find-engineering-firm
Drive the ServiceGraph API (https://api.servicegraph.co) to find,
shortlist, and enrich US real-world engineering firms — buildings,
infrastructure, energy, manufacturing — via the pro_services
dataset. The catalog tags firms with industry:engineering_services
and a ~23-tag service sub-taxonomy.
This is NOT for software engineering. "Software engineering firm", "engineering team", "engineering manager hire", "system architecture review" — those are all software-developer territory. The first thing this skill confirms is that the user means real engineering, not software.
Always pin industry:engineering_services. Note the _services
suffix — older docs sometimes show industry:engineering but the
literal pin returns zero results in the live catalog. Sub-disciplines
are typically structured service_provided tags
(civil-engineering, structural-engineering, mep-engineering,
etc.) — confirm exact names via
/v1/datasets/pro_services/fields?include_values=1. Surveying is
surveying-mapping, not surveying.
Any HTTP client works (curl, fetch, requests). Examples below use curl.
When NOT to use this skill
The dominant failure mode is firing on software-engineering asks. Refuse those.
- Software / SaaS / app-development asks — even when phrased as "software engineering firm", "engineering team partner", "build our platform" → defer to
find-software-developer. - In-house "engineering manager" hires — in modern B2B usage this is almost always software-engineering recruiting. Refuse.
- System / cloud / database architecture questions ("Postgres vs DynamoDB", "monolith vs microservices") — software topics.
- Architecture (buildings) —
find-architecture-firmcovers that industry (when it exists). This skill covers engineering disciplines that work with architects (structural, MEP, civil), but the architect-of-record procurement is a different fire. - Consumer/residential ("architect for a residential remodel", "engineer to inspect my house"). Catalog is B2B procurement only.
- Non-US firms / individual freelance engineers / DIY questions / engineering-software product comparisons (Revit, AutoCAD, SolidWorks, Ansys).
MCP server (preferred for authed calls)
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.
API surface (dataset id: 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 engineering_services industry value and sub-tag names. |
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.
Auth
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:( 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
401prompt 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.
Filter DSL
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).
Engineering-flavored examples (validate yours with /check):
industry:engineering_services service_provided:civil-engineering state:FL transportation
industry:engineering_services service_provided:structural-engineering high-rise
industry:engineering_services service_provided:mep-engineering hospital
industry:engineering_services service_provided:mechanical-engineering hvac industrial
industry:engineering_services service_provided:environmental-engineering remediation
industry:engineering_services service_provided:geotechnical-engineering state:CA
industry:engineering_services service_provided:civil-engineering@high has:clutch
industry:engineering_services service_provided:electrical-engineering manufacturing
Sub-discipline → tag mapping (verify exact names via /fields;
~23 sub-tags so this isn't exhaustive):
| User asks for | Use |
|---|---|
| Civil engineering / sitework / transportation | service_provided:civil-engineering |
| Structural engineering | service_provided:structural-engineering |
| MEP (mechanical/electrical/plumbing) | service_provided:mep-engineering |
| Mechanical / HVAC | service_provided:mechanical-engineering |
| Electrical engineering | service_provided:electrical-engineering |
| Geotechnical / soils / foundations | service_provided:geotechnical-engineering |
| Surveying / land surveys / mapping | service_provided:surveying-mapping (NOT surveying) |
| Transportation engineering | service_provided:transportation-engineering |
| Environmental / remediation | service_provided:environmental-engineering |
| Manufacturing / process | service_provided:manufacturing-engineering |
| Aerospace | service_provided:aerospace-engineering |
| Energy (oil/gas/renewables) | service_provided:energy-engineering |
| Industrial automation / controls | service_provided:industrial-automation |
| Materials testing | service_provided:materials-testing |
| Acoustic / vibration | service_provided:acoustic-engineering |
| Biomedical | service_provided:biomedical-engineering |
Verticals (hospital, high-rise, semiconductor, retail, datacenter) and credentials (PE-licensed, LEED, AICP) are keyword-only.
Identifying firms — apex
Firms are identified by their apex domain (aecom.com, not
www.aecom.com/about).
Recipes
A. Civil engineering for transportation, in a state
GET /v1/datasets/pro_services/search?filter=industry:engineering_services+service_provided:civil-engineering+state:FL+transportation&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"] }
B. Structural engineering + commercial high-rise
GET /v1/datasets/pro_services/search?filter=industry:engineering_services+service_provided:structural-engineering+(high-rise OR commercial)&limit=10
C. MEP for a hospital project
GET /v1/datasets/pro_services/search?filte