open-vision-mcp (abyssbugg/open-vision-mcp) is an MCP server listed on the M8ven Trust Index. M8ven has not graded it: we have no way to read this server ourselves. No publisher has claimed this listing.

C
Emerging
74/100
22 days ago

open-vision-mcp

Provider-neutral Vision MCP Server — image analysis via 10 inference providers through a single MCP server.

Emerging. No concerning findings. Grades remain capped until the project builds reputation through adoption. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

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Who stands behind it

abyssbugg

Source: Glama

Is this your MCP?

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// key findings
🚨
Known vulnerabilities in dependencies: 2 critical
Affects packages this MCP installs at runtime. Upgrade or remove the affected dependency.
🔐
You'll be asked for 2 credentials: API_KEY, OPENROUTER_API_KEY
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// known CVEs in dependencies2 critical

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

criticalvitest@1.0.0GHSA-5xrq-8626-4rwp

When Vitest UI server is listening, arbitrary file can be read and executed

criticalvitest@1.0.0GHSA-9crc-q9x8-hgqq

Vitest allows Remote Code Execution when accessing a malicious website while Vitest API server is listening

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.
🔐 secretAPI_KEYexport =sk-or-v1-your-api-key-here
configBASE_URLAzure OpenAI azure (user-supplied deployment URL) (deployment-configured) No (ignored) Requires with ?api-version=; uses api-key header
configEXTRA_HEADERSNo Per-provider default JSON object string of extra HTTP headers (e.g., OpenRouter's HTTP-Referer/X-Title)
configLOG_LEVELNo info Log level: debug, info, warn, error
configMAX_IMAGE_SIZENo 10485760 (10MB) Maximum image size in bytes
configMODELProvider PROVIDER Default baseUrl Suggested vision model required? Notes
🔐 secretOPENROUTER_API_KEYExisting OpenRouter users with only set continue to work with zero config changes. The server defaults to PROVIDER=openrouter and lifts the legacy variables into the new fields.
configOPENROUTER_BASE_URL
configOPENROUTER_MODEL
configPROVIDERProvider Default baseUrl Suggested vision model MODEL required? Notes
configRETRY_ATTEMPTSNo 3 (Reserved — not yet implemented)
Deployment configuration, supplied by whoever hosts the server. Users are not asked for these.
deployPORT
// 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

3/3 tools missing one or more hints — analyze_image (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); analyze_webpage_screenshot (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); analyze_mobile_app_screenshot (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint). 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.

Dev dependencies

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

Upgrade dev dependencies when convenient.

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 3 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: 41d22ddf9a5ea1f748656b1b568f3690df5b5517
code hash: afc251022a3b26ffc371e9f9378f1416be65b54c3520e29a4a91c361d7cfe684
verified: 8/7/2026, 4:40:32 AM
view raw JSON →
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