Drive the ServiceGraph API ( https://api.servicegraph.co) to find,
shortlist, and enrich US design and creative agencies via the
pro_services dataset. The catalog tags firms with
industry:design_creative and a ~13-tag service sub-taxonomy spanning
graphic design, UX/UI, product design, brand identity, packaging,
illustration, motion, and creative direction.
Always pin industry:design_creative. Sub-disciplines are
typically structured service_provided tags ( graphic-design,
ui-ux-design, product-design, branding, etc.). Two known drifts:
the UX/UI tag is ui-ux-design, not ux-ui-design; and there is
no industrial-design tag — use product-design plus a hardware
keyword. Confirm exact names via
/v1/datasets/pro_services/fields?include_values=1.
Any HTTP client works (curl, fetch, requests). Examples below use curl.
find-marketing-agency. This skill is for design-led engagements where the design work IS the primary deliverable.find-web-developer. Design agencies often partner with web devs; if the user wants the built artifact, fire web-developer.find-software-developer when the deliverable is software. Pure design (Figma files, brand systems, print collateral) stays here.If your harness has the ServiceGraph MCP server loaded (tools
containing servicegraph), prefer those — OAuth 2.1 + PKCE keeps the
token in the harness sandbox. Otherwise use the REST flow below.
pro_services)#Every endpoint requires the bearer ( Authorization: Bearer vk_…).
No anonymous tier.
EndpointCostUse it forGET /v1/datasets/pro_services/fields[?include_values=1]freeConfirm design_creative industry value and sub-tag names.GET /v1/datasets/pro_services/check?filter=…freeValidate filter.POST /v1/datasets/pro_services/translate-intentfree{intent} → DSL filter + sanity count.GET /v1/datasets/pro_services/search?filter=…&limit=freeBrief firm cards + per-row unlock hint + total.GET /v1/datasets/pro_services/:apexfreeOne row brief; detail only if unlocked.POST /v1/datasets/pro_services/unlocks10 credits / firm{apexes:[...]} ≤100; atomic; 30-day TTL on detail.GET /v1/me/creditsfreeBalance.
Cost model. Discovery / validation / search / brief reads are
free. Detail (url, phone, email, social, address, full platforms
map) costs 10 credits per firm and lasts 30 days.
vk_* API keys minted in the dashboard. Keep the token out of the
LLM context — never read .env* into your context; dispatch via
shell.
Try the call first through a shell wrapper that sources .env.local:
bash
( set -a; [ -f .env.local ] && . ./.env.local; set +a;
curl -sS -H "Authorization: Bearer $SERVICEGRAPH_API_KEY" \
'https://api.servicegraph.co/v1/datasets/pro_services/fields' )
On 401 prompt the user:
"Open https://servicegraph.co/profile/api-keys, create a key, and add
SERVICEGRAPH_API_KEY=vk_…to.env.localhere (or export it). Tell me when done. Please don't paste the key into chat."
Retry after the user signals ready.
GitHub-search-style.
text
filter := orExpr
orExpr := andExpr ("OR" andExpr)*
andExpr := notExpr (("AND")? notExpr)* # whitespace = implicit AND
notExpr := ("NOT" | "-") notExpr | atom
atom := "(" filter ")" | predicate
predicate:= IDENT op valueOrList | bareword
op := ":" | "=" | ">=" | "<=" | ">" | "<"
valueOrList := value ("," value)*
value := IDENT | NUMBER | tagAtEvidence
tagAtEvidence := IDENT "@" ("low"|"medium"|"high")
bareword := IDENT | NUMBER # → keyword:<bareword>
Four rules that bite: AND binds tighter than OR (use parens);
comma list = OR within one predicate; negation is -x or NOT x;
bareword = keyword search (quote multi-word phrases).
Design-flavored examples (validate yours with /check):
text
industry:design_creative service_provided:ui-ux-design saas
industry:design_creative service_provided:branding state:NY
industry:design_creative service_provided:packaging-design cpg
industry:design_creative service_provided:product-design hardware
industry:design_creative service_provided:graphic-design "annual report"
industry:design_creative motion animation
industry:design_creative service_provided:branding@high rating>=4 has:clutch
industry:design_creative service_provided:ui-ux-design@high fortune
Sub-discipline → tag mapping (verify exact names via /fields):
User asks forUseGraphic design (logos, print, layouts)service_provided:graphic-designLogo design specificallyservice_provided:logo-designUX/UI design (digital products)service_provided:ui-ux-design (note the ui-ux-, not ux-ui-)Product design (digital + research)service_provided:product-designBrand identity / visual identityservice_provided:brandingPackaging designservice_provided:packaging-designPrint design / collateralservice_provided:print-designWeb design (visual)service_provided:web-design (distinct from web-development)Interior designservice_provided:interior-designIllustration / motion design / creative directionno structured tag — keyword-only ( illustration, motion, animation, "creative direction")Industrial design (physical products)no structured tag — closest is service_provided:product-design plus keyword hardware / industrial
Verticals (SaaS, fintech, healthcare-tech, CPG, hospitality) and credentials (AIGA, Awwwards) are keyword-only.
apex#Firms are identified by their apex domain ( ideo.com, not
www.ideo.com/about).
