"k6" matching MCP servers:

An in-memory knowledge graph MCP server that gives coding agents structural and semantic recall over codebases by indexing Python source, ADR documents, and project configuration, exposing 7 tools for search, traversal, context retrieval, and natural-language Q&A.

Enables MCP-compatible clients like Codex to delegate tasks to the Antigravity CLI, using ConPTY on Windows to reliably capture responses.

SymbioPulse is an MCP-first context layer for AI coding agents that builds persistent project memory from directory fingerprints, task-to-file synapses, DNA constraints, and reusable skills, exposing it through MCP tools.