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Agent Conductor ⚡

Run Codex CLI and OpenCode CLI simultaneously on the same project — frontend and backend in parallel, zero file conflicts.

One command splits your goal into two independent workstreams, gives each agent its own isolated git worktree, runs both CLIs headlessly at the same time, and merges the work back.

Install

From PyPI (once published):

pip install agent-conductor
agent-conductor "build a todo app: React frontend, FastAPI backend"

From source:

git clone https://github.com/a18-n03/agent-conductor
cd agent-conductor
pip install -e .
cp .env.example .env        # add ZEN_API_KEY (planner) + OMNIROUTE_API_KEY (codex via gateway)

How it works

you: python conductor.py "build a todo app: React frontend, FastAPI backend"
                          |
              [1] LLM PLANNER (splits goal into 2 isolated workstreams)
                          |
        ┌─────────────────┴──────────────────┐
        ▼                                    ▼
  [2] git worktree                    [2] git worktree
      .conductor/codex-…                  .conductor/opencode-…
        ▼                                    ▼
  [3] codex exec …                    [3] opencode run …
      frontend/ (parallel)                backend/ (parallel)
        ▼                                    ▼
        └────────────► [4] MERGE ◄───────────┘
                          |
                  [5] REPORT (commits, timings, conflicts)
  • Isolation: each agent works in its own git worktree + branch → it physically cannot touch the other agent's files
  • Contract: the planner writes a shared interface contract (API endpoints/types) into both prompts so the two halves fit together
  • Headless: uses codex exec -C <dir> -s workspace-write and opencode run --dir <dir>
  • Merge: branches merged back to main automatically; conflicts are aborted and reported

Requirements

  • Python 3.10+
  • Codex CLI (npm i -g @openai/codex)
  • OpenCode CLI (npm i -g opencode-ai)
  • An OpenAI-compatible API key for the planner (default: OpenCode Zen — free)
  • Optional: OmniRoute (npm i -g omniroute) — free gateway so Codex runs without a ChatGPT Plus plan

Model setup (tested working)

Agent spec Routes to Needs
codex your ChatGPT plan via Codex codex login
codex@omniroute/auto OmniRoute gateway → free models omniroute serve + OMNIROUTE_API_KEY in .env
opencode OpenCode default model opencode auth
opencode@opencode/x-preview-f-free ox-alpha (free) nothing
opencode@opencode/glm-5 GLM-5 via OpenCode Zen OpenCode Zen billing

For the OmniRoute path, add this block once to ~/.codex/config.toml:

[model_providers.omniroute]
name = "OmniRoute"
base_url = "http://localhost:20128/v1"
wire_api = "responses"
env_key = "OMNIROUTE_API_KEY"

Usage

pip install -r requirements.txt
cp .env.example .env        # add ZEN_API_KEY (planner) + OMNIROUTE_API_KEY (codex via gateway)

# ox-alpha frontend + ox-alpha backend (two free instances)
python conductor.py "build a joke app: static HTML frontend, FastAPI backend" \
  --agents "opencode@opencode/x-preview-f-free,opencode@opencode/x-preview-f-free"

# Codex (via OmniRoute) frontend + ox-alpha backend
python conductor.py "build a joke app: static HTML frontend, FastAPI backend" \
  --agents "codex@omniroute/auto,opencode@opencode/x-preview-f-free"

# default: your Codex plan + OpenCode default
python conductor.py "build a todo app"

What you get

  CONDUCTOR REPORT
  [OK ] codex      frontend             done (6.2 min)
  [OK ] opencode   backend              done (4.8 min)
  [OK ] merge      conductor/codex-frontend      merged
  [OK ] merge      conductor/opencode-backend    merged

Full agent transcripts land in logs/ — every tool call both agents made.

Architecture

Module Role
src/planner.py LLM splits goal into 2 file-disjoint workstreams with an interface contract
src/worktrees.py git worktree + branch lifecycle, base commit handling
src/runners.py Parallel headless runners (threads), live logs, per-agent timeouts
src/merger.py Branch merging with conflict abort + final report

Notes & limits

  • Two agents is the sweet spot; more agents = more merge risk
  • Agents can't see each other mid-run — that's a feature (isolation), the interface contract in their prompts is what keeps the halves compatible
  • Conflicts are intentionally aborted, never auto-resolved — you decide

Proven result

Real run on this machine (2026-08-25): Codex (via OmniRoute, free models) built the frontend in 4.0 min while OpenCode (ox-alpha, free) built the backend in 0.7 min — in parallel, zero conflicts. Merged app passed a live endpoint test:

{"joke": "What does a cloud wear under its raincoat? Thunderwear."}

Built by Anuj Mhatre · BTech CSE (AI & ML)

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