Drive the ServiceGraph API (https://api.servicegraph.co) to find,
shortlist, and enrich US recruiting and staffing firms via the
pro_services dataset.
This skill is for procuring an external recruiting/staffing firm
to do hiring on the user's behalf. It is NOT for:
Both share keyword overlap with the positive case ("recruiter", "hire"), so the boundary matters.
Always pin industry:hr_recruiting_staffing. Sub-types
(executive search, RPO, contingent staffing, temp, vertical
specializations) are NOT separate tags — sub-type specialization is
a keyword substring search on firm text.
Any HTTP client works (curl, fetch, requests). Examples below use curl.
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.
| Endpoint | Cost | Use it for |
|---|---|---|
| --- | --- | --- |
GET /v1/datasets/pro_services/fields[?include_values=1] | free | Confirm hr_recruiting_staffing is in the industry value list. |
GET /v1/datasets/pro_services/check?filter=… | free | Validate filter. |
POST /v1/datasets/pro_services/translate-intent | free | {intent} → DSL filter + sanity count. |
GET /v1/datasets/pro_services/search?filter=…&limit= | free | Brief firm cards + per-row unlock hint + total. |
GET /v1/datasets/pro_services/:apex | free | One row brief; detail only if unlocked. |
POST /v1/datasets/pro_services/unlocks | 10 credits / firm | {apexes:[...]} ≤100; atomic; 30-day TTL on detail. |
GET /v1/me/credits | free | Balance. |
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.
.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' )
```
401 prompt the user:> "Open https://servicegraph.co/profile/api-keys, create a
> key, and add SERVICEGRAPH_API_KEY=vk_… to .env.local here
> (or export it). Tell me when done. Please don't paste the key
> into chat."
GitHub-search-style.
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).
Recruiting-flavored examples (validate yours with /check):
industry:hr_recruiting_staffing "executive search"
industry:hr_recruiting_staffing "retained search" state:NY tech
industry:hr_recruiting_staffing rpo state:CA
industry:hr_recruiting_staffing contingent staffing
industry:hr_recruiting_staffing healthcare state:TX,FL
industry:hr_recruiting_staffing sales saas
industry:hr_recruiting_staffing rating>=4 has:clutch
Sub-type → keyword mapping:
| User asks for | Add as keyword(s) |
|---|---|
| --- | --- |
| Executive search / retained search | executive, retained |
| RPO (recruitment process outsourcing) | rpo, "recruitment process outsourcing" |
| Contingent / contract staffing | contingent, contract |
| Temp / temporary staffing | temp, temporary |
| Tech recruiting | tech, technical, engineering |
| Sales recruiting | sales |
| Healthcare recruiting | healthcare, clinical, nursing |
| Finance / accounting recruiting | finance, accounting |
| Legal recruiting | legal, attorney |
apexFirms are identified by their apex domain (korn-ferry.com, not
www.korn-ferry.com/about).
GET /v1/datasets/pro_services/search?filter=industry:hr_recruiting_staffing+executive+search&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"] }
GET /v1/datasets/pro_services/search?filter=industry:hr_recruiting_staffing+retained+state:NY+tech+-company_size_signal:large_50plus&limit=10
GET /v1/datasets/pro_services/search?filter=industry:hr_recruiting_staffing+rpo+(tech OR engineering)&limit=10
GET /v1/datasets/pro_services/search?filter=industry:hr_recruiting_staffing+(rpo OR contingent)&limit=10
Or use the translator:
POST /v1/datasets/pro_services/translate-intent
{ "intent": "RPO or volume recruiting partner for a 50-engineer hiring push" }
GET /v1/datasets/pro_services/search?filter=industry:hr_recruiting_staffing+healthcare+state:OH,IL,MI,IN,WI,MN&limit=10
GET /v1/datasets/pro_services/search?filter=industry:hr_recruiting_staffing+executive+search+tech+rating>=4&limit=10
User pastes 8–20 staffing/recruiting 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.
industry:hr_recruiting_staffing. Without it, "recruiter" / "executive search" keywords leak into other industries.executive-coaching keyword with management consulting). Refuse — this skill is firm-procurement."executive search" → one phrase).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": "..."}}.
| Status | Code | What to do |
|---|---|---|
| --- | --- | --- |
| 400 | filter_parse_error | position included; fix and re-validate with /check. |
| 400 | kind_in_filter | Strip any kind: from filter. |
| 400 | field_not_in_dataset | Drop the disallowed field. |
| 400 | invalid_apex | Re-normalize. |
| 401 | unauthorized / invalid_audience | Re-prompt for fresh vk_…. |
| 402 | insufficient_credits | needed and balance; nothing charged. |
| 404 | not_found / not_in_dataset | Skip; not charged. |
| 429 | rate_limited | Honor Retry-After. |
User: *"Three retained executive search firms in NY focused on tech
CFOs, ideally with 4-star ratings and a Clutch profile."*
GET /v1/datasets/pro_services/fields?include_values=1
GET /v1/datasets/pro_services/check?filter=industry:hr_recruiting_staffing+retained+executive+state:NY+tech+rating>=4+has:clutch
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
共 1 个版本