Mochi MCP server
Commit 3 Nov 2026Memungkinkan AI assistant untuk melakukan browser automation, menjaga persistensi project memory, dan mengirim pesan hint di dalam halaman melalui ekstensi Chrome.
Juga dikenal sebagai DevZonayed/Mochi
- Stars
- 3
- Tools
- 50
- Unduhan, 30 hari
- —
- Versi terbaru
- —
- Commit terakhir
- 3 Nov 2026
- Lisensi
- MIT
Apa itu Mochi MCP?
Mochi adalah MCP server. Memungkinkan AI assistant untuk melakukan browser automation, menjaga persistensi project memory, dan mengirim pesan hint di dalam halaman melalui ekstensi Chrome. Server ini menyediakan 50 tool, seperti browser_session_start, browser_session_end, browser_request_attention.
Ringkasan dibuat dari README proyek
Tentang Mochi MCP server
Mochi memungkinkan developer yang menggunakan AI assistant seperti Claude Code untuk melakukan otomatisasi quality assurance berbasis browser dan menjaga konteks project. Mochi berfungsi sebagai companion browser yang komprehensif yang berjalan di dalam grup tab Chrome khusus untuk memastikan sesi browsing Anda yang sudah ada tetap tidak terganggu. Sistem ini menggunakan Node-based MCP server dan ekstensi Chrome Manifest V3 untuk menjembatani celah antara penalaran AI dan interaksi web secara langsung.
Pengguna dapat melakukan tugas kompleks seperti menjalankan design-QA passes, mengeksekusi automated workflows, dan memverifikasi respons jaringan. Server ini menyertakan sistem memory unik yang menyimpan selector caches dan workflows di direktori lokal .continuum. Hal ini memungkinkan agent untuk memutar ulang (replay) aksi yang berhasil tanpa harus menemukan kembali elemen-elemen tersebut. Jika redesign sebuah website merusak sebuah selector, engine ini menggunakan ARIA roles dan names untuk melakukan self-heal pada automation. Mochi juga menyediakan cara bagi manusia untuk mengirimkan hint dan screenshot di dalam halaman ke AI menggunakan shortcut keyboard tertentu.
Apa yang bisa Anda lakukan dengannya
- 1Automated regression testingAI agent dapat memutar ulang workflow yang tersimpan untuk menguji alur login atau jalur kritis lainnya menggunakan selector yang telah di-cache.
- 2Visual design quality assuranceDeveloper dapat menginstruksikan agent untuk melakukan design-QA pass dan menandai isu spesifik secara langsung pada halaman web.
- 3Interactive human-in-the-loop feedbackPengguna dapat mengirimkan elemen dan screenshot spesifik ke AI assistant dengan menekan shortcut keyboard pada tab mana pun.
Ditulis berdasarkan README proyek. Setiap use case diperiksa terhadap kutipan dari README tersebut.
