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ontomics — Claude Code MCP server: features and setup

ontomics indexes a codebase’s domain concepts, naming patterns, and functions with similar behavior. Use it to explore project vocabulary and trace how concepts connect through code.

Install into Claude Code · Platform CLI All methods and platforms ↓
claude mcp add ontomics -- npx -y @ontomics/ontomics
Open on GitHub

What ontomics does

The server groups related symbols into concepts, detects naming patterns, and finds functions whose implementations behave alike. Ask it for a symbol’s signature and relationships, follow a concept through call chains, or compare the project vocabulary with a Git ref. Behavioral matching uses CodeRankEmbed on function bodies.

Its MCP tools can suggest names that fit a project, locate files and signatures tied to a concept, and export domain knowledge as YAML for another repository. It supports Python, TypeScript, JavaScript, and Rust, detected from file extensions. Indexing requires a Git repository: without a .git/ directory, the server refuses to index unless you pass --force.

Install the package and register the server separately. In Claude Code, registration starts ontomics through npx. The server detects the repository and indexes it on first run; it refuses to index home, root, or temporary directories.

What it helps with

  • find related terms and occurrences for a domain concept
  • trace a concept through code call chains
  • check an identifier against project naming patterns
  • find functions with similar behavior
  • compare domain vocabulary with a Git ref

Example prompts for the agent

  • Find concepts related to “transform” and show where they occur.
  • Check whether spatial_transform fits this project’s naming patterns and suggest a canonical name.
  • Find functions whose behavior resembles spatial_transform().

How to install ontomics

Platform CLI

claude mcp add ontomics -- npx -y @ontomics/ontomics

Step by step, with commands for each platform: How to add an MCP server to Claude Code, Codex, Cursor, VS Code, Gemini CLI and more

Questions about ontomics

How do I install ontomics in Claude Code?

Register it with claude mcp add ontomics -- npx -y @ontomics/ontomics. The project must be a Git repository for indexing.

What does ontomics do?

It indexes domain concepts, naming patterns, and behavioral similarities between functions. Its MCP tools help explore symbol relationships and follow concepts through a codebase.

Which programming languages does ontomics support?

Python, TypeScript, JavaScript, and Rust. It detects languages from file extensions.

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