> ## Documentation Index > Fetch the complete documentation index at: https://docs.gtm-api.com/llms.txt > Use this file to discover all available pages before exploring further. # Scrape LinkedIn school search > One page of a LinkedIn SCHOOL search, the eighth row kind here: `filters` OR a pasted /search/results/schools/ `url`, exactly one of the two. filters is a REQUIRED keywords and NOTHING else, the same one-member shape the events search has, so every facet the schools screen offers lives only in the url form. There is NO school-id filter: the ids param_id_lookup returns for type=school fit nothing here. Rows are school pages keyed by school_slug (the wire calls it school_id, it is a slug, it can be URL-encoded, and it is not that lookup id), with a tracking-free /school/ URL, name, location line, a students-and-alumni counter and a blurb. Names and slugs survive a non-English executor, but description can silently carry the students line. Page on has_more, never on paging.total. Contract: - MCP tool `scrape_linkedin_search_schools`, registry package `mcp.linkedin/linkedin_scraping`, mount `linkedin.scraping`. - Operation `action`, response envelope `action`. - Flags: none. ## OpenAPI ````yaml /api-reference/linkedin/openapi.yaml post /api/linkedin-scraping/search-schools openapi: 3.0.3 info: title: 'GTM API public contract: gtm.service.linkedin' description: >- Connected LinkedIn accounts and everything driven through them: account health and smart limits, conversations and messages, the connection graph, outbound posting, scraping, profile and company enrichment, and the antidetect browsers that execute it all. GENERATED. This document is projected from the Zod MCP tool registry in `product/mcp/gtm.mcp` (one tool per public endpoint, 1:1). Do not edit it by hand; edit the tool definition and regenerate with `pnpm openapi:public`. Surface: the public `/api` contract of `gtm.service.linkedin`, 159 operations. This is the only OpenAPI document the platform publishes. Internal (`/internal`) and health endpoints are deliberately absent: they are not part of any contract, they can change without notice, and the service source is their only description. Conventions: - Auth is a bearer JWT, optionally narrowed by the `Team-SID` header. - Every success body is an MCP envelope: `success: true` plus one typed `operation` shape (`search`, `get`, `create`, `update`, `delete`, `metrics`, `group_by`, `action`), and a `meta` block with `trace_id` for support. - Every failure is the same `McpError` envelope with a code from a fixed 16-code taxonomy, so a client maps errors once. - Lists page with `page_size` (0 to 500, default 50) plus an opaque forward `cursor`; `page_size: 0` returns counts only. - On `GET` and `DELETE`, object-valued query parameters (`filter`, `sort`) travel as JSON text and array-valued ones repeat as `name[]=value`. - The MCP-only `_meta` field (usage analytics) never reaches the backend and is not part of this contract. version: '1.0' contact: name: GTM API url: https://gtm-api.com email: support@gtm-api.com license: name: Proprietary url: https://gtm-api.com/license servers: - url: https://app.gtm-api.com/linkedin/v4 description: Production, through the app.gtm-api.com gateway security: - BearerJwt: [] TeamSid: [] tags: - name: antidetect_browser_logs description: >- Registry package `mcp.linkedin/antidetect_browser_logs`, served on MCP mount `linkedin.browsers`. - name: antidetect_browser_proxies description: >- Registry package `mcp.linkedin/antidetect_browser_proxies`, served on MCP mount `linkedin.browsers`. - name: antidetect_browsers description: >- Registry package `mcp.linkedin/antidetect_browsers`, served on MCP mount `linkedin.browsers`. - name: cloud_browser_sessions description: >- Registry package `mcp.linkedin/cloud_browser_sessions`, served on MCP mount `linkedin.browsers`. - name: cloud_browsers description: >- Registry package `mcp.linkedin/cloud_browsers`, served on MCP mount `linkedin.browsers`. - name: data_requests description: >- Registry package `mcp.linkedin/data_requests`, served on MCP mount `linkedin.data`. - name: linkedin_account_activity_log description: >- Registry package `mcp.linkedin/linkedin_account_activity_log`, served on MCP mount `linkedin.account-monitor`. - name: linkedin_account_block_log description: >- Registry package `mcp.linkedin/linkedin_account_block_log`, served on MCP mount `linkedin.account-monitor`. - name: linkedin_account_quota_hits description: >- Registry package `mcp.linkedin/linkedin_account_quota_hits`, served on MCP mount `linkedin.account-monitor`. - name: linkedin_account_smart_limits description: >- Registry package `mcp.linkedin/linkedin_account_smart_limits`, served on MCP mount `linkedin.accounts`. - name: linkedin_account_snapshots description: >- Registry package `mcp.linkedin/linkedin_account_snapshots`, served on MCP mount `linkedin.account-monitor`. - name: linkedin_account_sync_runs description: >- Registry package `mcp.linkedin/linkedin_account_sync_runs`, served on MCP mount `linkedin.account-monitor`. - name: linkedin_accounts description: >- Registry package `mcp.linkedin/linkedin_accounts`, served on MCP mount `linkedin.accounts`. - name: linkedin_auto_scrape_results description: >- Registry package `mcp.linkedin/linkedin_auto_scrape_results`, served on MCP mount `linkedin.auto-scrapes`. - name: linkedin_auto_scrape_runs description: >- Registry package `mcp.linkedin/linkedin_auto_scrape_runs`, served on MCP mount `linkedin.auto-scrapes`. - name: linkedin_auto_scrapes description: >- Registry package `mcp.linkedin/linkedin_auto_scrapes`, served on MCP mount `linkedin.auto-scrapes`. - name: linkedin_benchmarks description: >- Registry package `mcp.linkedin/linkedin_benchmarks`, served on MCP mount `linkedin.account-monitor`. - name: linkedin_connection_invitations description: >- Registry package `mcp.linkedin/linkedin_connection_invitations`, served on MCP mount `linkedin.network`. - name: linkedin_connection_requests description: >- Registry package `mcp.linkedin/linkedin_connection_requests`, served on MCP mount `linkedin.network`. - name: linkedin_connections description: >- Registry package `mcp.linkedin/linkedin_connections`, served on MCP mount `linkedin.network`. - name: linkedin_conversations description: >- Registry package `mcp.linkedin/linkedin_conversations`, served on MCP mount `linkedin.messaging`. - name: linkedin_custom_requests description: >- Registry package `mcp.linkedin/linkedin_custom_requests`, served on MCP mount `linkedin.platform`. - name: linkedin_enrichment description: >- Registry package `mcp.linkedin/linkedin_enrichment`, served on MCP mount `linkedin.enrichment`. - name: linkedin_followers description: >- Registry package `mcp.linkedin/linkedin_followers`, served on MCP mount `linkedin.network`. - name: linkedin_messages description: >- Registry package `mcp.linkedin/linkedin_messages`, served on MCP mount `linkedin.messaging`. - name: linkedin_posting description: >- Registry package `mcp.linkedin/linkedin_posting`, served on MCP mount `linkedin.content`. - name: linkedin_scraping description: >- Registry package `mcp.linkedin/linkedin_scraping`, served on MCP mount `linkedin.scraping`. paths: /api/linkedin-scraping/search-schools: post: tags: - linkedin_scraping summary: Scrape LinkedIn school search description: >- One page of a LinkedIn SCHOOL search, the eighth row kind here: `filters` OR a pasted /search/results/schools/ `url`, exactly one of the two. filters is a REQUIRED keywords and NOTHING else, the same one-member shape the events search has, so every facet the schools screen offers lives only in the url form. There is NO school-id filter: the ids param_id_lookup returns for type=school fit nothing here. Rows are school pages keyed by school_slug (the wire calls it school_id, it is a slug, it can be URL-encoded, and it is not that lookup id), with a tracking-free /school/ URL, name, location line, a students-and-alumni counter and a blurb. Names and slugs survive a non-English executor, but description can silently carry the students line. Page on has_more, never on paging.total. Contract: - MCP tool `scrape_linkedin_search_schools`, registry package `mcp.linkedin/linkedin_scraping`, mount `linkedin.scraping`. - Operation `action`, response envelope `action`. - Flags: none. operationId: scrape_linkedin_search_schools requestBody: required: false content: application/json: schema: $ref: '#/components/schemas/ScrapeLinkedinSearchSchoolsRequest' responses: '200': description: '`action` success envelope.' content: application/json: schema: $ref: '#/components/schemas/ScrapeLinkedinSearchSchoolsResponse' 4XX: $ref: '#/components/responses/McpClientError' 5XX: $ref: '#/components/responses/McpServerError' components: schemas: ScrapeLinkedinSearchSchoolsRequest: type: object description: Request body of `scrape_linkedin_search_schools`. properties: linkedin_account_sid: type: string nullable: true minLength: 18 maxLength: 18 pattern: ^ln_ac_ description: >- Executor account (ln_ac_...). OPTIONAL everywhere on this surface. Given: the call runs on that account ONLY; a saturated or held scraping bucket refuses 429 bucket_saturated (with retry_after). Omitted: the service auto-picks one of your connected accounts with remaining capacity (SN verbs pick only Sales-Navigator seats; 422 no_connected_accounts when none is ready, 429 when all are at capacity). idempotency_key: type: string nullable: true maxLength: 128 description: >- Ledger replay guard: a repeat call