Tool Mochi MCP 50
Terdeteksi dari READMEbrowser_session_startbrowser_session_endbrowser_request_attentionbrowser_navigatebrowser_open_tabbrowser_list_tabsbrowser_close_tabbrowser_textbrowser_linksbrowser_snapshotbrowser_snapshot_querybrowser_snapshot_node
| browser_session_start | — | |
| browser_session_end | — | |
| browser_request_attention | — | |
| browser_navigate | — | |
| browser_open_tab | — | |
| browser_list_tabs | — | |
| browser_close_tab | — | |
| browser_text | — | |
| browser_links | — | |
| browser_snapshot | — | |
| browser_snapshot_query | — | |
| browser_snapshot_node | — |
Tampilkan semua 50 toolTampilkan lebih sedikit tool
browser_clickbrowser_click_atbrowser_typebrowser_press_keybrowser_scrollbrowser_waitbrowser_screenshotbrowser_window_resizebrowser_emulate_viewportbrowser_clear_emulationbrowser_assertbrowser_audit_interactivesbrowser_act_and_observebrowser_assert_no_errorsbrowser_wait_for_responsebrowser_page_assetsbrowser_set_storagebrowser_upload_stagebrowser_upload_filebrowser_playbook_listbrowser_playbook_getbrowser_playbook_savebrowser_playbook_deletebrowser_playbook_matchbrowser_playbook_runbrowser_playbook_propose_updatebrowser_playbook_secret_checkbrowser_playbook_seed_from_codebasebrowser_playbook_diff_acceptbrowser_playbook_exportbrowser_playbook_importbrowser_playbook_dashboardbrowser_recall_selectorbrowser_forget_selectorbrowser_list_selectorsbrowser_workflow_savebrowser_workflow_runbrowser_run_history
| browser_click | — | |
| browser_click_at | — | |
| browser_type | — | |
| browser_press_key | — | |
| browser_scroll | — | |
| browser_wait | — | |
| browser_screenshot | — | |
| browser_window_resize | — | |
| browser_emulate_viewport | — | |
| browser_clear_emulation | — | |
| browser_assert | — | |
| browser_audit_interactives | — | |
| browser_act_and_observe | — | |
| browser_assert_no_errors | — | |
| browser_wait_for_response | — | |
| browser_page_assets | — | |
| browser_set_storage | — | |
| browser_upload_stage | — | |
| browser_upload_file | — | |
| browser_playbook_list | — | |
| browser_playbook_get | — | |
| browser_playbook_save | — | |
| browser_playbook_delete | — | |
| browser_playbook_match | — | |
| browser_playbook_run | — | |
| browser_playbook_propose_update | — | |
| browser_playbook_secret_check | — | |
| browser_playbook_seed_from_codebase | — | |
| browser_playbook_diff_accept | — | |
| browser_playbook_export | — | |
| browser_playbook_import | — | |
| browser_playbook_dashboard | — | |
| browser_recall_selector | — | |
| browser_forget_selector | — | |
| browser_list_selectors | — | |
| browser_workflow_save | — | |
| browser_workflow_run | — | |
| browser_run_history | — |
Pengecekan otomatis
Berjalan 14 Nov 2026Laporan lengkap →Belum diverifikasi. Sebuah server memerlukan skor 80, tidak ada temuan serius, dan data yang cukup untuk kami periksa. Cara kerja checks
- Source repository terhubung dan dapat dijangkaudevzonayed/mochi is public and reachablegithub.com/devzonayed/mochi ↗Lolos
- Paket menyebut repo ini sebagai sumbernyaTidak diperiksa
- Provenance build (atestasi Sigstore)Tidak diperiksa
- Lisensi open source (OSI)MITspdx.org/licenses/MIT.html ↗Lolos
- Ada commit atau release dalam satu tahun terakhirLast commit or release 2026-11-03github.com/devzonayed/mochi ↗Lolos
- OpenSSF ScorecardTidak diperiksa
- Nama package tidak mirip dengan package populerTidak diperiksa
- Tidak ada advisory kritis di paket maupun dependensinyaTidak diperiksa
- Tidak ada instruksi tersembunyi untuk model50 tool descriptions and the README read; no override phrases, credential paths or hidden charactersLolos
- Tools yang bersifat destruktif telah diberi labelNo tool named like delete, drop or execLolos
- Endpoint remote menjawab handshake MCPTidak diperiksa
README
Lihat di GitHubMochi
Browser companion for AI assistants. Browser automation MCP + persistent project memory + in-page hint messaging, all in one Claude Code plugin.
A QA-tester MCP for AI assistants — with memory.
