete operations on memories
  • Includes compression optimization and synchronization capabilities
  • Pre and post hooks for memory system status checks and session summaries

Agent Memory Coordinator by the numbers

  • 1,019 all-time installs (skills.sh)
  • +5 installs in the week ending Aug 4, 2026 (Skillselion tracking)
  • Ranked #1,026 of 16,546 AI & Agent Building skills by installs in the Skillselion catalog
  • Security screen: LOW risk (skills.sh audit)
  • Data as of Aug 5, 2026 (Skillselion catalog sync)
npx skills add https://github.com/ruvnet/ruflo --skill agent-memory-coordinator

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Listed on Skillselion
Installs1k
repo stars67k
Security audit3 / 3 scanners passed
Last updatedAugust 4, 2026
Repositoryruvnet/ruflo

How do you share memory across coding agents?

Keep agent context, knowledge, and working memory consistent and searchable across long sessions and multiple specialized agents.

Who is it for?

Developers building Ruflo multi-agent systems who need durable, namespace-isolated memory shared across long coding sessions.

Skip if: Single-shot agent prompts without persistence needs or projects using only stateless LLM calls without shared memory infrastructure.

When should I use this skill?

User sets up cross-agent memory, namespace isolation, memory compression, or searchable persistence in Ruflo multi-agent workflows.

What you get

Persistent memory namespaces, synchronized agent context stores, compressed memory archives, and searchable cross-agent retrieval indexes.

  • Persistent memory store
  • Namespace configuration
  • Searchable context index

Files

SKILL.mdMarkdownGitHub ↗

--- 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

Related skills

FAQ

What capabilities does agent-memory-coordinator provide?

agent-memory-coordinator provides memory-management, namespace-coordination, data-persistence, compression-optimization, synchronization, and search-retrieval across Ruflo agent sessions. Pre-hooks verify memory system status and list active namespaces before reads or writes.

When should developers invoke agent-memory-coordinator?

Invoke agent-memory-coordinator when building multi-agent workflows that need durable, searchable context across long sessions. The skill prevents context drift and duplication when specialized agents share working memory in Ruflo.

Is Agent Memory Coordinator safe to install?

skills.sh reports 3 of 3 security scanners passed. Review the Security Audits panel on this page before installing in production.

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