Muggle Works
13 years of Microsoft hyperscale engineering, packaged as a harness for your AI coding agent.
Coding agents are good at producing a diff. They are bad at knowing whether the diff works, whether it broke the login flow, and what still has to happen before a human can merge it. Muggle Works is the harness around the agent that answers those questions: it freezes requirements, delegates the design and build, runs the unit suite, drives a real browser through the affected user flows, opens the pull request with screenshots attached, and then keeps watching that PR — picking up review comments, red CI, and a stale base branch until the change is genuinely mergeable.
Works in Claude Code, Cursor, Codex, Windsurf, and any MCP client. Powered by Muggle Test.
Highlights
- One request, one pull request.
/mdo "add a logout button"runs requirements → design → build → impact analysis → unit tests → browser acceptance → PR. You answer one questionnaire up front, then walk away. - A real browser under a real identity. Not a headless stub. Every managed login profile owns a live inbox, so magic links, emailed OTPs, email 2FA, verification mail, and password resets are all testable — no mail catcher, no test-only backdoor, no
SKIP_AUTHflag. - GitHub and GitLab as peers. Pull requests and merge requests, review threads and discussions, Actions and pipelines, signed commits on both. Self-hosted GitLab included — the provider is detected from the remote, not hardcoded.
- The loop keeps running after you close the laptop. A watcher polls the PR and re-enters the cycle when a reviewer comments, CI goes red, or the branch falls behind its base. Feedback becomes commits without you relaying it.
- A gate, not a vibe. No PR is opened until requirements are written, the build typechecks and lints, new logic carries unit tests, the suite passes, and a browser verdict is recorded — or a waiver reason is written down. Silence is not a waiver.
- Plain English in, replayable scripts out. Describe a flow in a sentence; get a script that persists across sessions and re-runs as a regression test after every change.
- 100+ MCP tools if you'd rather assemble your own pipeline than use the packaged one.
Built for two kinds of people
If you write code for a living, this is the discipline you'd apply yourself if you had the patience to apply it every time: frozen requirements, a Definition of Done that blocks the PR, evidence attached to the review, and a follow-up loop that doesn't forget.
If you vibe-code, this is the part you can't easily judge by reading the diff. You don't have to know Playwright, or what a fixture is, or why the checkout page broke on mobile. Describe the feature; the harness builds it, clicks through it like a user, shows you the screenshots, and tells you what failed in English.
The cycle
| # | Stage | What it does | Evidence it leaves |
|---|---|---|---|
| 1 | Pre-flight | Detects repo, branch, dev server, project, credentials; asks everything it can't detect in one turn | state.md |
| 2 | Requirements | Freezes goal and acceptance criteria before a line is written | requirements.md |
| 3 | Build | Delegates real design surface to a design → plan → subagent build, then commits (signed) | Conventional commits |
| 4 | Impact analysis | Maps the diff to the user flows it can break | Affected-flow list |
| 5 | Unit tests | Runs the suite authored in stage 3 | Exit code |
| 6 | Acceptance | Drives a real browser through the affected flows | Verdict + runId + per-step screenshots |
| 7 | Pull request | Opens the PR/MR with the evidence block in the body | PR URL |
| 7.5 | Repair | Investigates and fixes acceptance failures, up to 3 iterations | Repair log |
| 8 | Watcher | Polls reviews, CI, and base-branch drift; re-enters the cycle on each | followup.log |
Stage 7 refuses to run until the Definition of Done holds. Stage 8 is dispatched only once stage 7.5 clears — a cycle with unrepaired failures never reaches a watcher.
Quick start
1. Install
Claude Code — full plugin: skills, MCP tools, and the browser runner.
/plugin marketplace add https://github.com/multiplex-ai/muggle-ai-works
/plugin install muggleai@muggle-works
Cursor — npm install -g @muggleai/works. The postinstall writes ~/.cursor/mcp.json and syncs the muggle-* skills into ~/.cursor/skills/. Restart Cursor.
Codex — full plugin: skills, MCP tools, and the guardrail hooks.
codex plugin marketplace add multiplex-ai/muggle-ai-works
codex plugin add muggle@muggle-works
Restart Codex and trust the plugin's hooks when it asks (or later, in /hooks). Skills are invoked as $muggle:<skill> — $muggle:muggle-do, $muggle:muggle-test — or picked from /skills. See Codex for what differs.
