Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Autonomous log surgery & secret redaction MCP server for AI coding agents.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
The maker has not listed install details in the registry. See the maker’s README below.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account daffa2555, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (1.1.1) reached the registry 2 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Rust on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, Detailing Manager
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
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.
Connect your auto detailing studio's tasks, cars, clients and revenue to Claude or ChatGPT.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
Tokenectomy Razor
Fix Claude Code & Cursor Rate Limits: Zero-Latency Local AI Gateway & Context-Surgery MCP Server in Rust Stop burning 20,000 tokens on node_modules stack traces. Tokenectomy Razor is a sub-millisecond local AI Gateway reverse proxy (127.0.0.1:8080) & companion MCP server written in safe Rust. Excises 41.7%–99.7% framework noise from terminal error logs, redacts leaked DB credentials/JWTs, and caches prompts for free.
Quick Start (10s) • Architecture • The Problem • Before & After • Live Interactive Demo • Benchmarks
┌────────────────────────────────────────────────────────┐
│ Autonomous Agents │ │ Claude Code • Cursor • Antigravity • Cline • Windsurf │ └───────────────────────────┬────────────────────────────┘ │ ▼ (HTTP / SSE Outbound Prompts) ┌──────────────────────────────────────────────────────────────────────────────────────────────────────────────────┐ │ ⚡ TOKENECTOMY AI GATEWAY (127.0.0.1:8080) │ │ │ │ ┌─────────────────────────┐ ┌───────────────────────────┐ ┌──────────────────────────────────────────────┐ │ │ │ Zero-Cost Prompt │ │ Zero-Leak Credential │ │ Polyglot Trace Surgery │ │ │ │ Cache │ │ Redaction │ │ (9 Languages) │ │ │ │ <1ms Hit • 100% Free │ │ API Keys • JWTs • DB URIs│ │ node_modules • site-packages • .cargo │ │ │ └───────────┬─────────────┘ └─────────────┬─────────────┘ └──────────────────────┬───────────────────────┘ │ │ │ │ │ │ │ └───────────────────────────────┼────────────────────────────────────────┘ │ │ ▼ │ │ Smart Upstream Auto-Router │ │ (Anthropic • OpenAI • Groq • Ollama Local) │ └──────────────────────────────────────────────┬───────────────────────────────────────────────────────────────────┘ │ ┌────────────────────────────────┼────────────────────────────────┐ ▼ ▼ ▼ api.anthropic.com api.openai.com localhost:11434 (Claude 3.5 / 3.7 Sonnet) (GPT-4o / o1 / o3-mini) (DeepSeek / Llama)
wrap)Run any coding agent or test suite directly behind Tokenectomy's privacy & caching gateway with zero manual environment variable setup:
# Wrap Claude Code CLI
razor wrap -- claude
razor wrap -- aider --model deepseek/deepseek-chat
razor wrap npm test
npx -y tokenectomy-razor --proxy
💡 Smart Multi-Provider Auto-Routing & Universal LLM Transpiler ON by default! Tokenectomy automatically analyzes request paths and headers. Need to run Claude Code against DeepSeek or Ollama? Tokenectomy transparently transpiles Anthropic
/v1/messagesformat into OpenAI/v1/chat/completionson-the-fly and vice-versa.
Point your coding agent or CLI to the local gateway on 127.0.0.1:8080:
| Agent / Environment | Setup Command or Configuration | Auto-Routed Upstream |
|---|---|---|
| Claude Code | export ANTHROPIC_BASE_URL="http://127.0.0.1:8080" | https://api.anthropic.com |
| Cursor | Models > OpenAI Base URL: http://127.0.0.1:8080/v1 | https://api.openai.com |
| Google Antigravity / Gemini | export OPENAI_BASE_URL="http://127.0.0.1:8080/v1" | https://api.openai.com |
| Cline / Roo Code | Provider: OpenAI Compatible • Base URL: http://127.0.0.1:8080/v1 | https://api.openai.com |
| Ollama / Local LLMs | Base URL: http://127.0.0.1:8080 | http://localhost:11434 |
Open `http://127.0.0.1:8080/dashboard` in your browser to observe live token reductions, prompt cache hits, dollar savings, and redacted credentials in real time.
