Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
AI agents run business processes on your business data. Every change is attributed and reversible.
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We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
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Works in Claude on the web, desktop and mobile:
https://mcp.aviansuite.com/mcpRun this in your terminal
claude mcp add --transport http stellar-jay https://mcp.aviansuite.com/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"stellar-jay": {
"url": "https://mcp.aviansuite.com/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": {
"stellar-jay": {
"type": "http",
"url": "https://mcp.aviansuite.com/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://mcp.aviansuite.com/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 7, 2026
The publisher (aviansuite.com) is not the repo owner (kyle-visner); someone else may have listed it
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 0 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 (0.7.1) reached the registry 35 days 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, MCP Server Autocad Lisp Helper
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.
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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.
Stellar Jay is the open-source data store that powers [AvianSuite](https://aviansuite.com). AvianSuite is an agent-native business data platform: AI agents run business processes like sales follow-up and bookkeeping on your company's data, and every change they make is versioned, attributed to the agent that made it, and reversible. Think of it as Git for your business data.
Agents connect over MCP. The server is listed in the MCP registry as com.aviansuite/stellar-jay, and the CRM (Martin) and bookkeeping (Magpie) apps run on the same store. This project was formerly called JayBase.
Connect an agent with the MCP server. On AvianSuite, add the remote server:
# Claude Code
claude mcp add --transport http aviansuite https://mcp.aviansuite.com/mcp
// Cursor: .cursor/mcp.json
{"mcpServers": {"aviansuite": {"url": "https://mcp.aviansuite.com/mcp"}}}
In Claude and ChatGPT, add a custom connector with the same URL.
For a self-hosted store, run the local server instead:
{
"mcpServers": { "aviansuite": { "command": "stellarjay-mcp", "env": {"STELLARJAY_URL": "https://store.example.com", "STELLARJAY_TOKEN": "writer-token"} } } }
Install it with go install github.com/kyle-visner/stellarjay/cmd/stellarjay-mcp@latest. Tools and details: docs/mcp.md.
Clients want agents that do the work, not just read about it. But when an agent writes straight into a CRM or ticketing system, one bad decision or runaway loop can overwrite or delete records, and there is often no way back.
Stellar Jay is built so that can't happen:
Every fact keeps its evidence and the agent that recorded it, so any wrong one is visible, attributed and correctable.
Developers, consultants, and small teams moving from read-only copilots to agents that are allowed to act: operations, accounting, approvals, support, and other work where the data matters. Each store serves one organization. Many agents and apps can share it.
Requires Go 1.22 or later.
1. Install and create secrets.
go install github.com/kyle-visner/stellarjay/cmd/stellarjay-server@latest
stellarjay-server init ./secrets
init creates a data encryption key and prints an admin, writer, and reader token once. Save them in a password manager.
2. Start the server.
export STELLARJAY_DATA_DIR=./data
export STELLARJAY_DATA_KEY_FILE=./secrets/data_key export STELLARJAY_AUTH_FILE=./secrets/auth.json stellarjay-server serve
It listens on 127.0.0.1:8080.
3. Record a fact. In another terminal:
export STELLARJAY_URL=http://127.0.0.1:8080
export STELLARJAY_TOKEN='the-writer-token'
curl -fsS -X POST "$STELLARJAY_URL/v1/events" \ -H "Authorization: Bearer $STELLARJAY_TOKEN" \ -H "Content-Type: application/json" \ -H "Idempotency-Key: first-fact" \ --data '{ "type": "business.fact", "entity_id": "customer-42", "command": "fact assert", "payload": {"predicate": "primary_contact", "value": "Ada Lovelace"}, "expected_root": "" }'
expected_root is empty only for the first entry in a new store. After that, read the current value from GET /v1/root and send it with each write, so a write based on stale information is refused. The API guide covers reading history, pagination, named checkpoints, and snapshots.
4. Connect an agent. Point the MCP server at your store:
go install github.com/kyle-visner/stellarjay/cmd/stellarjay-mcp@latest
Then use the self-hosted config from Agent setup with STELLARJAY_URL=http://127.0.0.1:8080 and your writer token. Agents that don't use MCP can read $STELLARJAY_URL/llm.txt, which explains how to work with the store.
For a production store with HTTPS, you need a Linux host with Docker Compose, ports 80 and 443 open, and a DNS record pointing a domain at the host.
git clone https://github.com/kyle-visner/stellarjay.git
cd stellarjay cp .env.example .env
go run ./cmd/stellarjay-server init ./secrets
docker compose up -d --build curl https://stellarjay.example.com/health/ready
init will not replace existing secrets. The operations runbook covers backups, token rotation and upgrades, and the security model covers keys, roles and hardening. Or skip all of this and use AvianSuite.
GOCACHE=/tmp/stellarjay-gocache go test -race ./...
GOCACHE=/tmp/stellarjay-gocache go vet ./... docker compose config docker build -t stellarjay:test .
AGPL-3.0-or-later. See LICENSE. Hosted Stellar Jay is available from AvianSuite.