Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Verifies token/cost savings claimed by AI context-reduction proxies via MCP tools.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"tokentrust": {
"command": "uvx",
"args": [
"tokentrust-cli",
"tokentrust",
"mcp"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add tokentrust -- uvx tokentrust-cli tokentrust mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"tokentrust": {
"command": "uvx",
"args": [
"tokentrust-cli",
"tokentrust",
"mcp"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"tokentrust": {
"type": "stdio",
"command": "uvx",
"args": [
"tokentrust-cli",
"tokentrust",
"mcp"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 GitHub 계정 RudrenduPaul 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.3.4)은 3개월 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Python (uv)도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Zendesk
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Zendesk MCP Pack — tickets, users, organizations via OAuth.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Install • What it measures • Commands • Agent-native / MCP • FAQ
Vendor-neutral CLI that independently verifies the token and cost savings AI-coding-agent context-reduction proxies actually deliver, by running the proxy for real against a labeled task corpus instead of trusting the maintainer's own number.
TokenTrust ships as two complementary, equally first-class distributions: an npm package for Node.js toolchains and a PyPI package for Python toolchains. Both install a tokentrust command with the identical CLI surface, the same TT01-TT05 verification categories, and the same bundled task corpus, so pick whichever matches your existing stack.
npm (Node.js):
npx tokentrust-cli verify --proxy rtk
No clone, no local build. npx fetches the published package and runs it directly. To install it as a dependency instead: npm install -g tokentrust-cli.
pip (Python):
pip install tokentrust-cli
tokentrust verify --proxy rtk
See python/README.md for the Python package's full documentation, including a note on the one real behavioral difference between the two: the npm package's js-tiktoken dependency bundles its tokenizer data for fully offline use, while the Python package's tiktoken dependency fetches and caches that same public data on first use.
Real output from that exact command, run against this repo's own bundled task corpus:
$ npx tokentrust-cli verify --proxy rtk
TokenTrust v0.1 -- Token/Context-Reduction Claims Verification Proxy: rtk 0.43.0 | Repo: TokenTrust | Task corpus: 23 labeled tasks
[MEASURED] TT01 Compression Ratio Claimed (rtk README): up to 70% context reduction Measured (this repo, this corpus): 60.6% average reduction across 23 tasks Range: 0.0% ("verify-go-build-filter") to 95.4% ("verify-git-log-filter")
[MEASURED] TT02 Cost-Savings Delta Baseline (uncompressed): $0.02 across 23 tasks @ claude-5-sonnet pricing Compressed (rtk-proxied): $0.00 across 23 tasks Actual savings: 77.0% ($0.01) -- vs. claimed 70% ceiling
[FAIL] TT03 Never-Worse Output Guard 2/23 tasks regressed in task-completion diff vs. uncompressed baseline
[PASS] TT05 Version-Drift Regression Check No prior verified baseline for rtk on this repo -- this run establishes the first baseline.
Summary: 77.0% measured cost savings (claimed: up to 70%) -- see full report
That's a real run's output, not a hand-typed example -- npx tokentrust-cli invokes the exact same dist/cli.js entry point (the tokentrust command name is unchanged), so it reproduces on your machine with no clone required.
js-tiktoken), against every task in the corpus.--live mode verifies the estimate against a real, provider-billed sample (opt-in, your own API key, gated behind --confirm-cost, capped at 5 tasks by default).--proxy more than once and TokenTrust runs the identical task corpus through every named proxy side by side.rtk#582) gets caught automatically.tokentrust verify --proxy <name> [options]
| Flag | Description |
|---|---|
--proxy | Proxy to verify. Repeatable, pass it more than once to run TT04's cross-tool comparison. Supported: rtk, headroom. Required. |
--repo | Repo to measure against. Defaults to the current directory. |
--tasks | Task corpus YAML file. Defaults to the bundled 23-task corpus. |
--live | Sample real, provider-billed tokens for the first proxy instead of estimating from pricing tables. Requires --confirm-cost. |
--confirm-cost | Confirms the estimated spend --live prints before any real API call is made. |
--live-max-tasks | Max tasks sampled in --live mode. Defaults to 5. |
--format | Report output format. Defaults to terminal. |
-h, --help | Show the help message and exit. |
This table (and the tokentrust mcp reference below) is verified against the actual --help output of the published tokentrust-cli package, not an old copy. One known gap between that live --help text and the table above is called out directly in the FAQ, instead of silently repeating it.
--format json gives every category's claimed-vs-measured numbers as structured data, so a script or agent can pull the comparison straight out with jq instead of parsing terminal text:
Exit code is 0 when the run completes with no gated failure, non-zero otherwise. The bundled GitHub Action's --fail-on-regression maps that straight to a failed CI step, so a version-drift regression breaks the build instead of shipping silently.
