autopilot-mcp (TylerFlar/autopilot-mcp) is an MCP server listed on the M8ven Trust Index. It scores 52 out of 100, grade D. It declares 39 tools. No publisher has claimed this listing.

D
Caution
52/100

autopilot-mcp

A browser-automation MCP server providing persistent browser profiles per domain, Bitwarden credential injection without exposing passwords, and playbook recording/replay for repeatable tasks.

Caution. Specific findings reduced this grade. They are listed on the page. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

How we verified

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Who stands behind it

TylerFlar

Source: Glama

Is this your MCP?

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Install from

The grade above is for the source repository. Registries can serve a different version, so we mark the ones we were not able to read.

// key findings
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
// tools this server exposes39 tools

These names and descriptions are the publisher's own, read from the source code. We print them as written. Our assessment is the findings above, not this list.

spawn_instance

Create an isolated temporary browser instance for parallel work.

list_instances

List live spawned browser instances.

close_instance

Close a spawned browser instance and delete its temporary profile.

instance_navigate

Navigate a spawned instance to a URL.

instance_screenshot

PNG screenshot of the page open in a spawned instance.

instance_get_text

Visible text from the current page in a spawned instance.

instance_get_url

Current URL for a spawned instance.

instance_run_js

Run JavaScript in a spawned instance and return the stringified result.

instance_click

Click viewport coordinates in a spawned instance.

instance_type_text

Type text into the focused element in a spawned instance.

instance_attach_file

Attach a local file to an input in a spawned instance.

instance_scroll

Scroll a spawned instance by roughly one viewport.

instance_fill_login

Fill a login form in a spawned instance with a Bitwarden entry.

navigate

Open `url` in a persistent browser profile and return the page text.

screenshot

PNG screenshot of the page open in `profile`.

get_text

Visible text from the current page — cheaper than a screenshot.

get_url

Current URL for the profile's page.

run_js

Run JavaScript in the page and return the stringified result. PREFERRED over click() for form filling and button activation — CSS/DOM selectors are robust to viewport size.

click

Click at viewport coordinates. Use only when you can't target by selector — prefer run_js for robustness.

type_text

Type text into the currently-focused element. Click or focus first.

attach_file

Attach a local file to a ``<input type="file">`` element on the page.

scroll

Scroll the page by roughly one viewport.

list_logins

Search Bitwarden for saved logins. Returns id, name, urls, username for each match — NEVER the password. `query=""` lists everything.

fill_login

Fill a login form with a Bitwarden entry. Preferred over typing the password yourself — the password is injected into the DOM and never returns to you.

get_totp

Current 6-digit TOTP for a Bitwarden item. Bitwarden is the single source of truth for TOTP secrets. Codes are ~30s; call right before you need to paste.

reveal_credentials

ESCAPE HATCH — returns plaintext username + password. Only use when fill_login can't target the form. `reason` is mandatory and audited.

create_login

Create a new Bitwarden Login item. Errors if `name` already exists — use update_login or upsert_login to modify an existing entry.

update_login

Patch fields on an existing Bitwarden Login. Errors if `id_or_url` doesn't resolve to a unique item. Leave fields empty to skip — only the fields you pass get written.

upsert_login

Create a new login, or update the existing one matching (url, username). The "I just signed up, remember these" path. Errors if more than one existing item matches both url and username.

delete_login

DESTRUCTIVE — sends a Bitwarden Login item to trash. Requires `confirm=True`. Recoverable from Bitwarden's trash until purged.

serve_local_file

Publish a local file at an unguessable URL on 127.0.0.1 with CORS so the browser can ``fetch()`` it. Use when the site's upload widget is pure JS (drag-drop, fetch+FormData) and there's NO ``<input type="file">`` you can target with ``attach_file``.

list_served_files

List files currently published by ``serve_local_file`` (token, url, path, size, expires_at). Useful when an earlier upload session left a URL active and you want to find or revoke it.

unserve_local_file

Revoke a URL published by ``serve_local_file`` (frees the token immediately rather than waiting for TTL).

list_playbooks

List saved playbooks. ALWAYS check first — if a playbook exists for your task, run it instead of re-discovering navigation.

run_playbook

Execute a saved playbook. Returns screenshots + extracted text from observation steps. On failure, returns the error and the failed step index.

playbook_run_get

Return the saved JSON ledger for a playbook run.

playbook_run_list

List saved playbook run ledgers, newest first.

save_playbook

Save a playbook — a reusable sequence of browser steps. Call after a successful first-time task so future attempts are 1 call.

delete_playbook

Delete a saved playbook. Use for unfixably-broken playbooks — otherwise save_playbook with the same name overwrites.

// environment variables
To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.
configHEADLESStrue Set "false" to show the browser window for debugging.
configBROWSER_TIMEOUT30000 Per-page navigation/action timeout, in ms.
configAUTOPILOT_BW_TIMEOUT_SECONDS45 Timeout for a single bw CLI invocation.
configBITWARDENCLI_APPDATA_DIROverride the Bitwarden CLI data directory (standard bw variable).
configAUTOPILOT_LOG_LEVELINFO Root log level for all autopilot. loggers.
configAUTOPILOT_TOOL_TIMEOUT_SECONDS60 Wall-clock cap on a single tool call.
configAUTOPILOT_PLAYBOOK_TIMEOUT_SECONDS300 Wall-clock cap on a run_playbook call.
configAUTOPILOT_FILE_SERVER_HOST/ AUTOPILOT_FILE_SERVER_PORT env vars.
configAUTOPILOT_FILE_SERVER_PORTAUTOPILOT_FILE_SERVER_HOST / env vars.
// quality suggestions

Tool annotations

No tools have read-only/destructive annotations

Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.

All four hints declared on every tool

39/39 tools missing one or more hints — spawn_instance (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); list_instances (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); close_instance (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +36 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.

For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.

Destructive tools are labelled

1 tool perform destructive updates without destructiveHint — spawn_instance deletes at line 303 (shutil.rmtree(dest_dir, ignore_errors=True))

Add destructiveHint:true to any tool whose handler calls .delete(), .upsert(), .update(), unlink, rm, DELETE, DROP, REPLACE INTO, or any operation that overwrites existing data.

Tool inputs are validated

37/39 tool handlers declare input schemas (95%)

Declare an inputSchema with zod/joi/yup on every tool definition.

Tool handlers catch errors

Only 3/39 tool handlers wrap calls in try/catch (8%)

Wrap each tool handler body in try/catch and return a structured error response.

License file

No license file

Add a LICENSE file (MIT, Apache-2.0, etc.).

Tests exist

No test files found

Add tests that exercise each declared tool.

Claim the listing to review these findings one by one and send us a correction where you disagree, straight to the team. Claiming also means we tell you when the grade moves, and reach you first if we find anything urgent.

// full audit trail
The findings above are the summary. The full trail, every check we ran, each deduction, the network hosts observed and the dependency advisories, goes to verified publishers, along with an alert whenever a new one lands. Verified publishers can also review each finding and dispute it in one click. Publisher corrections have sharpened several of our checks this month, because the maintainer knows the codebase better than any scanner.
// improvement guidance — verified publishers only
We have 7 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Verified](https://m8ven.ai/badge/mcp/tylerflar/autopilot-mcp?variant=verified)](https://m8ven.ai/mcp/tylerflar/autopilot-mcp)
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commit: 66c7b57d2e38468b1450ac3b8105f261e5e99095
code hash: f2b5e12da0e8fa2dafc3aefe4a1dfd5fea68d645d26178146f643746dec0c9a7
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