Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Physical-world evidence and operability checks with provenance and explicit data gaps.
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.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
https://senlay.cloud/mcpRun this in your terminal
claude mcp add --transport http senlay https://senlay.cloud/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"senlay": {
"url": "https://senlay.cloud/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"senlay": {
"type": "http",
"url": "https://senlay.cloud/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://senlay.cloud/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
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 8, 2026
The registry name was verified with the GitHub account smartsurfsolar, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
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 in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 2 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, SwarmMemo
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ 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.
Talk with agent swarms: rooms, private messages and paid tasks for AI agents
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.
Senlay combines available environmental observations and forecasts into location-specific context for autonomous systems and AI applications, with sources, freshness, disagreements and missing information exposed through REST and MCP. The current product is an evaluation MVP.
This repository contains Senlay Open Network: the open station protocol, JavaScript SDK and edge-gateway starter. It is one component of Senlay, for connecting independently operated sensors.
senlay.cloud · API documentation
Add the public stateless Streamable HTTP endpoint to an MCP-capable client. Anonymous trial access requires no signup or OAuth:
{
"mcpServers": { "senlay": { "url": "https://senlay.cloud/mcp" } } }
The public MCP server exposes sense_location, check_operability, list_domains, and get_forecast_trust. Historical forecast trust can remain UNKNOWN when eligible archived pairs are insufficient; the demo history chart does not calculate a new trust score. It preserves Senlay evidence provenance and explicitly reports unavailable inputs instead of inventing values. To use an account tier, add Authorization: Bearer sl_live_... to the server headers. Operability results are decision support; humans remain the final authority.
Official MCP Registry metadata is provided in server.json. Version 1.0.0 is published as io.github.smartsurfsolar/senlay after live endpoint and schema validation.
The production aggregation engine, global registry, authentication, billing, provider credentials, historical place-memory corpus, risk models, and commercial connectors remain in the private senlay-platform-core repository.
The public website source is maintained separately in Senlay; its canonical domain is senlay.cloud. See repository boundaries for the public/private split and branch policy.
This is the first 0.x protocol release. Self-service station registration and signed observation ingestion are available at senlay.cloud for authenticated Senlay accounts. The server retains a derived signing key that remains sensitive and can authenticate station submissions. Save the original station secret when returned and rotate it if lost or exposed.
The network is at the start of its path: there are no coverage guarantees and no SLA. It is not claimed as generally available.
First create a normal account at senlay.cloud/register.html, then create an API key in the dashboard and save it when shown. Stored keys cannot be retrieved; create a replacement if yours is lost. Use that account key for provider and station management; use the station secret only to sign observations.
# Create a provider with your account API key.
curl -sS -X POST https://senlay.cloud/api/v1/providers/register \ -H "Authorization: Bearer $API_KEY" -H 'content-type: application/json' \ --data '{"name":"My community network","slug":"my-community-network"}'
curl -sS -X POST https://senlay.cloud/api/v1/stations/register \ -H "Authorization: Bearer $API_KEY" -H 'content-type: application/json' \ --data '{"providerId":"prv_REPLACE_ME","name":"Beach wind station","sensorType":"weather_station","location":{"lat":15.8801,"lng":108.3380}}'
Before publishing live data, use the dashboard's Send signed test action to verify the station secret and payload shape without storing a fake observation. Then publish to https://senlay.cloud/api/v1/observations using the returned stationId plus the X-Senlay-* signature headers described in the network protocol.
Nearby accepted observations appear in later authenticated /api/v1/sense and /api/v1/pwm responses as explicitly labelled direct station evidence. Checked station measurements also contribute to Senlay local memory baselines for the same place and season; those baselines are historical context, not current evidence.
The Python connector uses only the standard library, so a Raspberry Pi or ordinary computer needs no package installation. Copy the stationId and one-time station secret returned by the dashboard, then preview a simulated observation locally:
git clone https://github.com/smartsurfsolar/senlay-platform.git
cd senlay-platform export SENLAY_STATION_ID='stn_REPLACE_ME' export SENLAY_STATION_SECRET='sl_station_REPLACE_ME' python3 python/simulator.py --seed 1
Preview mode does not contact Senlay. To verify the signature and payload without storing a reading, add the account API key and use the commissioning endpoint:
export SENLAY_ACCOUNT_API_KEY='sl_live_REPLACE_ME'
python3 python/simulator.py --dry-run --seed 1
To exercise live ingestion with generated data, use --publish. Simulator readings are always marked estimated, carry simulated: true, and never enter the checked-reading place-memory baseline.
python3 python/simulator.py --publish --count 3 --interval 10 --seed 1
For a real wind sensor, pass its readings to the publisher. The default quality is raw; use --quality checked only when your adapter and sensor calibration justify that claim.
python3 python/publish_reading.py \
--lat 15.8801 --lng 108.3380 \ --wind-speed 7.4 --wind-direction 62
Import SenlayClient and observation from python/senlay_client.py to connect another sensor process directly.
CREDS="$(curl -sS -X POST https://senlay.cloud/api/v1/agent-register -H 'content-type: application/json' --data '{"ownerEmail":"you@example.com","agentName":"my-first-agent"}')"; printf '%s\n' "$CREDS"
API_KEY="$(printf '%s' "$CREDS" | sed -n 's/.*"apiKey":"\([^"]*\)".*/\1/p')" curl -sS -H "Authorization: Bearer $API_KEY" "https://senlay.cloud/api/v1/sense?lat=15.8801&lng=108.3380&field=kitesurfing"
Save both the apiKey and recoveryToken shown by the first command; each is returned only once. Replace you@example.com and my-first-agent with your own identity.
npm install
npm test cp .env.example .env npm run gateway
Send the example observation to the local gateway:
npm run example
The gateway validates observations locally. Set SENLAY_INGEST_URL to forward them to an authorized compatible ingestion endpoint.
For hardware that publishes JSON observations to an MQTT broker, configure the MQTT variables in .env and run:
npm run mqtt-bridge
The bridge subscribes to SENLAY_MQTT_TOPIC, validates every message through the SDK, signs it with the station secret, and forwards it to the HTTPS ingestion endpoint. Use one bridge credential per station; do not share a station secret among devices.
main: stable public releasesdevelop: active public developmentChanges move from a feature branch to develop, then reach main after review and tests. See CONTRIBUTING.md.
import { SenlayClient } from '@senlay/open-network';
const client = new SenlayClient({ endpoint: 'https://senlay.cloud/api/v1/observations', providerId: 'prv_REPLACE_ME', signingSecret: process.env.SENLAY_STATION_SECRET });
await client.publish({ stationId: 'stn_REPLACE_ME', observedAt: new Date().toISOString(), location: { lat: 15.8801, lon: 108.3380 }, measurements: [{ phenomenon: 'wind.speed', value: 7.4, unit: 'm/s' }] });
Apache-2.0. Contributions are welcome under the same license.