Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Run Android tests on real phones, or lease one: install, shell, screenshot, logcat.
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.
SAIR_API_KEY, SAIR_API_URLLos valores marcados como secretos son llaves de tu cuenta. Nunca los compartas ni los pegues en un chat.
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Descargar el archivo .mcpb del creador
El enlace lleva al archivo del propio creador; no lo alojamos ni lo reempaquetamos. Abre el archivo y Claude Desktop lo instalará.
Ejecuta esto en tu terminal
Completa los valores vacíos antes de ejecutarlo.
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.
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.
SAIR_API_URL envEsta 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 7 nov 2026
El nombre en el registro se verificó con la cuenta de GitHub compscidr, 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: SAIR_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 (0.1.36) llegó al registro anteayer.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. También necesitas MCPB en tu computadora.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, Python MCP
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.
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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.
SAIR lets CI pipelines safely share physical Android devices. It provides device locking, ADB protocol translation, and per-runner isolation so multiple jobs never collide on the same device.
Without SAIR, every CI job that can see a phone uses it at the same time:
CI job 1 ──┐
├──▶ adb ──▶ Phone ✗ both jobs install / uninstall the same APK CI job 2 ──┘ ✗ one job's reboot or settings change breaks the other's tests mid-run ✗ connectedCheck runs on every attached phone, including ones another job is using
With SAIR, a job must hold a lock before it sees a device, and waiting jobs queue:
CI job 1 ──┐ ┌──▶ Phone A (locked by job 1)
├──▶ Proxy ───────┤ CI job 2 ──┘ ▲ └──▶ Phone B (locked by job 2) │ locks CI job 3 ··· Orchestrator: job 3 waits in the queue until a phone is released
This repo is also a GitHub Action that puts sair-acquire, sair-release, sair-wifi, sair-bluetooth, sair-locks and sair-label on PATH. The tools need an orchestrator account: sign up at sair.run to get an API key, store it as the repository secret SAIR_API_KEY, and set the repository variable SAIR_PROXY_URL to your bench's proxy (see Run). Then:
steps:
The full workflow example explains each step.
A runner with no proxy of its own (e.g. GitHub-hosted, using phones other accounts share) can have the action start one, at the same release as the action. Leave SAIR_PROXY_URL unset; the proxy listens on the default localhost:8550, and its log is at $RUNNER_TEMP/sair-proxy.log:
- uses: compscidr/sair@v0.1.18
with: proxy: true env: SAIR_API_KEY: ${{ secrets.SAIR_API_KEY }}
Used at a branch or SHA rather than a release tag, the action warns and starts the latest release instead.
sair-mcp is an MCP server (stdio) for coding agents. It can run an app's instrumented tests on a real phone in one call, or lease a phone and install APKs, run shell commands, take screenshots and read logcat on it. It talks to the orchestrator's agent API with an API key from sair.run. The agent's machine needs no proxy or adb.
Install it with go install github.com/compscidr/sair/cmd/sair-mcp@latest, take sair-mcp from a release tarball, or use sair-mcp.mcpb from a release (an MCP Bundle for clients such as Claude Desktop). Then add it to your agent, e.g. Claude Code:
claude mcp add sair -e SAIR_API_KEY=sair_... -- sair-mcp
or any client's JSON config:
{ "mcpServers": { "sair": { "command": "sair-mcp", "env": { "SAIR_API_KEY": "sair_..." } } } }
| Tool | Does |
|---|---|
run_tests | Uploads app_apk and test_apk (paths on the agent's machine), waits for the run, returns per-test results, instrument output and a logcat tail |
list_devices | Lists the phones the key may use: serial, model, sdk (API level), shared, in use |
lease_device | Takes a phone (serial, wait_s optional) and returns the lease id |
install_apk | Installs an APK on the leased phone, returns its package |
shell | Runs a command, returns output and exit code |
screenshot | Returns a PNG of the screen |
logcat | Returns the most recent lines (default 500) |
release_device | Ends the lease: uninstalls what it installed and frees the phone |
The server heartbeats the leases it takes, so an agent that thinks for a while between calls keeps its phone. A lease still ends at the plan's maximum (free 15 min, solo 1 h, team 2 h, enterprise 4 h). On a phone shared by another user, shell commands are limited to a safe set (see the orchestrator README). SAIR_API_URL points it at another orchestrator (default https://api.sair.run).