User: "UX/UI design agency for our SaaS product."
text
GET /v1/datasets/pro_services/search?filter=industry:design_creative+service_provided:ui-ux-design+saas&limit=10
# Present, get pick of 3. "Unlocking 3 = 30 credits, 30-day TTL."
POST /v1/datasets/pro_services/unlocks
{ "apexes": ["firm-a.com", "firm-b.com", "firm-c.com"] }
User: "Three brand-identity studios in NY for our rebrand."
text
GET /v1/datasets/pro_services/search?filter=industry:design_creative+service_provided:branding+state:NY+-company_size_signal:large_50plus&limit=10
-large_50plus keeps the shortlist to studio-size shops. Note: a
rating gate ( rating>=4) collapses the boutique-branding pool
sharply — these firms are vetted by portfolio, not Clutch/Google,
so prefer @high evidence + non-solo as the quality proxy.
text
GET /v1/datasets/pro_services/search?filter=industry:design_creative+service_provided:packaging-design+(cpg OR consumer)&limit=10
text
GET /v1/datasets/pro_services/search?filter=industry:design_creative+service_provided:product-design+hardware+industrial&limit=10
User: "We need someone to design the visual identity and packaging for our new line of beverages."
text
GET /v1/datasets/pro_services/search?filter=industry:design_creative+service_provided:branding+service_provided:packaging-design+(beverage OR cpg)&limit=10
Or use the intent translator:
text
POST /v1/datasets/pro_services/translate-intent
{ "intent": "design firm for visual identity and packaging for a new beverage line" }
If the list is thin, drop packaging-design — many brand-identity studios deliver packaging as part of the system.
User: "Graphic design firms experienced with annual reports and investor decks."
text
GET /v1/datasets/pro_services/search?filter=industry:design_creative+service_provided:graphic-design+(annual OR investor OR corporate)&limit=10
User: "Three UX/UI agencies with at least 4-star ratings and Fortune 500 clients."
text
GET /v1/datasets/pro_services/search?filter=industry:design_creative+service_provided:ui-ux-design@high+rating>=4+fortune&limit=10
User: "Creative agency for a brand system overhaul — logo, typography, color, voice."
text
GET /v1/datasets/pro_services/search?filter=industry:design_creative+service_provided:branding@high&limit=10
If the user mentions "voice" / copywriting, the line with
find-marketing-agency blurs — stay here unless they explicitly ask
for strategy/campaigns.
User pastes 8–20 design firm domains:
GET /v1/datasets/pro_services/:apex per domain — free brief
(404 = not in catalog, no charge).POST /unlocks = 10×N credits,
atomic, detail returned.A 404 often means the firm is tagged under industry:marketing_agency
instead — design/marketing overlap is heavy.
industry:design_creative. Without it, design keywords (branding, ui-ux-design) appear in marketing_agency rows too.ui-ux-design, not ux-ui-design. There is no industrial-design tag — use product-design plus a hardware keyword.find-marketing-agency for marketing-led engagements. If the user wants brand + content + paid + social as one engagement, that's marketing-agency territory.find-web-developer for the build phase. Design agencies make Figma files; web devs ship code.rating>=4 on a branding@high non-solo pool collapses sharply — boutique design shops are vetted by portfolio, not Clutch reviews. Prefer @high evidence + non-solo + state as the quality proxy.apex, name, location, ratings. They DON'T include url, phone_primary, email_primary, legal_name, address_full, full platforms — those require an unlock.not_found / not_in_dataset 404 = not in pro_services. Skip; not charged.was_cached:true).JSON envelope: {"error": {"code": "...", "message": "..."}}.
StatusCodeWhat to do400filter_parse_error``position included; fix and re-validate with /check.400kind_in_filterStrip any kind: from filter.400field_not_in_datasetDrop the disallowed field.400invalid_apexRe-normalize.401unauthorized / invalid_audienceRe-prompt for fresh vk_….402insufficient_credits``needed and balance; nothing charged.404not_found / not_in_datasetSkip; not charged.429rate_limitedHonor Retry-After.
User: "Three UX/UI design agencies for our SaaS product, ideally with 4-star ratings and healthcare-tech experience."
text
GET /v1/datasets/pro_services/fields?include_values=1
GET /v1/datasets/pro_services/check?filter=industry:design_creative+service_provided:ui-ux-design@high+saas+healthcare+rating>=4
GET /v1/datasets/pro_services/search?filter=...&limit=10
# Present briefs. "Unlocking 3 = 30 credits, 30-day TTL."
POST /v1/datasets/pro_services/unlocks
{ "apexes": ["firm-a.com", "firm-b.com", "firm-c.com"] }
GET /v1/me/credits