
Conductor
io.github.jarmstrong158Published by GitHub account jarmstrong158v4.0.0Updated Oct 24, 2026
Local task scheduler and worker manager with MCP integration for Claude Desktop.
Overview
Conductor lets an assistant create and manage scheduled local scripts, task chains, groups and email reports on a Windows machine through 21 MCP tools.
- What you can do
- Create, update, pause, run now and delete scheduled workers that run Python, batch or shell scripts
- Build multi-step chains with parallel stages, stop-on-failure, and manage worker groups and saved profiles
- Configure schedules as fixed times, intervals or cron expressions, and generate workers from built-in templates
- Read run history, status and logs, and diagnose failures from error output
- Configure Gmail email settings and send per-worker or per-chain notifications and report attachments
- Export and import all workers, chains and groups as JSON, and check auto-start and update status
- When to use it
- Useful when you want an assistant to set up and supervise recurring local automation on a Windows desktop, such as nightly scripts, backup and cleanup pipelines, folder watchers, uptime checks or emailed reports, and to inspect why a scheduled run failed.
- Requirements
- Runs as a local process on the user's machine (Windows installer or from source with Python 3.10+); Python 3 is needed for .py workers, and CONDUCTOR_PYTHON can pin an interpreter. Gmail sending needs GMAIL_USER and GMAIL_APP_PASSWORD (a Gmail App Password with 2-Step Verification enabled). The optional AI error analysis needs an Anthropic API key. A local dashboard runs on 127.0.0.1:5000.
Installation
In SourceWeft
- Open Conductor in the dashboard and add it to a workspace.
- Enable the server for the chats that should use its tools.
Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.
Other MCP clients
Follow the launch instructions in the repository.
README
Conductor
Claude's hands for local automation — with a web dashboard for the humans who watch it.
Conductor gives Claude direct, persistent control of a local task runner. Tell Claude what you want automated; it creates the scheduled workers, builds multi-step pipelines, wires up email reports, fires test runs, and reads back the logs when something fails — all through conversation. A web dashboard at 127.0.0.1:5000 runs alongside it for humans who want to peek at status, click pause, or hand-edit a worker.
Originally built to automate warehouse reporting workflows (the daily ShipExec metrics pull) and now general-purpose: any Python / batch / shell script, any schedule, any chain.
The MCP server lives in this repo (
server.py) — the thin layer that exposes Conductor's REST API as Claude tools. It's bundled and auto-registered on install, so most users won't need to touch it directly. The separate conductor-mcp repo is deprecated — it holds an older copy without the auto-launch race protection.
Claude Integration
Conductor registers itself as an MCP server in Claude Desktop on first launch. After restarting Claude Desktop once, Claude has 21 tools for full control:
Example conversation:
You: Run my metrics script every night at 8:30 PM and email me the report
Claude: I'll set that up using the Run + Email template. (creates the worker, configures the schedule, wires up Gmail, fires it to test) Done — worker "Daily Metrics Report" is live. Check your email for the test run.
You: That uptime check keeps failing. What's going on?
Claude: (pulls the last 10 runs, reads the error logs) The site returned a 503 three times in the last hour. The SSL certificate expired yesterday. Here's the full error from the last run...
You: Chain my backup script and cleanup script together. Run backup first, then cleanup after it finishes. Every day at 2 AM.
Claude: *(creates a chain with stage 0 = backup, stage 1 = cleanup, cron schedule "0 2 * * ") Chain "Nightly Maintenance" created with 2 steps. Backup runs first, cleanup runs after it succeeds.
How it works:
- Install Conductor (Windows installer or from source)
- Conductor writes its MCP entry to Claude Desktop's config on first launch
- Restart Claude Desktop once
- Claude now controls Conductor through natural language — create workers, build chains, fire tasks, check logs, send emails
Features
- Claude-Controlled — 21 MCP tools let Claude create workers, chains, groups, templates, and more. Non-technical users can automate anything through conversation.
- Flexible Scheduling — Fixed times (
09:00, 14:30), intervals (2h 30m), or cron expressions (0 9 * * 1-5with plain-English preview). - Task Support — Python (
.py), batch (.bat,.cmd), and shell (.sh) scripts. Selenium and GUI scripts run in a visible terminal window vianew_console. - Built-in Email — configure Gmail once, then any template or worker can send emails. Run + Email template for automated reports. Folder Watcher emails files on arrival. Uptime Check sends DOWN alerts. Worker notifications on success/failure.
