AI Developer Tools

Caveman splits AI coding-agent token optimization into response style and input context middleware, using detection, recoverable compression, and fail-safe fallback for logs, JSON, diffs, and tool output. This article also examines benchmark limits, CCR-sensitive data, telemetry, SSRF, and BSL-1.1 licensing.

Orca is an open-source AI orchestrator that brings CLI agents such as Codex, Claude Code, OpenCode, and Pi into one workspace. With isolated Git worktrees, terminals, browser context, SSH, and diff review, it makes parallel development easier to observe, compare, and merge.

CodeGraph pre-indexes a repository as a local code knowledge graph and exposes it to multiple coding agents through MCP, reducing context exploration and tool-call costs in large projects. This article examines its CLI, MCP, auto-sync, multi-language support, and adoption constraints.