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Rtk

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MCP proxy that filters oversized tool responses, downscaling screenshots and pruning accessibility snapshots to reduce token usage in LLM interactions.

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Описание

MCP proxy that filters oversized tool responses, downscaling screenshots and pruning accessibility snapshots to reduce token usage in LLM interactions.

README

MCP proxy that filters oversized tool responses. Companion to rtk — rtk handles CLI output; rtk-mcp handles MCP tool responses.

Wraps another MCP server (Playwright, custom, etc.), intercepts tool responses, and filters the ones that are known token sinks: browser_take_screenshot (via downscale), browser_snapshot (via role pruning).

Status

Early scaffold. Filters are implemented and benchmarked against real Playwright fixtures (see BENCHMARKS.md):

  • Screenshot filter: 36–79% LLM token savings on captured fixtures, quality gates pass.
  • Snapshot filter: 0–0.6% savings on the fixtures tested. Structural role-pruning has diminishing returns on well-formed a11y trees. The screenshot filter is the primary win.

End-to-end testing against a live Playwright MCP server is pending. See Roadmap.

Why

Claude vision tokenizes images by dimensions, not file size. A 1920×1080 screenshot costs ~2,765 tokens regardless of PNG vs WebP. The lever is downscaling, not format conversion.

Playwright's a11y snapshots run 10–100 KB per call. Interactive elements (buttons, links, inputs) are usually <10% of the payload; the rest is landmarks, static text, and structural noise.

rtk-mcp targets these two hotspots without changing your Claude Code setup beyond registering it as your MCP server.

Install

npm install -g rtk-mcp
# or from source
git clone https://github.com/KCuppens/rtk-mcp.git
cd rtk-mcp && npm install && npm run build && npm link

Configure

Create ~/.config/rtk-mcp/config.toml (see examples/config.toml):

[target]
command = "npx"
args = ["-y", "@playwright/mcp"]

[filters.browser_take_screenshot]
enabled = true
maxLongEdge = 1024
format = "webp"
quality = 85

[filters.browser_snapshot]
enabled = true
dropRoles = ["separator"]

[telemetry]
logPath = "~/.local/share/rtk-mcp/savings.jsonl"

Then in Claude Code's MCP config, point at rtk-mcp instead of the target server directly.

Design

  • Line-based JSON-RPC. Newline-delimited on stdio, per MCP convention.
  • Passthrough default. Unknown tools, unknown message types, unfilterable content — all forwarded verbatim with zero overhead.
  • Fallback on filter failure. If a filter throws, the raw response is forwarded and the failure is logged to stderr. The proxy is never allowed to break the wrapped tool.
  • No config = no filtering. If you don't enable a filter, that tool passes through untouched.
  • Never drop interactive roles. The snapshot filter refuses to drop button, link, textbox, and other interactive roles even if you configure them in dropRoles. Safety rail.

Filters

browser_take_screenshot

Downscales to maxLongEdge (default 1024px) via sharp, re-encodes as configured format.

  • Zero LLM-token quality loss at 1024px+ for most UI screenshots.
  • OCR floor around 800px for small text. Below that, the LLM may misread numeric values or short labels.
  • Below minTriggerBytes (default 20 KB), images pass through untouched.

browser_snapshot

Line-based pruning of Playwright's YAML-ish a11y tree. Drops configured roles (dropRoles) and their child subtrees.

  • Interactive elements always preserved. button, link, textbox, checkbox, radio, combobox, menuitem, tab, switch, searchbox, slider, spinbutton, listbox, option, menu, form, dialog, heading.
  • Default drops: separator. Landmarks (region, main, nav) are NOT dropped by default because they aid orientation.
  • On parse anomaly (indentation confusion, unexpected format), the raw snapshot is forwarded.

Telemetry

If [telemetry].logPath is set, one JSON line is written per filtered call:

{"ts":"2026-07-08T19:20:00Z","tool":"browser_take_screenshot","rawSize":184320,"filteredSize":42188,"savingsPct":77.1,"note":"1920x1080→1024x576 (180.0KB→41.2KB)"}

Consume with jq, tail, or a future rtk gain --mcp command.

Roadmap

  • Benchmark harness with quality gates (see BENCHMARKS.md)
  • End-to-end test against a real Playwright MCP server (needs browser_snapshot refs — current fixtures use page.ariaSnapshot())
  • Smarter snapshot pruning: drop leaf regions with no interactive descendants (subtree-aware)
  • Additional benchmark fixtures: e-commerce, SPA-heavy, forms, admin dashboards
  • WebFetch selector-scoped extraction (if any MCP server exposes it)
  • Delta snapshots (diff vs prior snapshot within a session)
  • Config validator: rtk-mcp --check
  • Publish to npm

License

MIT

from github.com/KCuppens/rtk-mcp

Установка Rtk

У этого сервера нет опубликованного пакета — он собирается из исходников. Открой репозиторий и следуй инструкции в README.

▸ github.com/KCuppens/rtk-mcp

FAQ

Rtk MCP бесплатный?

Да, Rtk MCP бесплатный — установка в пару кликов через Unyly без оплаты.

Нужен ли API-ключ для Rtk?

Нет, Rtk работает без API-ключей и переменных окружения.

Rtk — hosted или self-hosted?

Self-hosted: сервер запускается локально на твоей машине командой из раздела установки.

Как установить Rtk в Claude Desktop, Claude Code или Cursor?

Открой Rtk на unyly.org, выбери вкладку своего клиента (Claude Desktop, Claude Code, Cursor) и нажми Install — конфиг сгенерируется автоматически, без правки JSON.

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