Windsurf, any other MCP client — install the package as above, then register the server:
{
"mcpServers": {
"muggle": {
"command": "muggle",
"args": ["serve"],
"env": {
"MUGGLE_MCP_PROMPT_SERVICE_TARGET": "production"
}
}
}
}
2. Set up
muggle init
Explains how the harness works, saves your preferences, and offers to install the pull-request walkthrough check. Then confirm the install is healthy:
/mstatus # Claude Code
$muggle:muggle-status # Codex
muggle doctor # anywhere — also checks the Codex plugin or MCP entry
Broken? /mrepair, or muggle setup --force.
3. Build something
/mdo "Add a logout button to the header"
PRE-FLIGHT → repo: frontend · branch: users/me/logout-button · target: localhost:3000
REQUIREMENTS → Goal: logout button in header. AC: visible, ends session, redirects to /login.
BUILD → src/components/Header.tsx, src/hooks/useLogout.ts (+ unit tests)
IMPACT → affects "User Login" and "Session" flows
UNIT TESTS → 12/12 pass
ACCEPTANCE → 3/3 test cases pass · runId a1b2c3 · 14 screenshots
PULL REQUEST → #42 opened, walkthrough posted
WATCHER → armed on #42
Authentication starts on the first protected call: a browser opens with a verification code, you sign in, and the call continues. Credentials persist in ~/.muggle-ai/.
Commands
Every skill has a short alias. Both spellings work in Claude Code. In Codex, mention the skill with $: $muggle:muggle-do, or the alias $muggle:mdo.
| Command | Alias | What it does |
|---|---|---|
/muggle:muggle |
/m |
Command router and menu |
/muggle:muggle-do |
/mdo |
The full cycle: request → pull request |
/muggle:muggle-test |
/mtest |
Change-driven acceptance testing on your diff, PR, or branch |
/muggle:muggle-test-feature-local |
/mtestlocal |
Test one named flow against localhost |
/muggle:muggle-test-prepare |
/mtestprep |
Verify and start the dev servers a run needs |
/muggle:muggle-test-import |
/mimport |
Import Playwright, Cypress, Gherkin, or PRDs |
/muggle:muggle-test-regenerate-missing |
/mregen |
Bulk-regenerate scripts for cases that have none |
/muggle:muggle-browser-task |
/mbt |
Perform a real action on a website from plain English |
/muggle:muggle-pr-visual-walkthrough |
/mpr |
Post screenshots and a pass/fail summary to a PR |
/muggle:muggle-pr-followup |
/mprfollowup |
Watch a PR's reviews, CI, and base drift |
/muggle:muggle-feedback |
/mfeedback |
Flag a generated script or step as wrong |
/muggle:muggle-preferences |
/mprefs |
View, set, or reset preferences |
/muggle:muggle-status |
/mstatus |
Health check: runner, MCP server, auth |
/muggle:muggle-repair |
/mrepair |
Diagnose and fix a broken install |
/muggle:muggle-upgrade |
/mupgrade |
Update to the latest version |
GitHub and GitLab
The harness resolves one provider token — github or gitlab — from the URL you passed or the origin remote, then picks the matching recipe set. GitHub goes through gh, GitLab through glab. Self-hosted GitLab resolves by matching the remote host against glab's configured host, so git.acme.com works without configuration.
| Capability | GitHub | GitLab |
|---|---|---|
| Open and update the change | Pull request | Merge request |
| Read review feedback | Review threads + line comments | Discussions + notes |
| Reply per comment, resolve threads | Yes | Yes |
| Read CI status and re-enter on red | Actions | Pipelines |
| Rebase onto a drifted base | Yes | Yes |
| Signed commits | Yes | Yes |
Nested GitLab namespaces of any depth are handled — the project path is everything before the /-/ segment, never assumed to be two levels.
The pull-request walkthrough check
When a PR is opened from a session running this plugin, Muggle reserves a comment for the acceptance walkthrough and holds the turn open until it's settled — by the walkthrough, or by a stated reason acceptance testing doesn't apply. A PR that changes only docs, tests, lint/format config, or CI config needs neither: its comment opens already settled as skipped.
