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:

• "Use ServiceGraph to find …"
• "What datasets does ServiceGraph have?"
• "Search ServiceGraph for … / look this up in ServiceGraph"
• "Pull contacts from ServiceGraph for these domains"
• The dataset you need has no specific skill below yet

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 me three boutique IP law firms in California"
• "Build a longlist of 50 mid-size US management consultancies"
• "Here are 12 agency domains — pull contact info and confirm which are US-based"
• The user's intent doesn't fit a more specific skill below

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:

• "Shortlist three B2B branding agencies in California"
• "Find a PPC shop with ecommerce experience"
• "We need a content marketing partner for a SaaS launch"

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 me an SEO agency in Texas"
• "Shortlist three technical SEO consultancies for SaaS"
• Indirect phrasings: "organic traffic is flat", "improve our Google rankings"

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 me a UX/UI design agency for our SaaS product"
• "Shortlist three brand-identity studios in NY for our rebrand"
• "Packaging design firm for a CPG launch"

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 me a software dev shop in Austin"
• "Shortlist three custom-software firms with healthcare experience"
• "We need a mobile app developer for our iOS launch"

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 a web developer for our marketing landing page"
• "Shortlist three Webflow agencies in California"
• "Rebuild our ecommerce site on Shopify with custom theme work"

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 an AI/ML consulting firm to build our recommendation engine"
• "Three RAG/LLM consultancies for an enterprise chatbot project"
• Indirect: "we want to use AI to predict customer churn — who can help?"

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 three boutique IP law firms in California for patent prosecution"
• "Shortlist M&A counsel for a Series-B fundraise"
• Indirect: "outside counsel for GDPR / SOC 2 oversight"

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 me a CPA firm for our Delaware C-corp Series A audit"
• "Shortlist three audit firms with SaaS experience"
• Indirect: "our books are a mess and we need someone to clean them up before the audit"

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 me three top strategy consultancies in California for a Series-B SaaS"
• "We need an executive coach for our new CEO"
• Indirect: "change-management partners for a post-merger integration"

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 civil engineering firms in Florida for transportation infrastructure"
• "Shortlist three structural engineering firms with high-rise experience"
• Indirect: "we're building a 10-story office and need a structural engineer to stamp the drawings"

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 me an executive search firm for a CFO search"
• "We need RPO support for a 50-engineer hiring push"
• Indirect: "we're scaling fast and need help hiring at scale"

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 me a tech PR agency in NY for our Series-B announcement"
• "Three IR firms for our upcoming IPO roadshow"
• Indirect: "we need press — get us into TechCrunch, WSJ, the trade press"

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:

• "Find me a pen-testing firm for our SOC 2 audit"
• "We need an incident response retainer"
• Indirect: "we got hit with ransomware last week — we need help fast"

Find and rank directories to submit a SaaS, software product, app, or startup to — SaaS review sites, launch platforms (Product Hunt and its alternatives), and general software directories. Defers to find-mcp-directories and find-ai-directories for those niches.

Use when:

• "Where can I submit my B2B SaaS to get backlinks and launch-day traffic?"
• "Give me a list of Product Hunt alternatives to launch our app on"
• "Here are 10 software directory domains — pull submission details and rank by DR"

Find and rank MCP-server registries (Model Context Protocol) — where to publish a server so agent builders discover it, ranked by domain authority.

Use when:

• "Where do I list my MCP server?"
• "Best MCP directories and registries to submit our server to for backlinks"
• Indirect: "we just built an MCP server — where do we publish it?"

Find and rank directories for AI tools, AI agents, and agent skills / plugins — where to list an AI product for backlinks and discovery. Defers to find-mcp-directories when the artifact is specifically an MCP server.

Use when:

• "Where can I list my AI tool to get backlinks and discovery?"
• "Directories to submit my AI agent / where do I publish our agent skill?"
• "Rank the top AI tool directories by domain rating for our SEO push"