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Nothing to run from here
Vision Squeezer is installed from its publisher's own source and answers where it runs, so this marketplace is not in the path of a single call. There is no address here to send one to, and a panel that pretended otherwise would be showing you an answer we made up. Install it and call it from your own client — the Installation tab has the entry for each one.
92/100
trust score
35
downloads a day
local
runs on your machine
2k
downloads in 30d
What it does
Shrink images to a token budget for vision LLM agents and pipelines. Not for chat-pasted images.
Quickstart
# 1 — add it to Claude Code
claude mcp add --scope user vision-squeezer-mcp '--' npx -y vision-squeezer
Vision Squeezer costs nothing on mcprush: there is no plan to choose here, no cap to set and nothing mcprush can bill you for.
Publisher
Installation
Where are you running it?
Every route below installs the same thing and ends at the same approval screen. This one runs on your machine: your client starts Vision Squeezer as a process under your own user, with your files and your network, so the tool surface below is what it can do to your computer rather than to a server somewhere else. Its scan result is on the Security tab — read the surface before you approve it.
Claude Codedeclared by this listing
This is a public server: you run it yourself and this marketplace is not in the path. You need Node.js — the current LTS (24) is the safe choice; npx comes with it. Claude Code registers it in one command; --scope user makes it available in every project. The '--' is in quotes so that PowerShell passes it on.
claude mcp add --scope user vision-squeezer-mcp '--' npx -y vision-squeezerReconnect, or start a new session, and the tools appear in the model’s tool list.
Free on mcprush, and it runs from its publisher’s own package: this marketplace is not in the path, so there is no key of ours to hold and no card to add.
What it writes
One config entry your client uses to start the process locally. A local server runs with your file system and your network, which is why it is priced without metering.
What you approve
This listing has not published its tool surface here yet, so what a client will ask you to approve is whatever the manifest declares at install time.
Tool surface
What the model actually sees. Descriptions are diffed on every release — see version history.
No tool surface on file
This listing has not published its tool list here yet. Nothing is shown here rather than another listing’s tools, which is what this page used to do.
Free
$0 forever
- Every tool, no call limit
- No card, and mcprush charges nothing for it
- Source published under Elastic-2.0
- Runs on your machine — nothing of it reaches our gateway
- Nothing to cap, because mcprush bills nothing
What counts against your monthly calls
| Tool | Unit | Calls used | Out of the allowance |
|---|
Nothing here is billable: mcprush charges nothing to install Vision Squeezer or to call it, at any volume.
Call allowance · this installenforced at the gateway
Monthly allowance, in calls
—
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Alert at 80% · then the tool returns a normal MCP error
Used this month: —
ATrust score 92 / 100
Release 0.9.0 · scanned 23 Oct 2026
Two independent axes, because powerful and malicious are different questions. The grade is threat only. The capability level is blast radius, and it is never a penalty on the grade — it is priced as one subtract-only term in the score, where you can see it.
Threat score99
Client score92
Findings4 threat · 0 capability
Capabilityhigh
Coveragesource
Verificationrepo
Surface digest75b72585a82b1e22e24230e9bf4cadc4eef58be873658baaf645bdf581704f62
Score vectorthreat 99 → client 92
| Term | Level | What it prices | Points |
|---|---|---|---|
| capability-exposure | high | capability blast radius (high) — client exposure if the model is manipulated | −6 |
| verification-discount | repo | publisher verification (public source) — no provenance, but the source is public and inspectable | −1 |
| coverage-honesty | source | inspection depth (source) — how much of the target the scan could see | −0 |
score = clamp(round(threatScore − E_cap − E_ver − E_cov), 0, 100). No model, no opinion, no network call at scoring time: the same methodology version against the same bytes always produces this number, and every line above is a field of the report rather than a summary of it.
What the scan could actually read
A grade is only as meaningful as its coverage, so the scanner publishes its own depth before it publishes its result.
Tool surfacenot available
Implementation sourceread
Package metadataread
Live transportnot available
No tools were enumerated, so prompt-injection, capability and toxic-flow analysis had no tool surface to inspect. To grade a package’s real runtime tools, scan the running server: --command "npx -y <package>".
Capability — what it could do if the model were manipulated
Tags derived from each tool’s schema and the implementation, not from what the tool calls itself. high is the level these add up to.
| Tool | Capability tags | Why the tag was assigned |
|---|---|---|
| No per-tool rows for this release — see the note below. | ||
can execute shell commands or code
Toxic-flow graph
The lethal trifecta, checked as a graph rather than as a checklist: untrusted input, a sensitive source and an external sink have to meet before there is a path worth worrying about.
The public result for this release does not print the flow graph, so there is nothing to show here. That is not the same as "no paths were found": what the scan did read is above, under coverage.
Supply chain and provenance
Integrityfirst-seen
Surface digest75b72585a82b1e22
Scanned2026-10-23
This is the first scan of this surface here, so there is nothing yet to compare it against.
Every result on this tab comes from one deterministic pass over the published package — offline, rule by rule, and auditable line by line above. Same methodology version, same bytes, same score.
Release history
Always latest — the install command names no version, so it installs the newest release when it runs; the current release on file is 0.9.0. Pin a release below and the command asks for exactly that one.
0.9.0
23 Oct 2026
latest- Added HTTP API: vision-squeezer serve [--host H] [--port P] (default 127.0.0.1:8080), for workflow tools such as n8n, Make and Zapier. POST /optimize takes the raw image as the body and returns the optimized image with X-Tokens-Before, X-Tokens-After, X-Input-Size, X-Output-Size and X-Model headers, or the report plus a base64 image with ?response=json. Query options: model, max_tokens (default 1600, like the MCP server; 0 disables), format, quality, mode, crop. GET /health returns ok. Bodies over 25 MB get 413, bad input 400. There is no authentication. serve is in the Cargo CLI and the Docker image, not in the npm package. Dockerfile: builds the CLI and runs serve on 0.0.0.0:8080 as a non-root user. No published image yet; build it with docker build -t vision-squeezer .. max_tokens in the Python bindings. optimize_image(..., max_tokens=1600) applies the same token budget as the CLI and MCP server. The default stays None (no budget), so existing calls are unchanged. README: HTTP API section with n8n HTTP Request node settings. They follow n8n's documentation and are not yet tested inside n8n. Changed Claude token estimates checked against Anthropic's count_tokens (claude-sonnet-5-5, image tokens only). On istanbul.jpg the estimate is 3 tokens under the real count for Claude Code's downsized copy (3,603) and for the 1600-budget output (1,587), and 85 under for the full 2400×1670 original (4,759). README shows the table. GPT and Gemini estimates are still unchecked. README: manual install sections note that npx -y vision-squeezer should be pinned to @<version>; Gemini CLI section notes the move to Antigravity CLI. Removed bin/vision-squeezer-mcp is no longer tracked in git. It was a v0.2.2 leftover that postinstall.js overwrites and npm never shipped.
0.8.1
1 Oct 2026
No release note was published with this version.
0.6.1
undated
- The version this listing was on when mcprush began following its releases. The registry was not asked when it shipped, so this row carries no date.
—
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