A PR opened any other way — the web UI, a teammate without the plugin — never passes through that session, so the same check also runs in GitHub Actions. It fails while the comment is still empty, and whenever the walkthrough reports a failed or inconclusive test case; the check's summary names each one with its failing step and a link to the run. While a new E2E run is underway on the PR, the check stays in progress until that run's walkthrough replaces the previous one. When the Muggle PR watcher sees it red, it repairs the cases, re-runs the whole suite, and re-settles the comment.
The autoInstallCiWorkflow preference, chosen during muggle init, decides whether Muggle adds the workflow itself: always installs it in the repository muggle init runs in and in any repository /muggle-do opens a PR from, ask (the default) asks first, never leaves CI alone. To add it to a repository by hand:
muggle ci-install
That writes .github/workflows/muggle-walkthrough.yml. Run again later, it replaces a copy an earlier release wrote with the current one, and leaves a copy you edited alone unless you pass --force; muggle init and /muggle-do do the same refresh on their own unless autoInstallCiWorkflow is never. To add it by hand instead:
name: muggle-walkthrough
on:
pull_request:
types: [opened, synchronize, reopened, ready_for_review]
issue_comment:
types: [created, edited]
permissions:
contents: read
checks: write
pull-requests: write
concurrency:
group: muggle-walkthrough-${{ github.event.pull_request.number || github.event.issue.number }}
cancel-in-progress: false
jobs:
walkthrough-comment:
if: github.event_name == 'pull_request' || github.event.issue.pull_request
runs-on: ubuntu-latest
steps:
- name: Check the walkthrough comment
env:
GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
run: npx -y -p @muggleai/works muggle pr-walkthrough-check --check-run
Four things worth knowing:
- The verdict is published as a check run against the pull request's head commit, not as this job's own status. An
issue_commentrun executes against the default branch, and only a head-commit check reaches the pull request from there — which is what lets settling the comment turn the check green without a new push. - GitHub reads the
issue_commenttrigger from the default branch's copy of the workflow, so comment-driven re-runs start working only once it is merged. - Runs for one pull request queue rather than cancel. Settling the comment starts a run while the one checking the push may still be going, and cancelling that run would leave a cancelled job on the pull request — red beside a green check. An installed copy that still says
cancel-in-progress: trueshows exactly that;muggle ci-installupdates it. - On a pull request from a fork,
GITHUB_TOKENis read-only and the check run cannot be published. The command fails open and reports nothing rather than blocking the pull request.
Architecture
Test management lives in the cloud; execution is local and stateless. muggle-remote-* tools own projects, use cases, test cases, and scripts. muggle-local-* tools receive what they need and run the browser — so a local run never waits on cloud replay capacity.
Entity model
Project ("My App")
└── Use Case ("User Login Flow")
└── Test Case ("Login with valid credentials")
└── Test Script (recorded browser steps)
└── Run Result (pass/fail + screenshots)
Execution flow
Your agent describes what to test
│
▼
muggle-remote-* create or find the test cases
│
▼
muggle-local-execute-test-generation launches the browser runner
│
▼
An agent drives the browser step by step (click, type, navigate, assert)
│
▼
Per-step screenshots → action-script.json recorded
│
▼
Results at ~/.muggle-ai/sessions/{runId}/ — published during the run,
so the result carries a viewUrl straight to the dashboard
Data directory
~/.muggle-ai/
├── oauth-session.json # OAuth tokens (short-lived, auto-refresh)
├── api-key.json # Long-lived key for service calls
├── projects/ # Local project cache
├── sessions/ # Run sessions — read one with `muggle run-view [runId]`
│ └── {runId}/
│ ├── action-script.json # Recorded browser steps
│ ├── results.md # Step-by-step report
│ └── electron-runtime/screenshot/ # Per-step images
├── muggle-do/sessions/ # Cycle state, iterations, PR watchers
└── electron-app/{version}/
MCP tool reference
108 tools across authentication, projects, use cases, test cases, scripts, workflows, local execution, reporting, secrets, billing, and administration. Call them directly from any MCP client to build your own pipeline.
Authentication — muggle-remote-auth-status, -login, -poll, -logout, plus -api-key-create, -list, -get, -revoke.
