OGAD (off-grid-ai/OGAD) is an MCP server listed on the M8ven Trust Index. It scores 28 out of 100, grade F. It declares 16 tools. No publisher has claimed this listing.

F
Warning
28/100

OGAD

Off Grid AI — private, on-device AI. Run open models (text, vision, image, voice) locally through one OpenAI-compatible gateway. No cloud, no accounts, no API keys.

Warning. Serious findings were identified. Review the full report before connecting. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

How we verified

Code Verified⚡ Live Monitored: not connected

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Who stands behind it

off-grid-ai

Source: github_repo_search

Is this your MCP?

Claim it to get a verified publisher badge, a free copy of our full audit findings, and direct contact for any high-priority issues we find. Or connect your repo for our deepest verification, Live Monitored: read-only, revoke anytime. What we access →

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
🚨
Secret credentials may flow to a network call
1 flow detected: SLACK_BOT_TOKEN. We can’t prove the destination matches the brand the credential belongs to.
🚨
Code appears obfuscated
1 file are unreadable to a human reviewer. Cannot audit what they do.
⚠️
Known vulnerabilities in dependencies: 17 high
Affects packages this MCP installs at runtime. Upgrade or remove the affected dependency.
// tools this server exposes16 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.

generate_text

Generate text with the local LLM (Off Grid AI). Supports an optional system prompt.

describe_image

Vision: analyze an image (data URL, http(s) URL, or local path) with the local VLM.

generate_image

Text-to-image with the local diffusion model. Returns a PNG.

edit_image

Repaint an input image guided by a prompt (img2img) with the local diffusion model.

transcribe_audio

Transcribe an audio file (data URL, http(s) URL, or local path) with the local whisper model.

text_to_speech

Synthesize speech from text with the local Kokoro voice model. Returns WAV audio.

embed

Embed text with the local all-MiniLM-L6-v2 model (384-dim). Returns the vector as JSON.

calendar_create_event
calendar_list_events
reminders_create
reminders_list
contacts_search
messages_send
mail_send
open_url
computer_use
// known CVEs in dependencies17 high3 medium28 low

Disclosed vulnerabilities in this server's declared npm dependencies (via OSV). Whether each is reachable depends on the installed versions.

highsharp@0.35.3GHSA-rgj7-g3m4-5g8c

sharp: Vulnerabilities in libheif: GHSA-g89c-p67h-r497 and GHSA-2jg2-4ch7-h545

highws@8.18.3GHSA-96hv-2xvq-fx4p

ws: Memory exhaustion DoS from tiny fragments and data chunks

highelectron@39.2.7GHSA-532v-xpq5-8h95

Electron: Use-after-free in offscreen child window paint callback

highelectron@39.2.7GHSA-8337-3p73-46f4

Electron: Use-after-free in WebContents fullscreen, pointer-lock, and keyboard-lock permission callbacks

highelectron@39.2.7GHSA-9f4c-93c8-jc8g

Electron: Sandboxed iframe can bypass the allow-popups restriction via the OpenURL navigation path

Depend on this server? Get alerted when its CVEs change.Watch this server free →
// 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.
configELECTRON_RENDERER_URL
configOFFGRID_DATA_DIR
configOFFGRID_DIAGNOSTIC_LOG
configOFFGRID_FORCE_CORE
configOFFGRID_SEED
configOFFGRID_SERVER_ONLY
configOFFGRID_USER_DATA
configSystemRoot
// quality suggestions

Dependencies

59 runtime dependencies (38 dev), 1 flagged: @playwright/mcp

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

16/16 tools missing one or more hints — generate_text (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); describe_image (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); generate_image (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +13 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

2 tools perform destructive updates without destructiveHint — edit_image deletes at line 228 (fs.promises.unlink(initImage)); transcribe_audio deletes at line 251 (fs.promises.unlink(p))

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 test coverage

11/16 tools referenced in tests (69%)

Write tests that reference each tool by name so every tool has at least one test.

Shell command execution

13 calls in production code run through a shell (src/main/sd-server.ts:286, src/main/sd-server.ts:287, src/main/transcription/whisper-server.ts:185)

Prefer library functions over shell-outs. If you must shell out, ensure all inputs are properly escaped.

Readable source code

1 file are minified or bundled, which is usually build output rather than concealment

Ship unminified, readable source.

No arbitrary install scripts

Has postinstall/preinstall script — runs arbitrary code on npm install

Remove postinstall/preinstall hooks unless they’re essential.

Production dependencies are patched

0 critical, 2 high severity in production deps — sharp@0.35.3 (high), ws@8.18.3 (high)

Run npm audit fix, or upgrade the affected packages to a non-vulnerable version.

Dev dependencies

15 critical/high in dev-only deps (does not ship to users)

Upgrade dev dependencies when convenient.

Dependency freshness

11/59 production deps abandoned (no release in 2+ years): kdbxweb@2022-06-19 (4.2y), node-machine-id@2023-05-09 (3.4y), tweetnacl@2023-04-12 (3.4y)

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 9 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
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commit: be69623ec9e001f94b616bc531f74d8956723010
code hash: f89951ccb39ddfc1ef5e932abf66bdffef6a7bc9dadbfe5866e27d30e9cb95e0
view raw JSON →
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