It is listed in the official MCP registry as io.github.compscidr/sair. Every release publishes it: the release workflow builds sair-mcp.mcpb, fills server.json's version, download URL and SHA-256 (the values in the repo are placeholders), and publishes it with mcp-publisher, logged in through GitHub OIDC. Check it with curl "https://registry.modelcontextprotocol.io/v0/servers?search=io.github.compscidr/sair".
curl -fsSL https://raw.githubusercontent.com/compscidr/sair/main/install.sh | bash
This detects your OS and architecture, downloads the latest release, and installs all binaries to ~/.local/bin.
adb installed on the machine with Android devices# 1. Start a real ADB server on a non-default port (5038), so it doesn't
adb -P 5038 start-server
export SAIR_API_KEY=your-api-key
sair-proxy & sair-device-source
The proxy connects to the hosted orchestrator at orchestrator.sair.run by default (with TLS). Override with ORCHESTRATOR_ADDR for local development.
Acquire a device lock (blocks until one is available), run your tests, then release:
ACQUIRE_OUTPUT=$(sair-acquire)
eval "$ACQUIRE_OUTPUT" ./gradlew connectedCheck sair-release
After eval, stock adb automatically talks to the proxy through the scoped port and only sees the locked devices.
When the bench sets WIFI_SSID on the device source, Wi-Fi is managed for you:
--no-wifi hands it over *offline* instead, verified the same way rather than trusting the previous release. --wifi-band 2.4|5|6 (also sair-wifi on --band) joins on that GHz band: the phone scans, the suggestion is pinned to the strongest BSSID of WIFI_SSID it sees in the band, and the join fails if it sees none. The phone's cmd wifi status shows the BSSID and frequency it joined.adb shell and every saved network is forgotten and the radio is toggled, and the reset waits until the phone is offline with the radio back on. The next job never inherits the last one's network. The phone then rejoins the bench Wi-Fi, so it is online between leases and app updates can install (see the Play Store below); the next acquire puts it in the state that job asked for either way..test packages included, with their app data and signed-in accounts), and the browser and mail apps are force-stopped; see BASELINE_PACKAGES, RESET_FORCE_STOP and RESET_CLEAR_PACKAGES. What was removed is written to the proxy log and the lock's log on the orchestrator, naming any Wi-Fi suggestion that went with a package. This runs before the Wi-Fi reset, so a suggestion a test app leaked for the bench network is gone before the reset waits for the phone to be offline.BASELINE_PACKAGES has no effect on this reset, but a local or guest-key lock on the same phone still resets to the baseline, so list apps to keep in BASELINE_PACKAGES. What was removed goes to the proxy log and the bench events, not the lock's log, which is on the holder's proxy. Without that list (it could not be read, the device source is older than the proxy, or no relay got that far) nothing is uninstalled: the proxy logs a warning and reports a failed package reset. Leftovers can then survive until a local lock, because the next borrower's list includes them, as it does when a relay under a new lock arrives before the previous lock's reset (the proxy warns, naming what it suspects).if: always() release step, its runner died, or the proxy was down when the lock expired, is cleaned up by the next job, whose lock log then shows sair: uninstalled … (left by an earlier job). This is local locks only: a relayed lock's next job cleans up nothing.am instrument or a leftover uiautomator server can leave a UiAutomation registered, failing every later instrumentation with UiAutomationService … already registered!. A uiautomator dump probe detects it; sair then kills the shell user's app_process/uiautomator processes, which unregisters it, and reboots only if the probe still fails (never a phone with a secure lock). The lock log gets sair: cleared a leaked UiAutomation registration (killed … | rebooted).dumpsys power says Awake, dumpsys window policy says the keyguard is not showing), with up to three attempts since a one-shot dismiss can race on some phones. A phone whose keyguard stays up fails the acquire with screen locked; that means a PIN, pattern or password is set, which sair cannot dismiss, so set the phone's screen lock to Swipe or None. The reason is also reported as the device's warning (proxy /status, device report) until a wake succeeds. A phone with stay_on_while_plugged_in off is logged as a warning, since it will sleep and re-lock between steps. Android 4.x phones (no wm) are verified through their own mShowingLockscreen field; a dump in a format sair does not know is logged once and treated as unlocked.REBOOT_UPTIME_HOURS (24 by default), while the phone is unacquired: the reset waits for the boot and the wake above before the next acquire of that phone can proceed, and the phone is not offered while it is down. The lock log gets sair: rebooted after release (uptime …) and the proxy's /status lists each phone's last_reboot. This runs before the Wi-Fi reset, so the offline wait is not spent twice. A phone with a PIN, pattern or password is never rebooted this way, since it would come back on "unlock to start" and need a human; the device source logs that with the fix. The wake and the reboot run whether or not the bench manages Wi-Fi.svc bluetooth disable, wait until dumpsys bluetooth_manager says the adapter is fully OFF, svc bluetooth enable, wait until it says ON (30 s each). A BLE stack an earlier job wedged (stuck advertisers, a scanner that neveSolo se muestra el principio; lee el resto en el repo