Projects — muggle-remote-project-create, -list, -get, -update, -delete, plus per-project rollups: -test-results-summary-get, -test-runs-summary-get, -test-scripts-summary-get.
| Use cases | Purpose |
|---|---|
muggle-remote-use-case-list / -get |
Read use cases |
muggle-remote-use-case-create |
Persist a fully-specified use case (no LLM) |
muggle-remote-use-case-create-from-prompts |
Create from natural language |
muggle-remote-use-case-prompt-preview |
Preview before creating |
muggle-remote-use-case-update-from-prompt |
Regenerate from a new prompt |
muggle-remote-use-case-candidates-approve |
Approve discovered candidates |
muggle-remote-use-case-bulk-preview-submit |
Async batch preview (~50% cheaper) |
muggle-remote-use-case-delete |
Delete (cascades to test cases + scripts) |
| Test cases | Purpose |
|---|---|
muggle-remote-test-case-list / -list-by-use-case / -get |
Read test cases |
muggle-remote-test-case-create / -update / -delete |
Manage test cases |
muggle-remote-test-case-generate-from-prompt |
Generate from a prompt |
muggle-remote-test-case-ancestors-get |
Walk prerequisite chains |
muggle-remote-run-settings-list |
A test case's runSettings records in one lane |
muggle-remote-fan-out-plan |
A lane's records in start order, and whether the rest wait on the primary |
muggle-remote-test-case-bulk-preview-submit |
Async batch preview (~50% cheaper) |
muggle-remote-test-plan-graph-rebuild |
Rebuild the prerequisite graph |
Bulk-preview submissions return a jobId immediately. Poll muggle-remote-bulk-preview-job-get until terminal, then persist with the matching -create tool. -list and -cancel round out the set.
| Scripts and workflows | Purpose |
|---|---|
muggle-remote-test-script-list / -get / -delete |
Manage test scripts |
muggle-remote-action-script-get / -delete |
Manage recorded action scripts |
muggle-remote-workflow-start-website-scan |
Scan a site for use cases |
muggle-remote-workflow-start-test-case-detection |
Generate test cases |
muggle-remote-workflow-start-test-script-generation |
Generate a script |
muggle-remote-workflow-start-test-script-generation-bulk |
Generate in bulk |
muggle-remote-workflow-start-test-script-replay |
Replay one script |
muggle-remote-workflow-start-test-script-replay-bulk |
Batch replay |
muggle-remote-workflow-cancel-run / -cancel-runtime |
Cancel in flight |
muggle-remote-wf-get-* |
Poll the latest run of each workflow type |
| Local execution | Purpose |
|---|---|
muggle-local-check-status |
Browser runner status |
muggle-local-execute-test-generation |
Generate a script by driving the browser |
muggle-local-execute-replay |
Replay an existing script |
muggle-local-cancel-execution |
Cancel the active run |
muggle-local-run-result-list / -get |
Results, screenshots, and cloud refs (viewUrl) |
muggle-local-run-steps-get |
A run's ordered steps beside the frame each produced |
muggle-local-test-script-list / -get |
Read locally cached scripts |
muggle-local-last-host-* / -last-project-* |
Remember the host and project between runs |
muggle-local-preferences-set |
Set harness preferences |
muggle-remote-local-run-upload |
Publish a local run to the cloud |
Reporting — muggle-remote-report-stats-summary-get, -cost-query, -final-generate (PDF/HTML/Markdown), -preferences-upsert.
Administration — muggle-remote-prd-file-* (upload and process requirements docs), muggle-remote-secret-* (credentials for test environments), muggle-remote-wallet-* (credits, payment methods, auto-topup), muggle-remote-recommend-cicd-setup / -recommend-schedule, muggle-remote-user-feedback-*.