Each AI session runs inside its own Chrome tab group (your other tabs are untouched). What's new: every successful action is auto-traced, and the agent can save the trace as a named workflow scoped to a domain. Next time you ask "test the login flow on staging", the agent replays the saved workflow with cached selectors — no re-discovery, no re-screenshotting. If a selector breaks (refactor, A/B test, redesign), the engine self-heals by ARIA role + name and updates the cache.
selector cache + workflow store
(file-based, <project>/.continuum/)
▲
AI client (Claude Code / Codex / Cursor)
│ stdio (MCP) ▲
▼ │
server/ ──── auto-launches Chrome ─┴─▶ Chrome
│ WebSocket │
▼ ▼
extension/ background.js ◀────────────── manifest V3 extension
│
▼
session = { tab group, primary tab, tab set, CDP }
Layout
| Directory | What it is |
|---|---|
server/ |
Node MCP server. WS server (port 9009) + file-based memory + workflow replay engine. |
extension/ |
Chrome MV3 extension. Owns the tab group, CDP attachments, and DOM helpers. |
mcp/ |
Reference clone of upstream Browser MCP (not used; archival). |
Memory (selector cache, workflows, runs) lives in <project>/.continuum/
alongside the Continuum chain data — pure files, no database. Override with
SUPER_TESTER_DATA_DIR.
Install (one plugin, one extension, done)
Mochi is a Claude Code plugin bundling browser automation, context-chain
memory, and popup hint messaging. The server is pre-bundled into a single
file (server/dist/server.bundle.mjs) by GitHub Actions on every push to
the default branch — so installing means cloning the repo. No npm install,
no native binaries, no setup script.
Install from GitHub (recommended)
# Inside any Claude Code session:
/plugin marketplace add DevZonayed/Mochi
/plugin install mochi@mochi
That's it for the plugin. Then load the Chrome extension once:
chrome://extensions → Developer mode → Load unpacked → select
~/.claude/plugins/cache/mochi/mochi/0.6.0/extension
Restart Claude Code. Press ⌘⇧M (macOS) or Ctrl+Shift+M (other) on any tab to send a hint with picked elements + screenshot.
Install from a local checkout (if hacking on the plugin itself)
/plugin marketplace add /absolute/path/to/your/Mochi/checkout
/plugin install mochi@mochi
If you change source files, rebuild the bundle before reloading:
cd /path/to/Mochi/server && npm install && npm run build
Then /reload-plugins inside Claude (or /plugin uninstall mochi && /plugin install mochi@mochi for a clean refresh).
The plugin auto-registers:
- Two MCP servers —
browser(automation tools) andcontinuum(recall tool) - Seven slash commands —
/continuum:checkpoint,/continuum:recall,/continuum:status,/continuum:dream,/continuum:feedback,/continuum:rename,/continuum:render - Seven hooks — SessionStart, PreCompact, SessionEnd, PreToolUse, PostToolUse, Stop, UserPromptSubmit
- The
/browserskill
For the in-page hint modal: press ⌘⇧M (macOS) or Ctrl+Shift+M on any page once the extension is loaded.
Migrating from the older super-tester plugin name
If you had an earlier install when the plugin was called super-tester, run:
/plugin uninstall super-tester
/plugin marketplace remove super-tester
…then follow the install steps above using the new mochi names. Your
.continuum/ chain data, screenshots, and feedback queue are tied to your
project dir (not the plugin name) — they survive the rename.
Updating
Whenever new versions of mochi land (bumped version in plugin.json):
/plugin update mochi
Claude Code re-copies the source files into its plugin cache and switches the
active install over. MCP servers respawn on next Claude restart. For hook /
command / skill changes only, /reload-plugins works mid-session.
Legacy install script
The older ./install.sh script (which edited ~/.claude.json directly) is
still in the repo but is now redundant with the plugin route. Don't use both
at the same time — pick one.
./install.sh --uninstall # remove the legacy .claude.json entry if present
Tools (MCP)
65 tools, grouped by purpose.
Design-QA loop (0.9.0+). An agent can run a design-QA pass and drop a comment on every issue via
browser_comment_add— those comments appear to you as pins in Comment Mode (they share the extension's storage). You review/edit them client-side, then the agent reads the session back (browser_comment_list) and fixes everything in bulk, marking eachbrowser_comment_resolve. Drive it with/mochi:design-qa [focus]and/mochi:design-qa fix.
