Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Self-healing web access for AI agents — recovers through bot blocks, captchas and JS pages.
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
Elige la app de IA que usas y copia la configuración.
DLBROWSER_API_KEYLos valores marcados como secretos son llaves de tu cuenta. Nunca los compartas ni los pegues en un chat.
Necesitas
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Abre Claude Desktop → Settings → Developer → Edit Config y pega esto en claude_desktop_config.json
{
"mcpServers": {
"dlbrowser": {
"command": "uvx",
"args": [
"dlbrowser"
],
"env": {
"DLBROWSER_API_KEY": "your-value"
}
}
}
}Ejecuta esto en tu terminal
claude mcp add dlbrowser --env DLBROWSER_API_KEY=your-value -- uvx dlbrowserCompleta los valores vacíos antes de ejecutarlo.
Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"dlbrowser": {
"command": "uvx",
"args": [
"dlbrowser"
],
"env": {
"DLBROWSER_API_KEY": "your-value"
}
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"dlbrowser": {
"type": "stdio",
"command": "uvx",
"args": [
"dlbrowser"
],
"env": {
"DLBROWSER_API_KEY": "your-value"
}
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Este se ejecuta en tu computadora, y ChatGPT solo puede conectarse a servidores en internet. Elige otra app.
Tu elección se guarda en una cookie en este dispositivo; no necesitas cuenta.
Esta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Se ejecuta en tu computadora; la lista de herramientas aparece en tu app de IA después de instalarlo.
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 6 nov 2026
El nombre en el registro se verificó con la cuenta de GitHub DekryptLabs, dueña del repo
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Este se ejecuta en tu computadora; no hay endpoint en internet
Se ejecuta en tu computadora y usa ajustes locales en su lugar
Se ejecuta en tu computadora; solo podemos leer listas de herramientas de endpoints en internet
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Superó 1 de 1 revisiones básicas aplicables. No hemos leído el código. Antes de agregar una clave o un token, revisa qué acceso pide el servidor y usa una clave que tenga solo los permisos que necesitas.
Debes completar: DLBROWSER_API_KEY
Se ejecuta en tu computadora. Tu app de IA lo inicia cuando hace falta, y los datos no pasan por los servidores del creador (a menos que el propio servidor llame a un servicio en línea).
El repo de GitHub cambió por última vez –, y la última versión (4.0.2) llegó al registro hace 4 meses.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. También necesitas Python (uv) en tu computadora.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, zanadir
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
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.
Find what a repository's CI is missing, and which security checks cannot fail the build.
Copiado tal cual del repo del creador. PopNx MCP no lo ha revisado ni lo respalda. Se quitaron HTML, imágenes y scripts. Los enlaces llevan fuera de este sitio.
Cloudflare, captchas, and JavaScript walls block the tools agents use to browse — silently. DLBrowser is the one that gets through. One line. Self-healing. Metered to the credit.
npx dlbrowser connect --key dlb_xxx
*Wires DLBrowser into Claude Code, Cursor, Windsurf, Cline & Codex in one command. Your agent gets 11 web tools that actually reach the page.*
pip install dlbrowser
dlbrowser fetch https://example.com
Every fetch tells you which backend got through and how long it took — because the engine picks the cheapest one that works and only escalates when a site fights back:
{ "success": true, "backend": "curl_cffi", "load_time": 0.03, "blocked": false }
And every run is metered against a plan, in the open — no surprise invoice:
{ "plan": "scout", "remaining_daily": 497, "remaining_monthly": 2497,
"upgrade_url": "https://dekryptlabs.github.io/dlbrowser/pricing.html" }
That's a real response from the live gateway. Start free — 2,500 credits, no card.
You wire web access into an agent. It works in the demo. Then it meets the real web:
"" — not an error, an empty string — and keeps going.DLBrowser is the capability layer that fixes this. Not a scraper. Not a crawler. Acquisition infrastructure for AI agents — reliable, observable, billable.
curl_cffi → tls_client → playwright → nodriver (CDP) → firecrawl
~50ms ~200ms full JS max stealth last resort HTTP-level, no browser │ browser-level, real Chromium └── auto-escalates when a block is detected
~70% of real fetches never need a browser. Starting with a 50ms request and climbing the ladder only on a detected block keeps you fast and cheap — while still getting through the sites that stop everything else. Five backends. Firecrawl has two. Crawl4AI has one.
| 🔁 Self-healing fallback | Five backends auto-escalate on block. Your agent stops getting an empty string. |
| 💸 Per-run cost telemetry | Every run logs backend, credits, and estimated cost to a queryable ledger. No competitor exposes this. Your CFO can finally answer "what does our web data cost?" |
| 🪙 Token-efficient | Returns clean markdown/extracted content, not raw HTML — ~4× fewer tokens into your agent's context on content pages (measured). Lower API cost, more window, better signal. |
| 🎯 No JS multipliers | 1 credit per page on *any* backend. Firecrawl & ScrapingBee charge 5–7× for JS rendering. |
| 🔒 Atomic metering | Reservation-based — 0% overshoot, even under concurrency. You're never billed past your quota. |
| 🧠 LLM extraction | Natural language → structured JSON. Runs against a local/free model — no cloud key required. |
| 📦 MIT, self-hostable | Full feature parity self-hosted. Your data never leaves your infra. The hosted gateway just saves you running proxies + captcha infra. |
| 🔌 MCP-native | 11 tools with use-first descriptions, so your agent reaches for DLBrowser over its flaky built-in browser. |
Raw HTML pours tags, scripts, and boilerplate into your agent's context — you pay tokens for noise, and the model burns attention parsing soup. DLBrowser returns clean markdown or extracted content instead.
