Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Datasets for founders: directories, newsletters, and agencies, with metrics attached.
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.
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Works in Claude on the web, desktop and mobile:
https://mcp.servicegraph.coRun this in your terminal
claude mcp add --transport http servicegraph https://mcp.servicegraph.coPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"servicegraph": {
"url": "https://mcp.servicegraph.co"
}
}
}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": {
"servicegraph": {
"type": "http",
"url": "https://mcp.servicegraph.co"
}
}
}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.servicegraph.coMenu 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 against the domain mcp.servicegraph.co (the registry checks domain ownership)
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 (0.1.1) reached the registry 5 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, AI Deprecations
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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AI model shutdown dates, replacements, change feed and webhook alerts for 8 providers.
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.
Datasets for founders — where to launch, who to email, who to hire.
Agent Skills for ServiceGraph — structured, metrics-enriched business datasets your agent can filter, rank, and pull contact data from. One filter DSL, one credit balance, many datasets:
| Dataset | Size | Enriched with |
|---|---|---|
| Agencies (US professional-services firms) | 110k+ | services · size · location · ratings |
| Business directories | 3,500+ | industry · domain rating · traffic |
| Product directories | 850+ | submission policy · domain rating · traffic |
| Newsletters | 50k+ | subscribers · topics · post cadence |
| _subreddits, influencers_ | _coming soon_ |
The branded `servicegraph` skill works against every dataset — say "servicegraph" and your agent discovers what datasets exist, learns each one's schema and filters, searches free, and unlocks detail with credits. **The specific find-* skills cover two datasets today. For the Agencies dataset — law, marketing, design, consulting, accounting, IT services, AI/ML, web development, engineering, HR, PR, cybersecurity, and more — filterable by industry, services, location, size, ratings, and third-party listings. And for the Product directories** dataset — where to *launch* a software product and *earn backlinks* — covering general product/SaaS launches, MCP-server registries, and AI-tool / AI-agent / agent-skill directories, ranked by Domain Rating and organic traffic. More per-use-case skills for the newsletter and other datasets land here as they ship — same install, same API key, same DSL.
Compatible with 19+ AI agents including Claude Code, Codex, Cursor, GitHub Copilot, Gemini, Cline, Goose, Windsurf, and any other harness that supports the Agent Skills format.
npx skills add nostrband/servicegraph --skill find-service-providers
npx skills add nostrband/servicegraph
API key: browsing, filtering, and brief cards are free, but every call needs a key. Create one at servicegraph.co/profile/api-keys (2,000 free credits on signup, no card) and put it in your shell or .env.local as SERVICEGRAPH_API_KEY=vk_…. Skills prompt for it on first use and never read the value into the model's context.
servicegraph — the branded entry point
The generic, dataset-agnostic way to drive ServiceGraph. Launch it by naming the brand; it discovers what datasets exist and each one's schema and filters through the API, searches free brief rows, and unlocks contact + metric detail with credits — no datasets or fields hardcoded, so it stays correct as new data lands.
Use when:
find-service-providers — the umbrella skill
Find, shortlist, vet, or enrich US professional-services firms across all 22 industries in the catalog — law, marketing, consulting, accounting, IT services, architecture, engineering, HR, PR, design, and more.
Use when:
find-marketing-agency
Find US marketing agencies — branding, content marketing, PPC/paid media, social, email, performance/demand-gen, video production, full-service digital. Auto-pins industry:marketing_agency so the agent doesn't have to.
Use when:
find-seo-agency
Find US SEO agencies — technical, on-page/off-page, link-building, content-led, local, ecommerce, B2B SEO, audits. Auto-pins industry:marketing_agency service_provided:seo.
Use when:
find-design-agency
Find US design and creative agencies — graphic design, UX/UI, product design, brand identity, packaging, illustration, motion design, creative direction. Auto-pins industry:design_creative. Defers to find-marketing-agency for marketing-led engagements where design is one of several services, and to find-web-developer when the deliverable is a built website rather than design assets.
Use when:
find-software-developer
Find US software development firms — custom software, web/mobile development, backend/API, DevOps/cloud consulting, system integration, hosting. Auto-pins industry:it_services. Defers to find-web-developer for strictly website/landing-page projects, and to find-ai-consultancy for AI/ML modeling and data-engineering work.
Use when:
find-web-developer
Find US web development firms — building, refreshing, or rebuilding marketing sites, landing pages, ecommerce, WordPress/Webflow/Shopify, headless CMS, microsites, and web frontend work. Auto-pins industry:it_services service_provided:web-development. Defers to find-software-developer for backend/API/mobile work, and to find-marketing-agency when scope spans broader marketing.
Use when:
find-ai-consultancy
Find US AI/ML and data consulting firms — AI/ML development, MLOps, generative AI / LLM apps (RAG, chatbots, agents), computer vision, NLP, recommendation systems, data engineering, BI/analytics. Auto-pins industry:data_ai_consulting. Defers to find-software-developer for general app/backend work where AI is just a feature.
Use when:
find-law-firm
Find US B2B law firms — corporate, IP/patent, M&A and securities, employment, commercial litigation, regulatory/compliance, data privacy/ cyber, real estate, tax. Auto-pins industry:legal. The catalog is B2B-only — consumer-personal matters (divorce, personal injury, criminal defense, estate planning, family law, wills) are explicitly out of scope.
Use when:
find-cpa-firm
Find US accounting and tax firms (CPA firms) — financial-statement audit, SOC 1/2, corporate tax, bookkeeping for businesses, advisory/fractional CFO, M&A diligence, 409A valuations, R&D tax credits, IPO readiness, sales-and-use tax. Auto-pins industry:accounting_tax. B2B-only — personal tax prep (1040, individual estate, retirement planning) is out of scope.
Use when:
find-management-consultant
Find US management consultancies — strategy, operations, executive coaching, leadership development, org-development/change management, PMO/program management, sales/revenue ops. Auto-pins industry:management_consulting and uses the service_provided sub-tags (strategy-consulting, operations-consulting, etc.).
Use when:
find-engineering-firm
Find US real-world engineering firms — civil, structural, MEP, mechanical, electrical, geotechnical, transportation, environmental, manufacturing. Auto-pins industry:engineering_services. NOT for software engineering — defers software-dev / "engineering team" / SaaS-architecture asks to find-software-developer. Skips residential or consumer architecture asks.
Use when:
find-recruiting-firm
Find US recruiting and staffing firms — executive search/retained search, RPO, tech/sales/healthcare recruiting, contingent/contract staffing, temp staffing. Auto-pins industry:hr_recruiting_staffing. Procures an external recruiting firm — does NOT fire on recruiting-an-employee asks ("hire a recruiter for our team", "where should I post the job"), candidate-side asks, or in-house recruiter hires.
Use when:
find-pr-agency
Find US public-relations and communications agencies — media relations, crisis comms, investor relations (IR), product-launch PR, tech/startup PR, healthcare PR, B2B PR, public affairs, brand reputation, internal communications. Pins service_provided:public-relations. Defers to find-marketing-agency when scope spans broader marketing beyond PR/comms.
Use when:
find-cybersecurity-firm
Find US cybersecurity firms — pen-testing/red team, security audits, vCISO, SOC 2 readiness, incident response, managed SOC, IAM, cloud security, AppSec. Pins service_provided:cybersecurity. B2B-only — consumer-personal cybersecurity ("my Gmail got hacked", "secure my home wifi") is out of scope.
Use when:
Only the beginning is shown; read the rest in the repo