Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Verifies token/cost savings claimed by AI context-reduction proxies via MCP tools.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"tokentrust": {
"command": "uvx",
"args": [
"tokentrust-cli",
"tokentrust",
"mcp"
]
}
}
}在终端中运行这条命令
claude mcp add tokentrust -- uvx tokentrust-cli tokentrust mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"tokentrust": {
"command": "uvx",
"args": [
"tokentrust-cli",
"tokentrust",
"mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"tokentrust": {
"type": "stdio",
"command": "uvx",
"args": [
"tokentrust-cli",
"tokentrust",
"mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 RudrenduPaul 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.3.4)于3个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Python (uv)。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Kanal Varna — drains, leaks & plumbing (Varna, BG)
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
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.
Drain unblocking, leak detection & plumbing in Varna, Bulgaria: services, prices, areas, contact
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
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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