with the same (team, key) returns the stored outcome; no re-execution. Recommended on every search run. The KEY ALONE decides: the probe does not compare arguments, so reusing one key after changing the arguments hands back the FIRST result. On the twelve search verbs that matters twice over, because switching a call from filters to url (or back) under one key replays instead of running the new search. New search, new key. url: type: string nullable: true maxLength: 2048 pattern: ^https:\/\/www\.linkedin\.com\/search\/results\/schools\/ description: >- EXCLUSIVE with `filters`: send url OR filters, never both (422) and never neither (422). A search URL built in the LinkedIn UI, and the escape hatch for everything the filter vocabulary cannot express. MUST start with https://www.linkedin.com/search/results/schools/ : a URL from another LinkedIn search screen is refused here and again by the backend (422 invalid_search_url), because running it would silently scrape the wrong thing. On the url half OUR number wins: the offset or page parameter baked into the pasted URL is overwritten, while every other parameter rides through untouched. filters: type: object nullable: true properties: keywords: type: string maxLength: 256 description: >- REQUIRED, and the WHOLE vocabulary: the schools search has no wire form without a query and no second axis to combine with it. Passed to LinkedIn verbatim. required: - keywords additionalProperties: false description: >- EXCLUSIVE with `url`: send filters OR url, never both (422) and never neither (422). LinkedIn school-search filters. keywords is the ONLY member the node reads, so any other key is REFUSED rather than ignored. In particular there is NO school-id member: the ids param_id_lookup returns for type=school fit no filter on this engine and reach LinkedIn only inside a pasted people-search URL. Every facet the schools screen offers beyond the keyword box is reachable only by building the search in the LinkedIn UI and pasting that URL into the url field. page: type: integer minimum: 1 maximum: 100 description: >- LinkedIn page number, default 1; ONE page per call, so re-call with page + 1 while paging.has_more. On the url half OUR number wins: the offset or page parameter baked into the pasted URL is overwritten, while every other parameter rides through untouched. ScrapeLinkedinSearchSchoolsResponse: type: object properties: success: type: boolean enum: - true operation: type: string enum: - action action: type: string description: kebab-case verb; matches the route segment. item: {} result: type: object properties: rows: type: array items: type: object properties: school_slug: type: string description: >- The /school/{slug} path segment, and the ONLY identity a school row carries. ⚠️ The node calls this field school_id; it is a vanity slug, NOT the numeric id param_id_lookup returns for type=school, and the two are unrelated. ⚠️ It can be URL-ENCODED (an apostrophe arrives as %27) because the parser never decodes it; pass it through as-is or school_url stops matching. school_url: type: string description: >- https://www.linkedin.com/school/{school_slug}/ , composed from the slug, so it is stable and free of tracking parameters. Pasting it back into this tool's url field is refused: it is one school's page, not a search. name: type: string description: >- School name, read off the card's single bold text run rather than out of English copy, so it survives a non-English interface. A card without one is dropped, so this is never null. location_text: type: string nullable: true description: >- The location line as printed ("Stanford, California"). Free text, never parsed into city / country. Positional rather than prefix-matched, so unlike the products category line it stays correct on a non-English interface; simply absent on schools that print none. students_alumni_count: type: integer nullable: true description: >- How many students and alumni LinkedIn reports, parsed from the text below, so "448K" becomes 448000. ROUNDED, because the string it came from was: LinkedIn never printed an exact number. Not an employee count and not comparable to a company headcount. students_alumni_text: type: string nullable: true description: >- That same counter exactly as printed ("448K students and alumni on LinkedIn"). ⚠️ Read through the one English pattern on this card, so it goes null on a non-English interface, and see the description warning below. description: type: string nullable: true description: >- The school blurb. ⚠️ Picked as the longest small-print run once the students-and-alumni line is excluded by its English wording. On a non-English interface that exclusion stops working, so this field can silently hold the STUDENTS line instead of a description. logo_url: