Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
The open-source talent graph for humans and AI agents. Find developers.
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://www.devglobe.dev/mcpRun this in your terminal
claude mcp add --transport http devglobe https://www.devglobe.dev/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"devglobe": {
"url": "https://www.devglobe.dev/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": {
"devglobe": {
"type": "http",
"url": "https://www.devglobe.dev/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://www.devglobe.dev/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 6, 2026
The registry name was verified with the GitHub account sajeetharan, 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 (1.5.1) 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, LickityClick
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.
Create, edit and track LickityClick short links, campaigns and click stats from your AI assistant.
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.
The open-source talent graph for humans and AI agents.
*26,000+ developers · ranked by stars, commits, repo reach & StackOverflow reputation · searchable by skill, location & language*
DevGlobe is the open-source talent graph for humans and AI agents. It combines a 3D developer map with Azure Cosmos DB vector and hybrid search to surface relevant expertise from real contribution signals rather than popularity alone. The long-term vision is a consent-aware discovery layer where AI agents can find the right human collaborators.
The dynamic application is hosted on Azure Container Apps. Product, API, MCP, Agent Skill, and agent-readiness documentation is published separately on GitHub Pages.
[!IMPORTANT]
Connect an AI agent to DevGlobe: MCP-compatible agents can use the hosted endpoint at
https://www.devglobe.dev/mcpto search public developer profiles without credentials. Verified agents can also request developer-approved introductions. See the MCP setup guide.
Show up while you code: Install DevGlobe: Live Coding Globe, choose Go Live, and appear on the globe while building private coding stats. The extension never reads source code, file paths, repositories, branches, or keystrokes.
DevGlobe: The Open-Source Talent Graph for Humans and AI Agents
git clone https://github.com/sajeetharan/devglobe.git
cd devglobe npm install npm run dev
The app automatically falls back to the bundled sample data (20 developers) when no Cosmos DB credentials are configured. No API keys, no emulator, no setup — just clone and run.
Text search works fully offline. Vector/hybrid search requires Azure OpenAI (see Option 3).
For contributors working on the API layer or data pipeline:
https://localhost:8081 npm run seed-emulator
COSMOS_ENDPOINT=https://localhost:8081
COSMOS_KEY=C2y6yDjf5/R+ob0N8A7Cgv30VRDJIWEHLM+4QDU5DE2nQ9nDuVTqobD4b8mGGyPMbIZnqyMsEcaGQy67XIw/Jw==
npm run dev
The emulator key above is Microsoft's well-known emulator key — it is intentionally public and only works locally.
For the complete experience including AI-powered search:
# .env.local
COSMOS_ENDPOINT=https://your-account.documents.azure.com:443/ COSMOS_KEY=your-cosmos-key AZURE_OPENAI_ENDPOINT=https://your-openai.openai.azure.com/ AZURE_OPENAI_KEY=your-openai-key EMBEDDING_DEPLOYMENT=text-embedding-3-small AZURE_OPENAI_CHAT_DEPLOYMENT=gpt-4o-mini
AZURE_OPENAI_CHAT_DEPLOYMENT enables generated fun facts on identity cards. Cards use factual profile copy when the chat deployment is unavailable.
Production serves the Next.js application from Azure Container Apps, high-volume public API reads from Azure Functions, and the developer snapshot from Azure Blob Storage. See docs/azure-backend.md for the resource layout, environment switches, and deployment checks.
npm run dev
| Layer | Technology |
|---|---|
| Frontend | React 19, Three.js (react-globe.gl), Next.js 15 |
| Search | Azure Cosmos DB (vector + hybrid search) |
| API | Next.js API Routes |
| Hosting | Azure Container Apps and Azure Functions |
| Data Pipeline | Node.js scripts (GitHub GraphQL, StackOverflow API, geocoding) |
| Dimension | Weight | Source |
|---|---|---|
| GitHub Stars | 20% | Total stars across repos |
| GitHub Commits | 20% | Yearly commit activity |
| Repo Reach | 15% | Forks + watchers |
| SO Reputation | 25% | StackOverflow reputation |
| SO Engagement | 15% | Answer acceptance × count |
| Community | 5% | Followers + badges |
All dimensions are log-normalized to prevent outlier domination.
Requires API keys — copy .env.example to .env and fill in your tokens.
npm run fetch-github # Fetch top devs from GitHub GraphQL
npm run fetch-stackoverflow # Enrich with StackOverflow reputation npm run geocode # Convert locations to lat/lng npm run build-data # Run full pipeline npm run upload-cosmos # Upload to Azure Cosmos DB
Verified community credentials are stored explicitly on each developer document. Do not infer them from stars, followers, or profile text.
