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ServiceGraph

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AI Agent skills to access structured datasets for startup founders

62 stars ShellOthers Updated Sep 2, 2026
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Documentation

ServiceGraph Agent Skills

> 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:

DatasetSizeEnriched with
Agencies (US professional-services firms)110k+services · size · location · ratings
Business directories3,500+industry · domain rating · traffic
Product directories850+submission policy · domain rating · traffic
Newsletters50k+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.

Installation

Install a specific skill

bash
npx skills add nostrband/servicegraph --skill find-service-providers

Install all skills

bash
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.

Available Skills

Any dataset

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:

  • "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

Agencies dataset

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 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-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:

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

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 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-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 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-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 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-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 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-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 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-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 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-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 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-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 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-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 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-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 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-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:

  • "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"

Product directories dataset

Each row is a directory you submit to — not a firm and not a product.

These skills answer *where to launch a software product and earn backlinks*:

they rank listing sites by Domain Rating (free in every result, so you

shortlist for zero credits) and unlock the submission note (how to submit,

and whether the listing grants a backlink) plus organic traffic with credits.

Global catalog, not US-only.

find-product-directories — the umbrella

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-mcp-directories

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-ai-directories

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"

Prefer MCP? Use the hosted server.

If your harness speaks the Model Context Protocol,

skip the skill install and point it at the hosted MCP server:

code
https://mcp.servicegraph.co
  • Transport: Streamable HTTP
  • Auth: OAuth 2.1 + PKCE with Dynamic Client Registration — your harness

opens a browser tab on first use; you sign in on `servicegraph.co` and are

bounced back. No client ID or secret to copy around, no API key to paste.

Claude Code

bash
claude mcp add --transport http servicegraph https://mcp.servicegraph.co

Claude Desktop

Settings → Connectors → Add custom connector, then paste:

code
https://mcp.servicegraph.co

The OAuth handshake runs in your browser on first use.

Codex CLI

`~/.codex/config.toml`:

toml
[mcp_servers.servicegraph]
url = "https://mcp.servicegraph.co"

Cursor and other JSON-config clients

`.cursor/mcp.json` (or the equivalent for your harness):

json
{
  "mcpServers": {
    "servicegraph": {
      "url": "https://mcp.servicegraph.co"
    }
  }
}

Usage

Skills are automatically available once installed. The agent will pick the

right one when it detects a relevant task.

Examples:

code
Find me three boutique IP law firms in California that handle patent
prosecution for hardware startups.
code
Need a shortlist of mid-size SEO agencies in NY or NJ with a strong B2B
SaaS portfolio.
code
We're hiring a CPA firm for a Delaware C-corp Series A audit.
Recommend 5 options under 50 people.
code
Here are 12 marketing agency domains I scraped — pull contact info and
confirm which are in the US.

How it works — browse free, unlock with credits

Every dataset lives behind the same per-dataset URL shape and the same

filter DSL. For the agencies dataset the id is `pro_services`:

code
GET  /v1/datasets/pro_services/fields    →  field catalog + DSL grammar · free
GET  /v1/datasets/pro_services/check     →  validate a filter · free
GET  /v1/datasets/pro_services/search    →  brief firm cards · free
GET  /v1/datasets/pro_services/{apex}    →  one row (brief; detail if unlocked) · free
POST /v1/datasets/pro_services/unlocks   →  full contact bundle · 10 credits/row

Discovery, filtering, and brief cards are free — you only spend credits

to unlock a row's full contact detail (URL, phone, email, social, address).

An unlock lasts 30 days and re-fetching within that window is free.

  • 2,000 free credits on signup, no card.
  • 10 credits per row (~$0.10). Top-ups: $10 / 1,000 credits, $80 / 10,000

(20% off). Credits never expire.

Filter DSL

One query parameter, GitHub-search-style. AND binds tighter than OR;

`-x` / `NOT x` for negation; `tag@evidence` for the `service_provided` field.

Any bareword is a free-text keyword search across firm name, brand, title,

meta description, and legal name.

code
industry:legal state:CA,NY -company_size_signal:solo
industry:management_consulting service_provided:strategy-consulting@high
dental industry:marketing_agency
rating>=4 review_count_total>=20 has:clutch
(web3 OR blockchain) state:CA

The field catalog (kinds, operators, allowed values) is discoverable at

runtime via

`/v1/datasets/pro_services/fields`.

  • Filter, don't grep. Industry, services, location, size, rating,

domain authority, traffic, third-party listings — all queryable as a single

filter string, not a wall of fuzzy web results.

  • Metrics built in. Every row carries the signals you'd otherwise scrape

by hand — agency ratings, directory DR/traffic, newsletter subscriber

counts — so an agent can rank, not just list.

  • Cheaper than scraping. Browse and filter for free; pay only for the

contact rows you actually want, ~$0.10 each, 30-day access, credits never

expire. Beats Google, ChatGPT guesses, and stale Notion/Twitter lists.

Skill structure

Each skill follows the Agent Skills Open Standard:

  • `SKILL.md` — required manifest with frontmatter (name, description, metadata)

The skills in this repo are single-file. No bundled scripts or references

yet — the API is small enough that the agent does fine with prose +

copy-pasteable curl examples.

Community

See also

License

MIT

Contact

artur@servicegraph.co

Frequently asked questions

What is ServiceGraph?

ServiceGraph is AI Agent skills to access structured datasets for startup founders

How do I install ServiceGraph?

Open the GitHub repository and follow its README. Most MCP servers are added to your client's MCP config, then called by your agent.

Is ServiceGraph open source?

Yes — it is hosted on GitHub at https://github.com/nostrband/ServiceGraph and has 62 stars.

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