Real measurement through the live gateway — a Wikipedia article:
| Mode | Tokens (approx) | vs raw HTML |
|---|---|---|
| Raw HTML | ~57,000 | — |
| Markdown | ~13,000 | ~77% fewer |
| Article | ~42,000 | ~27% fewer |
~4× less context per fetch on a content page — lower API cost, more room in the window, and better signal for the model to reason over. Savings vary by page (a sparse link list saves little, and your agent picks the mode) — so measure your own:
import asyncio, tiktoken
from hermes_browser import fetch # pip install dlbrowser enc = tiktoken.get_encoding("cl100k_base") raw = asyncio.run(fetch(url, mode="html"))"content" md = asyncio.run(fetch(url, mode="markdown"))"content" print(len(enc.encode(raw)), "→", len(enc.encode(md)), "tokens")
npx dlbrowser connect --key dlb_xxx
Or point any MCP client at the free hosted demo gateway (try it with no local setup — some features are gated on the demo; self-host for the full engine):
claude mcp add dlbrowser --transport http \
--url https://api.dekryptlabs.com \ --header "Authorization: Bearer dlb_xxx"
Your agent immediately has: fetch · scrape · smart_extract · screenshot · markdown · crawl · search · serp · status · account · topup.
Agent / CLI / Extension / MCP client
│ ┌────┴─────┐ │ Gateway │ Paywalled — 401 no key · 402 over quota · free: status/account └────┬─────┘ ┌────┴─────┐ │ Router │ Adaptive per-domain scoring: success · latency · cost · freshness └────┬─────┘ ┌────┴─────────────────────────────┐ │ curl_cffi → tls → playwright → │ self-healing cascade │ nodriver → firecrawl │ └────┬─────────────────────────────┘ ┌────┴─────┐ │ Ledger │ per-run backend · credits · cost · trace_id (OpenTelemetry) └──────────┘
The router learns per-domain — more usage, better routing. Everything above the gateway is MIT and self-hostable. Read the code before you trust it; that's the point of open source.
On many real sites, with no browser at all. We tested 5 Cloudflare-protected sites from a datacenter IP with no residential proxy (worst case):
| Site | Result | How |
|---|---|---|
| nowsecure.nl (CF challenge test) | ✅ pass | TLS impersonation |
| crunchbase.com | ✅ pass | curl_cffi, 0.3s, no browser |
| nike.com | ✅ pass | curl_cffi, 1.2s, no browser |
| g2.com | ❌ 403 | Cloudflare Enterprise — datacenter IP blocked by reputation |
| zillow.com | ❌ 403 | Enterprise + captcha — needs residential IP |
3/5 passed on HTTP-level TLS impersonation alone. The two failures weren't fingerprint failures — they're IP-reputation blocks that need residential-proxy routing (supported, disabled in this test). No tool beats Cloudflare universally; DLBrowser's answer is layered escalation. Full methodology + "what beating Cloudflare actually means" → marketing/cloudflare.md.
We have not published broad head-to-head benchmarks vs Firecrawl/Crawl4AI yet — those are next, with the methodology published alongside. We don't print numbers we made up. Don't trust our table — run it on your own hardest sites:
pip install "dlbrowser[full]" && python3 -m playwright install chromium
dlbrowser fetch # see the backend that got through
| Plan | Price | Credits | Daily cap | Backends | Captcha | Proxy | LLM | Keys |
|---|---|---|---|---|---|---|---|---|
| Scout | Free | 2,500 one-time | 500 | curl_cffi | — | — | — | 1 |
| Analyst | $29/mo | 100,000/mo | 5,000 | + tls_client | — | — | 50k | 3 |
| Operator | $85/mo | 500,000/mo | 25,000 | + playwright | ✓ | — | 200k | 10 |
| Command | $299/mo | 2,000,000/mo | 100,000 | all + nodriver | ✓ | ✓ | 1M | 50 |
| Enterprise | from $999/mo | 10M–100M+/mo | — | all + dedicated | ✓ | ✓ | ∞ | ∞ |
1 credit = 1 page, any backend. Annual 20% off. Self-hosting is free forever. Full pricing → PRICING.md · hosted: dekryptlabs.github.io/dlbrowser/pricing.html
Enterprise plans publish real prices (from $999/mo) — no "call us" black box. sales@dekryptlabs.com
DLBrowser is for teams running AI agents that need reliable, observable, cost-controlled web access at scale.
| Resource | Link |
|---|---|
| Getting Started | GETTING_STARTED.md |
| Integrations (LangChain / LlamaIndex) | INTEGRATION_QUICKSTART.md |
| Self-Hosted Deploy | DEPLOYMENT.md |
| Comparison vs Firecrawl / Crawl4AI | COMPARISON.md |
DLBrowser is MIT and free forever, and we keep a free hosted demo gateway running for everyone. Sponsoring funds new backends, published benchmarks, site-specific scrapers, and keeps the free tier free. If it saves your agents from getting blocked — or saves you tokens — please consider it.
[Become a sponsor →](https://github.com/sponsors/shivam27cool) · tiers from $10/mo to $1,000/mo. Full perks in SPONSORS.md. $25/mo and up puts your name (or logo, at $100+) in the banner below — seen by everyone who visits the repo, the PyPI page, and the npm page.
Be the first — your name or logo here.
Become a sponsor →
Give your agent the whole web.
npx dlbrowser connect --key dlb_xxx
Built by Dekrypt Labs · MIT License · sales@dekryptlabs.com
mcp-name: io.github.DekryptLabs/dlbrowser