Notifications, not focus-stealing (0.5.0+). Automation never raises the Chrome window to the OS foreground on its own — it posts a click-to-focus notification titled
Mochi · <project>instead, so it won't yank you out of your editor. Clicking the toast brings that session's window forward. The agent can ping you on purpose viabrowser_request_attention. Requires a one-time "reload unpacked extension" (newnotificationspermission); on macOS, enable Google Chrome under System Settings → Notifications (the popup walks you through it).
Session + tabs
| Tool | What it does |
|---|---|
browser_session_start |
New tab group + primary tab. Pass newWindow:true to spawn a fresh window. Posts a click-to-focus notification instead of stealing focus. |
browser_session_end |
Detach debugger, ungroup or close session tabs. |
browser_request_attention |
Post an OS notification asking the human to look (captcha, choice, or "done — come look"). Click focuses the window. |
browser_navigate |
Navigate primary tab, wait for load. |
browser_open_tab |
Open new tab inside the session group. |
browser_list_tabs |
List session tabs + CDP attachment state. |
browser_close_tab |
Close a specific session tab. |
Discovery + interaction
| Tool | What it does |
|---|---|
browser_text |
Compact visible text lines, optionally filtered by query. Use before snapshot for reading/searching content. |
browser_links |
Compact visible links with text, href, selector ref, and box. |
browser_snapshot |
ARIA tree with stable refs + pixel boxes. Defaults to compact, viewport-only, redacted, depth-limited, and 12KB capped. |
browser_snapshot_query |
Search the stored snapshot by text/name/role/ref/tag and return tiny excerpts. |
browser_snapshot_node |
Return one compact subtree from the stored snapshot by ref, text, or query path. |
browser_click |
Click by selector (CDP). Pass intent to cache the selector for next time. |
browser_click_at |
Click at pixel coords (CDP). |
browser_type |
Focus + clear + insertText. Pass intent to cache. |
browser_press_key |
Real keyboard event (CDP). |
browser_scroll |
Absolute {x,y} or relative {deltaX,deltaY}. |
browser_go_back / browser_go_forward |
History navigation. |
browser_wait |
Sleep up to 60s. |
browser_screenshot |
PNG/JPEG (viewport / fullPage / elementRef). |
Viewport + window
| Tool | What it does |
|---|---|
browser_window_resize |
Resize/move/maximize the actual window (only safe with newWindow). |
browser_emulate_viewport |
Device Mode via CDP. Presets + custom width/height/DPR/UA. |
browser_clear_emulation |
Reset viewport overrides. |
Assertions
| Tool | What it does |
|---|---|
browser_assert |
Verify url-contains, url-equals, title-contains, element-exists, element-missing, text-contains, text-equals. Returns {ok, got}. |
QA truth & coverage (0.5.0)
The verdict-driven core of an exhaustive QA pass. Render != Works: a control that paints on screen is not a verified control. These tools enumerate every actionable element, drive each one, and prove what actually happened.
| Tool | What it's for |
|---|---|
browser_audit_interactives |
Enumerate every actionable control on the page (scope:"all"|"viewport", limit, includeHidden). The coverage backbone — returns {selector, role, accessibleName, visible, inViewport, disabled, hasClickHandler, box} per element so nothing goes UNTESTED. |
browser_act_and_observe |
Perform one action (click/type/navigate/press_key/click_at) and classify the result: WORKS / NO-OP / ERROR / NAVIGATES. A NO-OP (clickable but nothing changed) is a dead control = defect. Returns urlChanged, domChanged, networkDelta, consoleDelta. |
browser_assert_no_errors |
One-call health gate: ok=false if any console error/uncaught exception or any >=400/failed request happened since the page loaded (sinceNavigation default, or sinceMs, with ignoreUrlContains). Failed-request entries include .body. |
browser_wait_for_response |
Block until a matching network response arrives (urlGlob/urlContains, method, statusGte/statusLt, timeoutMs). Proves a write actually persisted instead of guessing from the UI. |
browser_page_assets |
Hash the live page assets (script/css/document) with sha256 + a pageHash. Confirm the live bundle hash == the built hash so you never test a stale cached deploy. |
browser_set_storage |
Deterministic auth/state seeding — set localStorage, sessionStorage, and cookies (or clear) in one call so a flow starts from a known logged-in state. |
Enhancements to existing tools in 0.5.0:
browser_navigatenow acceptshardReload(cache-bypass load) anddisableCache(persist cache-off for the tab) — pair withbrowser_page_assetsto defeat stale bundles.browser_console_messagesacceptssinceNavigation:trueto scope to the current page (the fix for a stale pre-navigation buffer reading as a false "no errors");level:"error"includes uncaught exceptions.browser_network_requestsacceptssinceNavigation,sinceMs, andincludeBody; error responses (>=400/failed) include the captured response body automatically, so an "Internal server error" tells you why (e.g. SMTP misconfig) instead of guessing.browser_clicknow reports disabled controls (fails loudly with "element is disabled" rather than silently passing) and retries a transient not-found once.browser_session_healthacceptsheal:trueto re-attach the debugger to session tabs.