{
"login": "example", "specialTags": ["github-star", "microsoft-mvp", "aws-community-builder"] }
Supported IDs: github-star, microsoft-mvp, google-developer-expert, docker-captain, cncf-ambassador, aws-hero, and aws-community-builder. The legacy docker-champion ID remains supported. The upload script preserves this field from source JSON, and the list, detail, and search APIs project it from Cosmos DB.
Populate exact GitHub-login matches from the official GitHub Stars, Google Developer Experts, and CNCF Ambassadors rosters:
npm run populate-special-tags # Dry run
npm run populate-special-tags -- --apply # Patch verified matches in Cosmos DB
The command preserves existing tags and is idempotent. Other credentials require an official profile that explicitly identifies the developer's GitHub account; do not populate them by matching display names.
├── index.html # Entry HTML
├── src/ │ ├── main.jsx # Application bootstrap │ ├── App.jsx # Root component, data loading │ ├── components/ │ │ ├── Globe.jsx # 3D globe (react-globe.gl) │ │ ├── Leaderboard.jsx # Ranked sidebar with filters │ │ ├── SearchBar.jsx # Hybrid/vector search input │ │ ├── DetailPanel.jsx # Developer detail card │ │ ├── Header.jsx # Top bar with branding │ │ └── LoadingOverlay.jsx # Loading state │ └── utils/ │ ├── scoring.js # Composite scoring algorithm │ └── format.js # Number formatting helpers ├── api/ │ ├── developers.js # List all developers │ ├── developer.js # Single developer lookup │ └── search.js # Cosmos DB vector/hybrid search ├── scripts/ # Data pipeline scripts ├── styles/main.css # Dark theme styles └── data/ └── developers-sample.json # Sample data for local dev
Pushes to main build the standalone Next.js image in Azure Container Registry and deploy it to Azure Container Apps through GitHub Actions OIDC. The deployment identity requires Contributor access scoped to the application resource group and these repository variables: AZURE_CLIENT_ID, AZURE_TENANT_ID, and AZURE_SUBSCRIPTION_ID.
Required environment variables:
| Variable | Purpose |
|---|---|
COSMOS_ENDPOINT | Azure Cosmos DB endpoint |
COSMOS_KEY | Azure Cosmos DB key |
COSMOS_DATABASE | Database name |
COSMOS_CONTAINER | Container name |
COSMOS_ACTIVITY_CONTAINER | Rolling GitHub activity container (activities) |
COSMOS_CONTACTS_CONTAINER | Private lifecycle-email contact container (developer-contacts) |
COSMOS_ENGAGEMENT_CONTAINER | Privacy-filtered engagement events (default: engagement-events) |
COSMOS_CONTRIBUTION_STATE_CONTAINER | Shared GitHub recommendation quota state (default: contribution-opportunity-state) |
ENGAGEMENT_HASH_SECRET | HMAC secret for session-window deduplication; defaults to SESSION_SECRET |
ACTIVITY_INGEST_SECRET | Bearer secret for the activity collector endpoint |
RESEND_API_KEY | Optional Resend API key for claim and approval emails |
EMAIL_FROM | Sender on a domain verified by Resend |
COSMOS_WATCHLIST_CONTAINER | Optional private watchlist container name (default: watchlists) |
COSMOS_IMPACT_HISTORY_CONTAINER | Optional impact snapshot container name (default: impact-history) |
COSMOS_LIVE_PRESENCE_CONTAINER | Opt-in live heartbeat container (default: live-presence) |
COSMOS_CODING_STATS_CONTAINER | Private daily coding aggregates (default: coding-stats) |
CRON_SECRET | Bearer token shared by protected cron endpoints and Azure Timer Functions |
EMAIL_PREFERENCE_SECRET | HMAC secret for weekly-email unsubscribe links; defaults to SESSION_SECRET |
Lifecycle emails are transactional and best-effort. Claims use the verified primary email authorized through GitHub OAuth; self-nominations collect an explicitly consented notification address. Addresses are stored only in the private developer-contacts container and are never projected by public APIs or copied into developer documents. Create the container before deployment:
npm run setup-contacts-container
See the [lifecycle email PRD](docs/prd/lifecycle-email-not
Only the beginning is shown; read the rest in the repo