How does the Recall skill handle large amounts of data?

It uses context-aware result limits that automatically reduce detail and result counts as your context window fills up, preventing token overflow.

Do I need a cloud account to use Recall?

No, the primary graph search works locally out-of-the-box. Cloud semantic search via mem0 is an optional feature requiring an API key.

Can I search across different projects?

Yes, using the --global flag allows you to retrieve best practices and patterns that have been shared across all your projects.

What is the benefit of a graph-first search?

Graph search allows for explicit relationship queries (like 'find what technology X uses') which is often more precise than keyword search for architecture.

Knowledge Graph Recall

Name: Knowledge Graph Recall
Author: yonatangross

byyonatangross

•

Productivity & Workflow

Searches and retrieves architectural decisions, coding patterns, and project context from a structured knowledge graph.

Knowledge Graph Recall is a sophisticated context-retrieval skill designed for Claude Code that enables developers to access past technical decisions and established patterns instantly. By leveraging a graph-first architecture, it provides zero-configuration local search for entities and relationships, with optional cloud-based semantic enhancement via mem0. The skill intelligently manages context window pressure by automatically summarizing results based on token usage, ensuring Claude always maintains the most relevant project background for complex development tasks.

Key Features

0127 GitHub stars

02Context-Aware Scaling: Automatically adjusts result density based on current context window usage.

03Scoped Searching: Filter results by specific agent IDs, categories, or global cross-project best practices.

04Relationship Mapping: Identifies and displays links between technologies, patterns, and architectural decisions.

05Graph-First Architecture: Local, zero-config entity and relationship search using MCP memory.

06Semantic Cloud Enhancement: Optional mem0 integration for deep semantic similarity search.

Use Cases

01Retrieving past Architectural Decision Records (ADRs) to ensure technical consistency.

02Recalling project-specific coding patterns and anti-patterns during refactoring.

03Querying cross-project best practices to implement standardized solutions like pagination or auth.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add yonatangross/skillforge-claude-plugin recall

For use in Claude.ai and ChatGPT

Download Skill