File uploads
| Tool | What it does |
|---|---|
browser_upload_stage |
Stage a file into the per-project library at .continuum/uploads/. Accepts path, https url, dataUrl, or base64. Returns a stable stashId (sha256-based, idempotent) reusable across many uploads. |
browser_upload_file |
Attach a file to a page target via a strategy chain: direct (DOM.setFileInputFiles) → intercept (file-chooser dialog) → drop (synthesized DataTransfer + DragEvent) → paste (synthesized ClipboardEvent). Bypasses the native OS file picker entirely. Target by selector, ref, trigger, or auto: { near }. Smart-wait confirms upload (preview thumbnail / 2xx upload response / custom successSelector). |
Sources can be inlined into browser_upload_file or pre-staged with
browser_upload_stage; staging dedupes by sha256, so the same logo across
ten sites is fetched/decoded once and reused. Frame-traversal handles
same-origin iframes automatically. See
docs/superpowers/specs/2026-05-19-browser-file-upload-design.md
for the full design.
Playbooks (personal ops memory)
| Tool | What it does |
|---|---|
browser_playbook_list |
List playbooks under .continuum/playbooks/, filter by origin/tag/verifiable. |
browser_playbook_get |
Return one playbook with meta + body sections + workflow JSON. |
browser_playbook_save |
Create/update a playbook (validates frontmatter and required sections). |
browser_playbook_delete |
Remove a playbook + workflow + screenshots. |
browser_playbook_match |
Score-match playbooks against a URL, intent, or task description. |
browser_playbook_run |
Replay a playbook (with self-heal) using provided inputs; recursively executes composes/next chains; returns verdict + evidence. |
browser_playbook_propose_update |
Given a successful trace, create or update the matching playbook. Inputs and steps auto-inferred. |
browser_playbook_secret_check |
Validate that a playbook's type: secret inputs are resolvable (env or .continuum/secrets/). Returns availability only — never values. |
browser_playbook_seed_from_codebase |
Static-analyze the project's frontend (Next.js / Vite / CRA) and emit draft playbooks per route + form. Solves cold-start on in-house apps. |
browser_playbook_diff_accept |
Bless a run's per-step screenshots as the new visual reference; bumps playbook_version. |
browser_playbook_export |
Export one or more playbooks to a single JSON bundle file. Includes embedded base64 screenshots. |
browser_playbook_import |
Import a playbook bundle (file / inline JSON / https URL). Supports overwrite + rewriteOrigin (e.g., staging → production). |
browser_playbook_dashboard |
Generate a self-contained HTML dashboard from the library; opens in the active browser session. |
v1.5 capabilities:
- Typed secrets:
inputs[].type: secretresolves at runtime from${env:VAR}or${secret:name}(reads.continuum/secrets/<name>.txt, which ischmod 0700with an auto-protective.gitignore). Secret values never appear in.continuum/runs/traces or promoted playbook bodies. - Codebase-derived drafts: point
browser_playbook_seed_from_codebaseat this project and it walks your routes (Next.js App/Pages Router, Vite, CRA), extracts forms +data-testids +aria-labels, and emits draft playbooks per route. Password fields auto-typed assecret. - Visual diff regression: during
browser_playbook_run, each step's screenshot is compared (pixelmatch) against the playbook's reference.warnbetween 5–20% diff;fail≥20% (configurable per playbook). Usebrowser_playbook_diff_acceptto bless intentional UI changes.