For agents calling deep diagnostic tools (get_error_context, analyze_code, apply_code_patch):
claude mcp add tokenectomy npx -y tokenectomy-razor --mcp
agy mcp add tokenectomy-razor -- npx -y tokenectomy-razor --mcp
.cursor/mcp.json){
"mcpServers": { "tokenectomy": { "command": "npx", "args": ["-y", "tokenectomy-razor", "--mcp"] } } }
claude_desktop_config.json){
"mcpServers": { "tokenectomy": { "command": "npx", "args": ["-y", "tokenectomy-razor", "--mcp"] } } }
npm test 2>&1 | npx tokenectomy-razor
When your app crashes during development (Next.js, Express, FastAPI, Tokio), the runtime dumps hundreds of lines of third-party plumbing from node_modules or site-packages.
When you paste that raw crash dump into Cursor or Claude:
node_modules/express/lib/router/layer.js or starlette/routing.py) and tries to edit library files instead of your actual application code.Raw Terminal Crash (45,820 tokens + Leaked Secrets)
│ ▼ <0.2ms Local Rust DFA Engine [Redact Passwords & Keys] ──► [Strip Third-Party Framework Frames] ──► [Isolate Root Cause] │ ▼ Clean Context (118 tokens • Zero Secrets • Sub-millisecond)
TypeError: Cannot read properties of undefined (reading 'token')
at loadComponents (/app/node_modules/next/dist/server/load-components.js:14:2) at renderToHTML (/app/node_modules/next/dist/server/render.js:50:5) at nextServer (/app/node_modules/next/dist/server/next-server.js:80:12) at processTicksAndRejections (node:internal/process/task_queues:95:5) at runMicrotasks (node:internal/process/task_queues:120:3) at checkoutHandler (/app/pages/api/checkout.ts:42:15) Database connection failed: postgresql://admin:super_secret_password@db.prod.internal:5432/primary API key leaked: [PopNx MCP ตัดค่าที่หน้าตาเหมือนกุญแจออก]
> **What Claude does:** Analyzes `load-components.js` and `next-server.js`, speculates on Webpack / Next.js internals, and leaks connection credentials to remote inference logs.
// [Tokenectomy Surgery: 5 internal framework frames pruned (83.3%)]
// Source: /app/pages/api/checkout.ts:42:15 42 | const sessionToken = req.headers.authorization.token; | ^ TypeError: Cannot read properties of undefined (reading 'token') 🛡️ [CONNECTION_STRING_REDACTED] 🛡️ [ANTHROPIC_KEY_REDACTED]
> **What Claude does:** Instantly identifies that line 42 in `checkout.ts` attempted to access `.token` on undefined headers. Suggests optional chaining `req.headers.authorization?.token` immediately. Credentials redacted before transmission.
All performance claims are hardware-grounded and independently reproducible on physical hardware (measured on 10-Core Intel Core i5-1235U @ 15W running Arch Linux, Kernel 6.13):
Hardware Dependency Notice: Performance is hardware-dependent; reported throughput represents measured results on the specified test hardware (10-Core Intel Core i5-1235U @ 15W TDP). Throughput scales with higher TDP desktop/server CPUs and faster memory buses. Developers are encouraged to independently audit performance using the reproduction command below.
📋 Click to expand full raw benchmark terminal log ($ cargo test --release)
$ cargo test --release --test stress_benchmark -- --nocapture
===================================================================================== 🧪 TOKENECTOMY OSS VERIFIABLE HEAVY STRESS BENCHMARK (100% REPRODUCIBLE IN OSS) Hardware: 10-Core / 12-Thread Intel Core i5-1235U | OS: Arch Linux | Kernel Telemetry Active Initial Baseline Process Memory (VmRSS): 3.45 MB =====================================================================================
🔥 [TEST 1/3] QUARTER-MILLION LINES LOG REDACTION TORTURE (250,0
Only the beginning is shown; read the rest in the repo