ops
One MCP server. Give any AI local files, shells, and persistent sessions.
ops is a STDIO MCP server that gives any AI client a real, local execution layer on Windows: read and write files, run shell commands, manage persistent sessions, track multi-step operations, install whatever environments your AI needs (Python, ffmpeg, Node, you name it) — all running directly on your computer. Wire ops into Claude Desktop, Cowork, Claude Code, Codex CLI, Gemini CLI, LM Studio, or anything else that speaks STDIO MCP, and your AI gets the kind of hands-on local-agent abilities that closed products like Codex ship as their headline feature. Same idea, but you bring your own AI and your own machine.
Version 0.3.1 · Apache 2.0 · GitHub
Part of CPC (Copy Paste Compute) — a multi-agent AI orchestration platform. Companion repos: AI-Hands · manager-universal (manager/dashboard Beta and coming soon) · Voice-Command
🔒 Stays on your computer
ops runs locally. File reads, shell commands, sessions, breadcrumbs, reminders — all of it happens on your machine. ops itself never reaches out to the internet on its own. Your AI may reach out (Claude pings Anthropic, ChatGPT pings OpenAI, etc.), but ops adds zero outbound traffic of its own. If your AI uses ops to download something (e.g. winget install python), that's the AI's call, executed locally through ops's shell tools.
What you can do with it
Once your AI has ops, it can:
- Read and write files on your machine — anywhere you have permission
- Run shell commands in PowerShell or Bash (via Git Bash) with a 4-tier safety blocklist
- Hold persistent shell sessions that remember
cwd, env vars, and state across calls - Install whatever environments it needs —
winget install python,pip install,npm install,cargo install, you name it. If a script needs Python and Python isn't there, your AI can fetch it. - Track multi-step operations with breadcrumbs that survive context compaction
- Set reminders with natural-language time parsing, including Windows Task Scheduler entries
- Manage MCP servers — backup configs, rebuild binaries, validate setup
- Coordinate with other AI sessions via dead-drop messaging and bag-tagging
- Notify you with toast notifications, read/write the clipboard, kill processes, query SQLite databases
68 tools total across file I/O, transforms, shell, sessions, archives, breadcrumbs, reminders, recovery, build/deploy, MCP server management, and cross-AI coordination. Full inventory below.
Works with
ops speaks STDIO MCP, so it plugs into any AI client that does:
- Claude (chat) — Claude Desktop and the web app
- Cowork — Claude's desktop agent
- Claude Code — the CLI coding agent
- Codex CLI — OpenAI / GPT
- Gemini CLI — Google
- LM Studio — for running local models (Llama, Qwen, Mistral, etc.)
- Anything else that calls STDIO MCP servers — the protocol is the only requirement
Install — three paths, in order of effort
1. Easiest: one-click installer (Windows x64)
If you're on Windows x64 and don't want to think about it:
- Download both
install-ops-x64.exeandops-x64.exefrom the latest release. - Drop both files in the same folder.
- Double-click
install-ops-x64.exe(or runinstall-ops-x64.exe --binary ops-x64.exefrom a terminal). - Pick Program Files (admin install) or LocalAppData (no admin needed).
- Restart your AI client.
The installer:
- Backs up
claude_desktop_config.jsonwith a timestamp before touching it - Copies
ops.exeto the location you picked - Adds (or updates) only the
opsentry in your MCP config — touches nothing else - Prints the backup path so you can revert if anything looks wrong
After restarting, toggle the ops connector on in Settings → Connectors and you're done.
2. Have your AI install it for you
If you have Claude Desktop, Cowork, Claude Code, Codex CLI, or Gemini CLI open and your AI has any kind of file-write or shell access, copy this and paste it to your AI:
https://github.com/AIWander/ops— Can you install this MCP server for me. Grab the right binary for my computer (x64 or ARM64) from the latest release, drop it somewhere sensible, wire it into my MCP client's config (back up the existing config first), and tell me when everything's ready and I need to restart.
Your AI will fetch the right binary, edit the config (with a timestamped backup), and tell you when to restart.
If your AI doesn't yet have a way to read/write files or run shell commands, use the one-click installer above — that's the bootstrap path.
3. Programmer / manual
ARM64 Windows (no installer yet — manual is the only path on ARM64):
- Download
ops-aarch64.exefrom the latest release, rename toops.exe. - Drop it somewhere permanent, e.g.
%LOCALAPPDATA%\Ops\ops.exe. - Edit
%APPDATA%\Claude\claude_desktop_config.jsonand add:{ "mcpServers": { "ops": { "command": "C:\\Users\\YourName\\AppData\\Local\\Ops\\ops.exe" } } } - Restart Claude Desktop.
Build from source (any platform with Rust toolchain):
git clone https://github.com/AIWander/ops.git
cd ops
cargo build --release
Binary lands at target/release/ops.exe. Stable Rust toolchain — no nightly required.
Prerequisites
- Windows 10 or 11 (x64 or ARM64)
- A Claude Desktop or other MCP-compatible client
Configuration
Defaults work without configuration. See claude_desktop_config.example.json for a ready-to-paste config block.
Safety: the blocklist
ops's powershell, bash, and session_run tools enforce a 4-tier safety system. All other tools (file I/O, breadcrumbs, reminders, archives, etc.) are unrestricted.
Tier 4 is strictest (always blocked); Tier 1 is allowed by default.
Full pattern list: src/security/blocklist.rs. Tier descriptions: SECURITY.md.
What's New in v0.3.1
- Aligned breadcrumb shape with manager-universal's dual-source reader — frontends can now render breadcrumbs from ops and manager interchangeably.
v0.3.0 highlights
Tool reference
File I/O
Transforms
Sessions
Breadcrumbs
Reminders
Health
Config
Build/Deploy
Archives
Shell
Cross-AI
Recovery
Utility
Misc
Failure modes
ops is a thin layer over real OS operations, so failures map directly to what the OS would tell you:
- Blocked command —
powershell,bash, andsession_runreturn an explicit blocklist-tier error with the matched pattern. Adjust the call or pass the appropriate flag. - Command not found / non-zero exit — tools surface the real exit code and captured stderr. Read the error rather than retrying blindly.
- State directory not writable — usually means
%LOCALAPPDATA%\Ops\is missing or has wrong permissions. Rundoctor.ps1to diagnose. - Long-running process hangs — use
session_*for commands that need interactive state;powershellis best for short one-shots with a hard timeout.
Pairs nicely with the rest of CPC
ops works standalone — one binary, one MCP client, full shell + filesystem + breadcrumbs + reminders. Pair it with these for broader capabilities:
- AI-Hands — browser automation, Windows UI control, vision/OCR
- manager-universal — manager/dashboard Beta and coming soon; current repository is a test surface
- Voice-Command — voice-control any AI that has ops; pairs cleanly because ops gives the AI hands and Voice-Command gives it ears and a voice
Contributing
Issues welcome; PRs considered, but this is primarily maintained as part of the CPC stack. See CONTRIBUTING.md.
License
Apache License 2.0 — see LICENSE. Copyright 2026 Joseph Wander.
Contact
- GitHub: github.com/AIWander
- Email: [email protected]
- Issues: github.com/AIWander/ops/issues