- Task Chains — multi-step pipelines with parallel execution. Same stage number = run in parallel. Stop-on-failure toggle.
- Worker Groups — collapsible named groups for organization. Bulk pause/delete per group.
- Run History — per-worker/chain history with status, duration, and error details. Colored dots show last run status at a glance.
- Built-in Templates — Folder Backup, File Cleanup, Folder Watcher, Uptime Check, Open URL, Run + Email. Generated scripts are stdlib-only and self-contained.
- Per-worker Environment Variables — inject
KEY=VALUEpairs into subprocess environments. - Worker Timeout — kill and log workers that run over a set number of minutes.
- Email Notifications — per-worker/chain email alerts: Always, On Failure, or On Success.
- Import / Export — portable JSON snapshot of all workers, chains, and groups.
- Saved Profiles — save and load named worker configurations.
- Auto-start on Login — one-click Registry Run key install. No admin required.
- Auto-update Check — modal dialog when a newer release is available.
- System Tray Icon — right-click for Open Dashboard or Stop.
- AI Error Analysis — send error logs to Claude for diagnosis directly in the dashboard.
- Persistent State — SQLite database. Workers and chains restore on restart.
Add Workers Form
Built-in Templates
Task Chains
Debug Log
Installation (Windows)
Download and run Conductor_Setup.exe from the latest release.
- Requires Python 3 on the machine (see note below) — Conductor runs your
.pyworkers with it - Installs to
%AppData%\Conductor— no admin/UAC required - Adds Start Menu shortcut and optional desktop shortcut
- Optional auto-start at login
- Uninstaller included
Python is required for Python workers. Conductor itself ships as a self-contained executable, but it runs your
.pyscripts with a real interpreter found on your system (thepylauncher,PATH, or the Windows registry). If none is found, workers fail loudly with instructions — they are never reported as successful. SetCONDUCTOR_PYTHONto a full path to pin a specific interpreter..bat/.cmd/.shworkers do not need Python.
Setup from Source
Requirements
- Python 3.10+
The dashboard opens at http://127.0.0.1:5000. Press Ctrl+C to stop.
Building the Installer
Forces a full rebuild:
Output: Output\Conductor_Setup.exe. Requires Inno Setup.
Task File Format
Python (.py)
Scripts run as subprocesses:
Batch / Shell (.bat, .sh, .cmd)
Executed as subprocesses. The worker's output directory (if set) is used as the working directory.
Schedule Formats
Task Chains
Chains run multiple scripts in sequence. Each step has a stage number — steps with the same stage run in parallel, stages execute in order. Stop on failure halts the chain when any step fails.
Templates
All generated scripts use Python stdlib only.
Architecture
AI Error Analysis
The debug log includes an Analyze Errors button. When ERROR entries are present, click it to send them to Claude for diagnosis. Requires an Anthropic API key in .env:
Example — before / after:
Raw error in the debug log:
Claude's diagnosis (one click later):
The script is failing on a
find_elementcall before the page has finished loading — Selenium is racing the DOM. The element#report-tableis rendered after an XHR completes. Two fixes, in order of preference:
- Wrap the lookup in a
WebDriverWait(driver, 10).until(EC.presence_of_element_located((By.ID, "report-table")))so it polls until the element exists.- If you don't want to import the wait helpers, a
time.sleep(2)before the click will work but is brittle. The traceback shows this happened on the first run after a ShipExec UI change yesterday — they may have also renamed the element. Verify the ID is stillreport-tablein DevTools before adding the wait.
Email Setup
Click 📧 Email in the header to configure Gmail credentials. Requires a Gmail App Password (2-Step Verification must be enabled first). Credentials are stored locally in .env and never transmitted except to Gmail's SMTP server.
Once configured, all templates and worker notifications can send email.
API
License
MIT
Source: README.md at commit 7d07800
Tools
0Version history
1- v4.0.0LatestSep 16, 2026
Score
50% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 days25 pts
Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.
- Auth declared10 pts
Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
- License10 pts