CLI reference
# Server
muggle serve # Start the MCP server with all tools
muggle serve --e2e # Cloud tools only (muggle-remote-*)
muggle serve --local # Local tools only (muggle-local-*)
# Setup and diagnostics
muggle init # Guided setup; saves preferences, offers the CI check
muggle llm-source [--show] # Who supplies the model for local runs: Muggle AI credit, your Anthropic key, a local model, or your Claude Code
muggle setup [--force] # Download or update the browser runner
muggle upgrade [--check] # Install the latest runner version
muggle versions # List installed runner versions
muggle cleanup [--dry-run] # Remove old versions and obsolete skills
muggle doctor # Diagnose installation problems
# Inspecting runs
muggle run-view [runId] # A run's steps beside the frames they produced (newest run by default)
muggle run-view --html # Render those frames as a self-contained page
muggle run-view --open # Render it and open it in the browser
muggle checkout-freshness # Fetch the base and check this checkout is built on its latest commit
# Authentication
muggle login [--key-expiry 90d]
muggle logout
muggle status
# Pull requests
muggle ci-install [--force] # Add or update the walkthrough check in GitHub Actions
muggle pr-walkthrough-check # Verify a PR's walkthrough comment is settled
muggle build-pr-section # Render a PR evidence block from a report on stdin
muggle --version
muggle --help
Configuration
Environment targeting. Set MUGGLE_MCP_PROMPT_SERVICE_TARGET (production or dev) in the MCP server's env block — in Codex, export it in your shell; the plugin forwards it. Mismatching it against the account you log in with is the usual cause of unauthorized_client.
Multi-repo cycles. Drop a muggle-repos.json in your working directory so a single request can span services:
[
{ "name": "frontend", "path": "/absolute/path/to/frontend", "testCommand": "pnpm test" },
{ "name": "backend", "path": "/absolute/path/to/backend", "testCommand": "pnpm test" }
]
Preferences. /mprefs (or muggle init) controls the gates — whether to use a worktree, rebase onto the base branch, run acceptance tests every cycle, open the PR automatically, and arm the watcher. Each gate takes always, ask, or never.
When installed as a Claude Code plugin, MCP configuration ships with the plugin (plugin/.mcp.json; Codex reads plugin/.codex-mcp.json) — there is nothing to copy by hand.
Client support
| Client | MCP tools | Skills | Guardrail hooks |
|---|---|---|---|
| Claude Code | Yes | Yes — slash commands | Yes |
| Codex | Yes | Yes — $muggle:<skill> |
Yes, once trusted |
| Cursor | Yes, auto-configured | Synced to ~/.cursor/skills/ |
Advisory |
| Windsurf, others | Yes, via MCP config | No | No |
Slash commands are plugin-managed; update them with /plugin update muggleai@muggle-works (Claude Code) or codex plugin marketplace upgrade muggle-works (Codex).
Codex
The Codex plugin ships the same skills, MCP server, and hooks as the Claude Code one, with what Codex needs written in rather than left to defaults:
Long local runs. Codex cancels an MCP call after 60 seconds unless told otherwise, and a local browser run takes minutes. The plugin's server allows 30 minutes per call and two minutes to start.
Your environment. Codex starts MCP servers with only
HOME,PATHand the locale. The plugin forwards what the server reads —MUGGLE_MCP_PROMPT_SERVICE_TARGET, theAUTH0_*and service-URL overrides,HTTPS_PROXY/NO_PROXY, and on Linux the display variables the browser runner needs.Claude Code tools in the skills. Codex has no
AskUserQuestion,Skilltool, or background monitor. Each skill points at_shared/host-tool-equivalents.md, which maps them to Codex, and the session-start hook names it too.PR watching. Codex cannot wake a session when a reviewer comments, so
$muggle:muggle-pr-followuphandles what is outstanding each time you run it rather than watching in the background.Sandbox. Codex's default sandbox blocks the network and writes outside the workspace, so
gh/glaband state under~/.muggle-ai/ask for approval. To stop the prompts, allow both in~/.codex/config.toml:[sandbox_workspace_write] network_access = true writable_roots = ["/absolute/path/to/home/.muggle-ai"]Headless runs.
codex execcannot ask you anything. It refuses every muggle MCP call ("requires approval, but approval policy is never"), and it runs only hooks you have already trusted. Trust the hooks once in the TUI (/hooks), and approve the muggle tools in~/.codex/config.toml:[plugins."muggle@muggle-works".mcp_servers.muggle] default_tools_approval_mode = "approve"--dangerously-bypass-hook-trustskips the trust step for one run. It is meant for automation that already vets hook sources.
Registering only the MCP server, without the plugin? Keep the timeout, or local runs are cut off at a minute:
[mcp_servers.muggle]
command = "muggle"
args = ["serve"]
tool_timeout_sec = 1800
startup_timeout_sec = 120
env_vars = ["MUGGLE_MCP_PROMPT_SERVICE_TARGET"]
muggle doctor checks whichever of the two you set up.