See docs/superpowers/specs/2026-05-20-playbooks-v1-5-design.md.
v2 capabilities (Sharing & Polish):
- 1Password integration:
inputs[].type: secretrefs accept${1password:vault/item/field}(alias${op:...}). When theopCLI is installed and signed in, values are resolved viaop readat run time and never logged. - Vue + SvelteKit codebase seeding: Nuxt projects (
nuxt.config.*) and SvelteKit projects (svelte.config.*+@sveltejs/kit) are detected bybrowser_playbook_seed_from_codebasein addition to Next.js / Vite / CRA. - Blocked-verdict UX:
browser_playbook_runreturnsverdict: "blocked"with aneeds[]array (one entry per missing required input + ahintper source) instead of throwing. The main agent uses the hints to prompt the user (or fix env) and then retries. - Cross-project playbook bundles:
browser_playbook_exportwrites a single JSON containing markdown + workflow + base64 screenshots;browser_playbook_importrestores them anywhere. Supports overwrite + origin rewrite for staging → production migration. - HTML dashboard:
/mochi:playbook ui(orbrowser_playbook_dashboard) generates a self-contained dashboard with search, tag filters, and inline drill-down per playbook.
See docs/superpowers/specs/2026-05-20-playbooks-v2-design.md.
Combined with the bundled qa-tester subagent and the smart-router rule in
plugins/qa/CLAUDE.md, the playbook library is your personal ops memory —
each browser task you do once becomes replayable, chainable, and
scheduleable. Main Claude routes verifiable + repeatable tasks to the
isolated qa-tester subagent (which returns a pass/fail verdict + evidence)
while operational tasks (multi-step, decisive, may need mid-flow input)
stay in the main conversation and use playbooks as guidance.
Slash commands:
/qa <task>— dispatch the qa-tester subagent for a verifiable browser task./mochi:playbook list|show|run|delete|match [args]— manage playbooks./mochi:schedule-playbook <id>— wire up cron via the host'sscheduleskill./mochi:unschedule-playbook <id>— cancel a scheduled playbook.
See docs/superpowers/specs/2026-05-20-personal-ops-playbooks-design.md
for the full design.
Memory: selector cache (per origin)
| Tool | What it does |
|---|---|
browser_recall_selector |
"Do I already know how to find X on this site?" Returns cached selector or null. |
browser_forget_selector |
Drop a cached entry. |
browser_list_selectors |
Inspect the cache. |
Memory: workflows
| Tool | What it does |
|---|---|
browser_workflow_save |
Persist current session's auto-traced actions as a named workflow. |
browser_workflow_run |
Replay. Cached selector → self-heal by role+name → screenshot on miss. |
browser_workflow_list / _get / _delete |
Manage workflows. |
browser_workflow_export / _import |
Portable JSON (commit alongside your app's tests). |
browser_run_history |
Last N runs of a workflow. |
Compact inspection ladder
Use the smallest inspection tool that can answer the current question:
browser_text {query?, limit?}for page copy, search results, lists, and visible facts.browser_links {query?, limit?}for navigation choices.browser_snapshotfor clickable refs and visible actionable UI.browser_snapshot_queryfor targeted search inside the stored snapshot.browser_snapshot_nodefor the one subtree you need.browser_snapshot {mode:"full", scope:"all", maxBytes:0}only as an explicit last resort.
This keeps Claude Code, Codex, and parallel agents from flooding their context with full-page accessibility trees.
