MCP setup
How to Add an MCP Server to Claude Code: Step by Step
Use claude mcp add to add an MCP server to Claude Code, then verify it with /mcp. This guide covers HTTP, stdio and Kivgraph setup.
Kivgraph / blog
Practical explanations, benchmarks and implementation notes for AI coding agents, MCP servers and large codebases.
MCP setup
Use claude mcp add to add an MCP server to Claude Code, then verify it with /mcp. This guide covers HTTP, stdio and Kivgraph setup.
MCP setup
Use codex mcp add to connect an MCP server to Codex CLI, then verify it with codex mcp list. Includes stdio, HTTP and Kivgraph setup.
Workspaces
Use a cross-repository code graph to show which repositories consume shared symbols, dependencies and contracts before an AI coding agent changes them.
Change impact
Find a code change's blast radius by tracing callers, dependencies and cross-repository consumers before editing a shared symbol.
AI coding agents
Give AI coding agents better code context with symbol identity, references and bounded dependencies before asking them to edit a codebase safely.
MCP
Choose an MCP server for coding agents by checking its tools, codebase context, language-aware relationships and local data handling.
Code search
Use grep for literal text and semantic code search for callers, dependencies and cross-repository impact when changing code.
Code intelligence
Code intelligence gives AI coding agents a semantic map of symbols, references, dependencies and change impact before they edit a codebase.