Troubleshooting
unauthorized_client during login — the MCP server is pointed at one environment and you're authenticating against another. Fix MUGGLE_MCP_PROMPT_SERVICE_TARGET and restart the client.
Browser runner not found
muggle setup --force
muggle doctor
Authentication keeps expiring
muggle logout
rm ~/.muggle-ai/oauth-session.json ~/.muggle-ai/api-key.json
muggle login
The ecosystem
| Package | Purpose | Install |
|---|---|---|
| Muggle Works (this repo) | Delivery-cycle harness, MCP server, acceptance testing | /plugin install muggleai@muggle-works · codex plugin add muggle@muggle-works |
| muggle-ai-teams | Agent orchestration, workflow steps, rules | npm install @muggleai/teams |
With both installed, muggle-ai-teams folds acceptance testing into each workflow step: test instructions written per slice at Plan, per-slice browser tests at Build, a full regression sweep at Verify, and results published and linked in the PR at Ship. Frontend slices get browser tests; backend-only slices are covered by unit tests, with the skip reasoned in writing.
Want it hosted, with nothing to configure? Muggle Test.
Contributing
pnpm install # This repo is pnpm-only
pnpm run build # tsup + plugin artifact
pnpm test # Tests impacted since origin/master, on 25% of cores (full suite in CI; MUGGLE_VITEST_FULL=1 forces it locally)
pnpm run lint # Lint (auto-fix)
pnpm run typecheck # Type check
pnpm run dev # Watch mode
Verification gates, all run in CI:
pnpm run verify:plugin # Plugin and marketplace metadata agree
pnpm run verify:contracts # CLI/MCP/plugin/skill surface contracts hold
pnpm run verify:skill-deps # Skill dependencies stay one-way
pnpm run verify:signatures # Shipped artifacts are signed
pnpm run verify:upgrade-experience # Existing-user upgrade still works
pnpm run verify:electron-release-checksums
Codex has its own layers, from static contracts up to model-driven evals. See docs/compatibility-strategy.md:
CODEX_BIN=$(command -v codex) pnpm run test:codex # The plugin under the real Codex CLI, against a scripted model
Repository layout
muggle-ai-works/
├── plugin/ # Claude Code, Codex and Cursor plugin — source of truth
│ ├── skills/ # Skill definitions (muggle-do, muggle-test, _shared/vcs, …)
│ ├── hooks/ # Session hooks (codex-hooks.json is generated from hooks.json)
│ ├── .mcp.json # MCP server config
│ ├── .codex-mcp.json # The same server, with Codex's timeouts and env passthrough
│ └── .codex-plugin/ # Codex manifest
├── src/
│ ├── cli/ # CLI entrypoint
│ └── server/ # MCP server — tool registration, stdio transport
├── packages/
│ ├── mcps/ # Tool registries, schemas, services
│ ├── commands/ # CLI command contracts
│ └── workflows/ # Workflow contracts
├── scripts/ # Build, verification, postinstall
├── config/compatibility/ # Surface contract baselines
├── internal/ # Maintainer-only skills (not published)
├── .claude-plugin/ # Marketplace catalog (Claude Code)
└── .agents/plugins/ # Marketplace catalog (Codex)
Releases
| Workflow | Trigger | What it does |
|---|---|---|
ci.yml |
Push/PR to master |
Lint, test, build, contract verification across platforms |
verify-end-user-upgrade.yml |
Weekly + manual | Existing-user upgrade validation |
publish-works-to-npm.yml |
Tag v* or manual |
Verify, audit, smoke-install, publish |
Two independent tag tracks: vX.Y.Z publishes @muggleai/works to npm; electron-app-vX.Y.Z publishes browser-runner binaries consumed by muggle setup and muggle upgrade.
Maintainers cut releases with the repo-local /mrelease skill rather than tagging by hand — CI can otherwise publish a version that disagrees with the checked-in manifests.
Agents pick tools by reading descriptions, so that text is tuned deliberately rather than written once. internal/skills/optimize-descriptions/SKILL.md documents the five layers of agent-facing text, where each lives, and how to build and run trigger eval sets against them. It is maintainer-only and ships in neither the npm package nor the plugin.
License
MIT. Use it, fork it, make it yours.
If it saves you a bad merge, a star helps others find it.