Build Tree-sitter AST knowledge graphs for cross-file code exploration.
npx skills add https://github.com/siorigin/atcode --skill atcode
Please help me install this Agent Skill. Skill: atcode Source: https://github.com/siorigin/atcode/tree/main/backend/atlas_mcp Command: npx skills add https://github.com/siorigin/atcode --skill atcode
It solves the pain of understanding complex codebases by turning repositories into a queryable AST knowledge graph that supports cross-file structural reasoning instead of brittle text search.
qualified_name identifiers for further exploration.Ask your AI to run: list_repos(), then set_project() with the exact project name you want to explore, and then call find_nodes("main") to get qualified_name targets for deeper tracing.
High-intent search queries and answers about installing and using this skill.
Call tracing across files is done by building a Tree-sitter AST knowledge graph. This graph exposes incoming and outgoing dependency queries to map structural relationships that text search cannot track.
An AST knowledge graph is a structural representation of repository code parsed by Tree-sitter and stored in Memgraph. It enables cross-file reasoning and dependency discovery instead of brittle text search.
You find code by using qualified-name discovery to locate functions and classes, which returns stable identifiers. These identifiers enable graph-backed deep dives to retrieve source, callers, and dependencies.
Yes, dependency analysis scales to medium-to-large repositories through project graph operations. The system supports building, refreshing, and syncing graphs with real-time incremental updates.
Yes, the graph queries and lifecycle operations require an MCP or HTTP server backed by Memgraph. This server architecture manages the qualified_name-driven tool chaining needed for repository exploration.
Start by calling list_repos to view available projects, then set_project with the exact name. Finally, call find_nodes with a search term to get qualified_name targets for deeper tracing.
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