Visual placement loop
browser_snapshot → compact tree with refs + boxes
browser_screenshot → image (viewport / fullPage / elementRef)
↓
agent correlates ref ↔ box ↔ pixel position
↓
browser_click {ref, intent:"…"} ← intent caches the selector
Resize vs. emulate — when to use which
Read this carefully — these two tools are NOT interchangeable:
browser_emulate_viewportchanges the page's real JS layout. It drives CDPEmulation.setDeviceMetricsOverride, so it does changewindow.innerWidth/window.innerHeightand does flipmatchMedia/ CSS media queries. This is the tool you use for responsive and media-query testing — breakpoints, mobile layouts,@mediarules all respond to it.browser_window_resizeonly moves/sizes the OS-level Chrome window. It does NOT affectwindow.innerWidthormatchMedia— the page's JS layout is unchanged. Use it only when you genuinely need real OS window dimensions (e.g. screenshotting the full chrome of a large monitor).
A common past mistake was conflating the two — or assuming
emulate_viewport"only affects screenshots." It does not; it changes JS layout.
| Goal | Tool |
|---|---|
| Test a real responsive layout at iPhone size | browser_emulate_viewport {preset:"iphone-15-pro"} (changes innerWidth/matchMedia, includes touch + UA) |
| Verify a layout breakpoint at exactly 768px wide | browser_emulate_viewport {width:768, height:1024} (media queries respond) |
| Test how the OS window behaves at a real 2560×1440 monitor | browser_window_resize {width:2560, height:1440} (only safe in a session-owned window; JS layout unchanged) |
| Reset back to native | browser_clear_emulation |
emulate_viewport is preferred for layout/responsive testing — it's
deterministic, doesn't disturb anything else, matches Chrome DevTools' Device
Mode, and actually changes what the page's JavaScript sees. window_resize is
for when you genuinely need real OS-level window dimensions.
Exhaustive QA coverage mode
Beyond one-off checks, Mochi can run an exhaustive QA pass (/qa exhaustive)
that enumerates every actionable control with browser_audit_interactives,
drives each one through browser_act_and_observe, gates every page and action
with browser_assert_no_errors, and assigns one of five verdicts to each
control: WORKS, NO-OP (defect), ERROR (defect), NAVIGATES, or
DISABLED. Results are recorded in a verification ledger with
provenance stamping, and a built-in honesty gate refuses to report a run as
"pass" while any control is still UNTESTED/UNCERTAIN — the rule is never "everything
works" but "N of M controls verified — here is each result, and here is what I
could NOT verify and why." Hard-won tooling quirks live in a persistent
tooling-gotchas note so they're never
re-learned.
Memory model
Two layers, stored as plain JSON files under <project>/.continuum/ (no
database, no native bindings).
1) Selector cache — keyed by (origin, intent)
Every browser_click / browser_type call may carry an intent ("click sign in
button", "email field"). On success, the resolved selector is cached at
(origin, intent). The agent can short-circuit discovery by calling
browser_recall_selector before snapshotting:
browser_recall_selector {intent:"click sign in button"}
→ {found:true, selector:'button[aria-label="Sign in"]', last_box:{...}}
browser_click {ref:'button[aria-label="Sign in"]', intent:"click sign in button"}
The cache survives Chrome restarts, project reloads, server restarts.
Pertanyaan tentang Mochi MCP
Tool apa yang disediakan Mochi MCP?
Server ini menyediakan 50 tool, termasuk browser_session_start, browser_session_end, browser_request_attention, browser_navigate, browser_open_tab.
Bagaimana Mochi menangani perubahan selector pada UI?
Engine ini menggunakan mekanisme self-healing berbasis ARIA roles dan names untuk memperbarui selector cache saat terjadi redesign atau refactor.
Di mana project memory dan data workflow disimpan?
Semua memory, termasuk selector caches, workflows, dan runs, disimpan sebagai file murni di direktori <project>/.continuum/.
Apakah browser automation akan mengganggu pekerjaan saya saat ini?
Tidak, automation tidak mengambil OS focus; sebaliknya, ia akan mengirimkan notifikasi click-to-focus saat membutuhkan perhatian Anda.
Bagaimana cara menginstal Mochi untuk Claude Code?
Anda dapat menginstalnya langsung di dalam sesi Claude Code menggunakan perintah plugin marketplace.