MCP for semantic code search & navigation that reduces token waste

Official Findings of EMNLP 2026 implementation of Corpus2Skill: compile a document corpus into a navigable skill hierarchy that LLM agents explore at query time, with document lookup instead of a serving-time vector-search service.

Formerly Better Chatbot. Navigator is an open-source AI workspace for agents, MCP and workflow automation.

OpenBrowser is a framework for intelligent browser automation. It combines direct CDP communication with a CodeAgent architecture, where the LLM writes Python code executed in a persistent namespace, to navigate, interact with, and extract information from web pages autonomously.

Fantasy Premier League Kotlin/Compose Multiplatform sample

Local-first static analysis that turns source code into deterministic, source-grounded workflow maps for coding agents via MCP.