{"id":"martian-engineering-maniple","name":"maniple","af_score":57.2,"security_score":28.5,"reliability_score":30.0,"what_it_does":"maniple is an MCP server (plus Claude Code slash-command workflow) that orchestrates multiple subordinate Claude Code or OpenAI Codex sessions using local terminal backends (tmux or iTerm2). It can spawn worker sessions, manage them with git worktrees/branches for isolation, send messages, read logs, and monitor lifecycle/events; it also supports an HTTP service mode with streamable HTTP transport.","best_when":"You want an agent-driven coordinator to launch and manage multiple local LLM coding sessions with visible terminal screens and per-worker git isolation.","avoid_when":"You cannot safely use local terminal automation (tmux/iTerm2) or cannot tolerate background sessions/worktrees and log files being created on the host.","last_evaluated":"2026-03-30T15:25:49.630204+00:00","has_mcp":true,"has_api":false,"auth_methods":[],"has_free_tier":false,"known_gotchas":["Operations that spawn workers/branches may be non-idempotent if repeated without checking existing sessions/worktrees.","Correct backend setup is required (tmux or iTerm2, plus iTerm2 Python API enabled).","In HTTP mode, ensure transport configuration is compatible with MCP client expectations (streamable-http).","Using worktrees creates persistent filesystem artifacts (.worktrees) and branches that may affect repo state if not cleaned up."],"error_quality":0.0}