Install
openclaw skills install find-management-consultantUse whenever the user wants to find, shortlist, vet, or enrich US management consultancies — strategy, operations, executive coaching, leadership development, org-development/change management, PMO/program management, sales/revenue operations consulting. Triggers on "find me three top strategy consultancies in California", "shortlist boutique ops-consulting firms with healthcare experience", "we need an executive coach for our new CEO", or "pull contact info for these 10 consulting firm domains", even when described indirectly (post-merger integration help, change-management partner, fractional COO). Drives the ServiceGraph API (api.servicegraph.co) — a 100k+ US firm catalog filterable by industry, services, location, size, ratings. Skip in-house strategy hires, "help me build a strategy" do-the-work asks, framework comparisons (Lean vs Agile, BCG matrix, etc.), academic/MBA-program questions, life/career coaching for individuals, non-US firms, individual freelancers.
openclaw skills install find-management-consultantDrive the ServiceGraph API (https://api.servicegraph.co) to find,
shortlist, and enrich US management consulting firms via the
pro_services dataset. The catalog tags firms with
industry:management_consulting and a 7-tag service sub-taxonomy:
strategy-consulting, operations-consulting, executive-coaching,
leadership-development, organizational-development,
pmo-project-management, sales-revenue-consulting.
Always pin industry:management_consulting. Sub-services are
structured service_provided tags — confirm exact names via
/v1/datasets/pro_services/fields?include_values=1.
Any HTTP client works (curl, fetch, requests). Examples below use curl.
executive-coaching tag is for B2B (the firm hires the coach for their executives), not for the user themselves.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 management_consulting 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.
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 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.
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).
Management-consulting examples (validate yours with /check):
industry:management_consulting service_provided:strategy-consulting@high
industry:management_consulting service_provided:operations-consulting state:NY
industry:management_consulting service_provided:executive-coaching
industry:management_consulting (service_provided:strategy-consulting@high OR service_provided:operations-consulting@high)
industry:management_consulting service_provided:organizational-development change
industry:management_consulting service_provided:strategy-consulting@high rating>=4 has:clutch
industry:management_consulting service_provided:pmo-project-management
Sub-service tag → typical user phrasing:
| User asks for | Tag |
|---|---|
| Strategy / strategic planning | service_provided:strategy-consulting |
| Operations / ops consulting | service_provided:operations-consulting |
| Executive coach (for senior leaders) | service_provided:executive-coaching |
| Leadership development programs | service_provided:leadership-development |
| Org design / change management | service_provided:organizational-development |
| PMO / program management | service_provided:pmo-project-management |
| Sales/revenue ops | service_provided:sales-revenue-consulting |
apexFirms are identified by their apex domain (mckinsey.com, not
www.mckinsey.com/about).
GET /v1/datasets/pro_services/search?filter=industry:management_consulting+state:CA+service_provided:strategy-consulting@high&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:management_consulting+service_provided:operations-consulting+healthcare+-company_size_signal:large_50plus&limit=10
GET /v1/datasets/pro_services/search?filter=industry:management_consulting+service_provided:executive-coaching@high&limit=10
GET /v1/datasets/pro_services/search?filter=industry:management_consulting+service_provided:organizational-development+(merger OR integration)&limit=10
If thin, drop the keywords — organizational-development@high alone
captures change-management work.
GET /v1/datasets/pro_services/search?filter=industry:management_consulting+service_provided:operations-consulting+fractional&limit=10
GET /v1/datasets/pro_services/search?filter=industry:management_consulting+service_provided:strategy-consulting@high+rating>=4+(mckinsey OR bcg OR bain)&limit=10
The "alumni" angle isn't structured — keyword the firm names of the shops the alumni came from; many spinout consultancies advertise it in bio text.
User pastes 8–20 consulting-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:management_consulting. Without it, service_provided:strategy-consulting surfaces marketing or IT firms that list "strategy" as a sub-service.executive-coaching is for B2B. When a firm hires a coach for their executives, this skill applies. When an individual asks for a life coach or career coach for themselves, it's out of scope.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 top management-consulting firms in California focused on strategy, with strong third-party ratings."
GET /v1/datasets/pro_services/fields?include_values=1
GET /v1/datasets/pro_services/check?filter=industry:management_consulting+state:CA+service_provided:strategy-consulting@high+rating>=4+review_count_total>=20
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