/install find-management-consultant
find-management-consultant
Drive 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.
When NOT to use this skill
- "Help me build a strategy / write a plan / make a recommendation" — do-the-work, not procurement.
- In-house strategy/operations hires (Chief Strategy Officer, COO).
- Life or career coaching for an individual — the catalog's
executive-coachingtag is for B2B (the firm hires the coach for their executives), not for the user themselves. - Framework explanations (Lean vs Agile, Porter's Five Forces).
- MBA program questions, academic research.
- Non-US firms / individual freelance consultants.
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 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.
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 := ":" | "=" | ">=" | "\x3C=" | ">" | "\x3C"
valueOrList := value ("," value)*
value := IDENT | NUMBER | tagAtEvidence
tagAtEvidence := IDENT "@" ("low"|"medium"|"high")
bareword := IDENT | NUMBER # → keyword:\x3Cbareword>
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 |
Identifying firms — apex
Firms are identified by their apex domain (mckinsey.com, not
www.mckinsey.com/about).
Recipes
A. Strategy consultancy in a state
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"] }
B. Boutique ops consulting + vertical
GET /v1/datasets/pro_services/search?filter=industry:management_consulting+service_provided:operations-consulting+healthcare+-company_size_signal:large_50plus&limit=10
C. Executive coach for a CEO
GET /v1/datasets/pro_services/search?filter=industry:management_consulting+service_provided:executive-coaching@high&limit=10
D. Indirect intent — post-merger / change
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.
E. Indirect intent — "fractional COO"
GET /v1/datasets/pro_services/search?filter=industry:management_consulting+service_provided:operations-consulting+fractional&limit=10
F. Quality threshold + Big-3 alumni
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.
G. BYO apex list — enrich domains
User pastes 8–20 consulting-firm domains:
GET /v1/datasets/pro_services/:apexper domain — free brief (404 = not in catalog, no charge).- User picks N to fully enrich.
POST /unlocks= 10×N credits, atomic, detail returned. - Re-runs within 30-day TTL are free.
Gotchas
- Always pin
industry:management_consulting. Without it,service_provided:strategy-consultingsurfaces marketing or IT firms that list "strategy" as a sub-service. executive-coachingis 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.- "Help me build a strategy" is do-the-work, not procurement.
- Framework comparisons (Lean vs Agile) and MBA questions are knowledge, not procurement.
- In-house hires (CSO, COO) are NOT procurement.
- Briefs DO include
apex,name, location, ratings. They DON'T includeurl,phone_primary,email_primary,legal_name,address_full, fullplatforms— those require an unlock. not_found/not_in_dataset404 = not inpro_services. Skip; not charged.- Unlock is atomic. N apexes either all charge (up to 10×N credits) or none on 402.
- Within-TTL re-views are free (
was_cached:true).
Errors
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. |
End-to-end example
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
- 确保已安装 OpenClaw(本地或 Docker 部署)
- 在对话框中输入安装命令:
/install find-management-consultant - 安装完成后,直接呼叫该 Skill 的名称或使用
/find-management-consultant触发 - 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
Find Management Consultant 是什么?
Use whenever the user wants to find, shortlist, vet, or enrich US management consultancies — strategy, operations, executive coaching, leadership development... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 47 次。
如何安装 Find Management Consultant?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install find-management-consultant」即可一键安装,无需额外配置。
Find Management Consultant 是免费的吗?
是的,Find Management Consultant 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。
Find Management Consultant 支持哪些平台?
Find Management Consultant 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。
谁开发了 Find Management Consultant?
由 nostrband(@nostrband)开发并维护,当前版本 v1.0.0。