Add it to CI with the bundled GitHub Action (action/action.yml) so verification reruns automatically whenever a proxy's version bumps:
- uses: RudrenduPaul/TokenTrust-CLI@main
with: proxy: rtk fail-on-regression: 'true' cli-version: ' '
Pin cli-version explicitly rather than relying on the Action's default. The Action deliberately does not support latest for this input: pinning is a supply-chain safeguard, so a compromised npm publish can't reach every workflow using this Action on its very next run without a deliberate version bump on your part. The Action's own default for this input is an early pre-TT04/TT05/MCP release -- omitting cli-version runs that old version, not the one this README documents.
TokenTrust ships in the same dual CLI + MCP-server mode as Semgrep, Trivy, Snyk, and SonarQube: one binary, one underlying verification engine, and a second, thin front door for agents that speak MCP (Model Context Protocol) instead of a shell. tokentrust mcp starts an MCP server over stdio, exposing a single tool, verify_proxy_savings, that calls straight into the same runVerify() engine tokentrust verify uses -- no verification logic is duplicated, and the tool returns the exact structured JSON report --format json already produces.
npx tokentrust-cli mcp
Point the client's server config at this binary with the mcp argument. For Claude Code, Claude Desktop, or any other client that reads an mcpServers block:
{
"mcpServers": { "tokentrust": { "command": "npx", "args": ["tokentrust-cli", "mcp"] } } }
| Field | Description |
|---|---|
verify_proxy_savings | Tool name. Mirrors verify's flags one-for-one, minus --format -- an MCP call is always machine-facing, so the tool always returns the structured JSON report. |
proxy (required) | A single proxy name ("rtk") or an array (["rtk", "headroom"]) to run the TT04 cross-tool comparison in one call. Supported: rtk, headroom. |
repo | Same as --repo. Defaults to the MCP server process's current working directory. |
tasks | Same as --tasks. Defaults to the bundled task corpus. |
live / confirmCost | Same --live/--confirm-cost safety gate as the CLI: no live, provider-billed API call is made unless BOTH are explicitly true in the same call. Neither has a default of true. |
liveMaxTasks | Same as --live-max-tasks. Defaults to 5. |
This is the tool's real, unedited tools/list schema, captured from a running tokentrust mcp server (inputSchema trimmed of per-field descriptions here for length; the live server returns them in full):
{
"name": "verify_proxy_savings", "title": "Verify proxy token/cost savings", "inputSchema": { "type": "object", "properties": { "proxy": { "anyOf": [{ "type": "string", "enum": ["rtk", "headroom"] }, { "type": "array", "items": { "type": "string", "enum": ["rtk", "headroom"] }, "minItems": 1 }] }, "repo": { "type": "string" }, "tasks": { "type": "string" }, "live": { "type": "boolean" }, "confirmCost": { "type": "boolean" }, "liveMaxTasks": { "type": "integer", "exclusiveMinimum": 0 } }, "required": ["proxy"] } }
A real tools/call against this repo, {"name": "verify_proxy_savings", "arguments": {"proxy": "rtk"}}, returns the same shape as the CLI's --format json output (trimmed here; the live call returns the full records array with TT01/TT02/TT05 entries):
{
"content": [ { "type": "text", "text": "{\n \"run_id\": \"tt_2026-07-18_f88644\",\n \"repo\": \"...\",\n \"task_corpus_size\": 23,\n \"proxies\": [\"rtk\"],\n \"records\": [ /* TT01, TT02, TT05 -- same shape as verify --format json */ ],\n \"tt03\": { \"rtk\": { \"pass\": false, \"regressed_count\": 2, \"task_corpus_size\": 23 } },\n \"tt05\": { \"rtk\": { \"pass\": true, \"message\": \"No regression vs. last-verified rtk 0.43.0 baseline (stored 2026-07-18).\", \"prior_run_id\": \"tt_2026-07-18_608b74\", \"degraded\": false } }\n}" } ], "isError": false }
isError is true (with no report) whenever the underlying runVerify() call itself would have exited non-zero on the CLI -- a missing proxy binary, an invalid task corpus, or the --live safety gate refusing an under-confirmed call. Progress output and the trace log tokentrust verify normally prints to stdout are rerouted to stderr in MCP mode, since stdout is the live JSON-RPC wire once a stdio transport is connected.
| Proxy | Status |
|---|---|
rtk | Fully supported: real subprocess-based verification (rtk pipe --filter for stdin-shaped tasks, rtk read -l aggressive for file-based tasks). |
headroom | Recognized (--proxy headroom is a valid flag value), not yet supported. headroom is an HTTP proxy server, not a one-shot compression CLI, so the current subprocess-based harness can't drive it. tokentrust verify --proxy headroom prints a message and skips it instead of failing silently. |
| What it does | Ongoing / self-serve | Verifies a specific claim |
|---|
| TokenTrust | Runs a named proxy against a labeled task corpus, measures rea
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