type: string nullable: true description: >- School logo, widest rendition available. Best effort: a card renders several images and the most repeated asset is taken as the logo. position: type: integer nullable: true description: >- The card's slot on THIS page, 0 based and page local, so it is not a rank across pages. Numbering happens before dropped cards are removed, which can leave gaps. required: - school_slug - school_url - name - location_text - students_alumni_count - students_alumni_text - description - logo_url - position description: >- The transient result list, in LinkedIn’s order; NOTHING persisted. paging: type: object properties: page: type: integer page_size: type: integer has_more: type: boolean total: type: integer nullable: true required: - page - page_size - has_more - total description: >- Page-numbered paging: re-call with page + 1 while has_more. total carries LinkedIn's own result count when the page printed one, best effort and null otherwise, so drive the loop from has_more. data_request: type: object properties: {} description: >- The kind="scrape" DataRequest journal row for this call (terminal completed), embedded as result.data_request; served_from_cache always false. Full DataRequestDomain shape owned by ./data_requests.md, so it is left passthrough here. required: - rows - paging - data_request meta: type: object properties: trace_id: type: string description: UUID v7; same 128-bit value as the X-Trace-Id header. span_id: type: string pattern: ^[0-9a-f]{16}$ description: 16 hex chars, root span of this request. timestamp: type: string description: ISO 8601 UTC (Y-m-dTH:i:sZ), response time. duration_ms: type: integer minimum: 0 description: Server-side wall clock. debug_url: type: string description: Deep link to the post-call analysis UI. required: - trace_id - span_id - timestamp - duration_ms - debug_url required: - success - operation - action - item - result - meta McpError: type: object properties: success: type: boolean enum: - false error: type: object properties: code: type: string enum: - validation_failed - nothing_to_update - not_found - relation_not_found - invalid_transition - limit_exceeded - payment_required - duplicate_rejected - conflict - delete_blocked - unauthorized - forbidden - rate_limited - internal_error - service_unavailable - not_implemented message: type: string recoverable: type: boolean suggestion: type: string field_errors: type: object additionalProperties: type: array items: anyOf: - type: string - type: object properties: rule: type: string message: type: string required: - rule - message blockers: type: array items: type: object properties: type: type: string description: >- Machine-readable blocker type (active_flow, pending_tasks, …). severity: type: string enum: - hard - soft description: >- hard = external action required; soft = acknowledge is enough. description: type: string entity_sid: type: string nullable: true count: type: integer resolution: type: string description: 'Hard: tool name to call. Soft: code for acknowledge[].' resolution_hint: type: string required: - type - severity - description - entity_sid - resolution - resolution_hint context: type: object additionalProperties: {} required: - code - message - recoverable meta: type: object properties: trace_id: type: string description: UUID v7; same 128-bit value as the X-Trace-Id header. span_id: type: string pattern: ^[0-9a-f]{16}$ description: 16 hex chars, root span of this request. timestamp: type: string description: ISO 8601 UTC (Y-m-dTH:i:sZ), response time. duration_ms: type: integer minimum: 0 description: Server-side wall clock. debug_url: type: string description: Deep link to the post-call analysis UI. required: - trace_id - span_id - timestamp - duration_ms - debug_url required: - success - error responses: McpClientError: description: >- MCP error envelope. `error.code` is one of validation_failed, nothing_to_update, not_found, relation_not_found, invalid_transition, limit_exceeded, payment_required, duplicate_rejected, conflict, delete_blocked, unauthorized, forbidden, rate_limited, not_implemented. content: application/json: schema: $ref: '#/components/schemas/McpError' McpServerError: description: >- MCP error envelope with `error.code` internal_error or service_unavailable. content: application/json: schema: $ref: '#/components/schemas/McpError' securitySchemes: BearerJwt: type: http scheme: bearer bearerFormat: JWT description: >- Access token issued by gtm.service.id. Its `access_identity` claim carries `team_sid`, `actor_sid` and `actor_type`, and that team scope is authoritative. TeamSid: type: apiKey in: header name: Team-SID description: >- Team scope for tokens that do not carry one. Ignored when the token already names a team. ````