RCFlow: Open-source orchestrator for Claude Code, Codex, and OpenCode with multi-session management

RCFlow is an open-source orchestrator for AI coding agents — Claude Code, Codex, and OpenCode. It solves the problem of managing 8-10 parallel coding sessions across tmux windows: sessions fading out of attention, lost confirmations, and forgotten prompts. RCFlow gives you one UI where every session is visible with state.
Key features
- Hierarchical organization: Machines → Projects → Sessions in one sidebar. Status dots indicate running, paused, waiting, or done.
- One client, many workers: A single client connects to backends across all your machines (Linux, macOS, Windows, WSL). Client also runs on Android.
- Tasks tab: Write up the task and description first, then spin up a session from it.
- Prep plan: Draft a plan for a feature before the session that implements it.
- Artifacts tab: RCFlow reads session messages, picks up file paths via regex (configurable — track .md files, .exe files, logs, etc.), and surfaces them in one place.
- Worktrees that actually work: Creates git worktree, auto-detects package manager (npm/yarn/pnpm/bun, pip/poetry/uv/pipenv, cargo, go mod, bundle, dotnet, maven, gradle), runs install, copies .env by default (configurable per project).
- Telemetry & analytics: Real-time charts for token usage, latency, and tool-call metrics with per-session and aggregate drill-down.
- Live config: Change LLM provider, API keys, ports, and other settings at runtime via REST. No restart.
- Orchestrator LLM: A helper layer on top of coding agents (not autopilot), pluggable across Anthropic, AWS Bedrock, or any OpenAI-compatible endpoint.
Installation (Linux/macOS)
curl -fsSL https://rcflow.app/get-worker.sh | sh # backend
curl -fsSL https://rcflow.app/get-client.sh | sh # desktop clientPre-built clients for Linux, macOS, Windows, and Android are on the releases page. Latest version is v0.43.0.
Stack
- Client: Flutter
- Backend: Python 3.12 + FastAPI (managed with
uv) - Database: SQLite (no separate service)
- License: AGPL v3
How it talks to Claude Code
RCFlow uses each agent's API as much as possible. Note: Claude Code's API exposes that a file was edited and which file, but not the diff — RCFlow had to work around that to surface diffs in the UI.
Honest rough edges
- Occasional message loss in a session if the app crashes/restarts mid-session (individual messages, not whole session).
- Pausing/resuming sessions has hidden complexity — sometimes the agent keeps working briefly before stopping.
- Attachments work but are underbaked — currently context-dumped text, not treated as real files agents can read/copy.
Coming next
Propagation-related features are in development (details in the source).
📖 Read the full source: r/ClaudeAI
👀 See Also

Orkestra: Cost-Aware LLM Routing Layer for OpenClaw Reduces API Costs by 60-80%
Orkestra is a modular routing layer that sits in front of LLM calls in OpenClaw, using semantic classification to route prompts to budget, balanced, or premium model tiers. The approach reduced API costs by 60-80% without prompt rewriting or complex rules.

Claude Code Workflow Visual Details Memory Hierarchy and Skills System
A Reddit user shared a visual diagram showing how Claude Code organizes memory through layered CLAUDE.md files and implements reusable skills via SKILL.md files. The workflow loop suggests using Plan mode with auto-accept and frequent commits.

Session Memory Feature Introduced in Claude Code
Claude Code now includes a 'Session Memory' feature, generating and maintaining session summaries in summary.md files. Unlock it with tweakcc for interactive sessions exceeding specific token and tool call thresholds.

Agnost AI Launches: Product Analytics for Chat and Voice Agents
Agnost AI reads production conversations to surface behavioral failures like rageprompting, repeated rephrasing, and hidden feature requests.