roam-code: Roam is a structural intelligence engine that pre-indexes codebases into a semantic graph using SQLite, tree-sitter, and git history. It provides AI coding agents with five core verbs—understand, retrieve, context, preflight, critique—replacing dozens of grep/read calls with a single graph query. The tool is 100% local, supports 27 languages, and offers 154 commands along with 120 MCP tools.; fast-agent: fast-agent is a CLI-first framework for building and interacting with sophisticated multimodal AI agents and workflows. It offers comprehensive support for various LLM providers, structured outputs, and vision, with unique features like MCP Feature support and live streaming responses to the terminal.
Agent-assisted coding: reduce token usage and tool calls by using structured graph queries
Rapid development and testing of sophisticated multimodal AI agents and workflows.