Is AC Knowledge Graph suitable for large projects?

Absolutely; it is specifically built to handle the complexity of large codebases where tracking dependencies and relationships becomes difficult for standard LLM contexts.

How does this skill improve AI coding tasks?

By providing a semantic memory, it allows the AI to understand how different parts of a codebase relate to one another beyond just basic file structure.

Can I query the knowledge graph manually?

Yes, the skill provides a query interface to retrieve connected entities and relationships based on specific project nodes.

What is the primary purpose of AC Knowledge Graph?

It is designed to help Claude build and maintain a relational map of a project's entities and concepts to improve autonomous decision-making.

AC Knowledge Graph

Name: AC Knowledge Graph
Author: adaptationio

byadaptationio

0•

Database Management

Builds and queries relational knowledge graphs to provide Claude with a structural and semantic understanding of complex codebases.

AC Knowledge Graph is a specialized skill designed to enhance autonomous coding by maintaining a sophisticated map of project concepts, entities, and their interdependencies. By persisting semantic memory and relational data, it enables Claude to move beyond simple text analysis to a deeper structural understanding of software architecture. This is particularly valuable for large-scale refactoring, identifying cross-module impacts, and ensuring consistent decision-making across complex development cycles.

Key Features

01Entity and relationship mapping

02Contextual project querying

03Automated relationship tracking

04Graph-based architectural analysis

050 GitHub stars

06Semantic memory persistence

Use Cases

01Mapping dependencies across large-scale software modules

02Maintaining long-term context for autonomous development agents

03Analyzing project architecture through semantic relationship queries

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add adaptationio/skrillz ac-knowledge-graph

For use in Claude.ai and ChatGPT

Download Skill