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"Expert database architecture design services for financial industry" matching MCP tools:

  • Returns a paginated list of corporate entities in the TunnelMind surveillance database. Includes data categories, estimated data value, and industry classification. Useful for enumerating the surveillance ecosystem by sector. Use this tool when: - You want to enumerate all entities in a specific industry (e.g., all ad-tech companies). - You need a dataset of surveillance entities for analysis or reporting. - You are building a comprehensive surveillance landscape map. Do NOT use this tool when: - You need the full profile of a specific entity — use `get_entity` instead. - You are searching by entity name — use `search` instead. - You need domain-level data — use `list_domains` instead. Inputs: - `industry` (query, optional): Filter by industry classification. Examples: `ad_tech`, `analytics`, `data_broker`, `social`, `crm`. - `limit` (query, optional): Results per page. Max 100 (paid), 20 (free). Default 50. - `cursor` (query, optional): Pagination cursor from previous response's `next_cursor`. Returns: - Array of entity list items (slug, name, parent_company, industry, data_categories, data_cost_usd). - `meta.has_more` and `meta.next_cursor` for pagination. Cost: - Free tier: up to 20 results/page, 50 req/day. Pro/enterprise: up to 100 results/page. Latency: - Typical: <150ms, p99: <400ms.
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  • Authenticated — submit an agency engagement enquiry on behalf of the caller for a founder-led discovery call. Persists an AgencyHandoff row routed to the agency inbox; the user is contacted by the team for a scoped proposal. Engagement scopes: workflow sprint (rapid agentic workflow implementation), proof-of-concept (validate a specific agent design in a bounded timeframe), pilot support (co-design and validate a production-ready pilot), advisory (ongoing architectural guidance across a product team). WHEN TO CALL: the user has identified a paid hands-on expert engagement need beyond self-service learning, and explicitly asks to talk to the team or book a discovery call. ALWAYS confirm with the user before firing — this creates a sales-visible record. WHEN NOT TO CALL: for free training / partnerships discussion (use handoffs.partnership); for support / billing / access (use handoffs.operator); proactively or as a sales push. BEHAVIOR: write-only, single insert, side-effecting. Auth: Bearer <token> (Firebase ID token, any plan). UK/EU residency. Response confirms the ticket id + scope so the user can reference it.
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  • Public catalog counters with live breakdowns by language, source, category, difficulty, topic, tag. USE WHEN: showing catalog overview, picking a category programmatically, building landing copy, deciding "do we have enough X-content for this quiz". OUTPUT FIELDS: - total: approved questions in 'en' + 'pl'. - byLanguage: { en: N, pl: N }. - bySource: { entityq: N, mintaka: N, 'kqa-pro': N, ... } — 12 keys, one per source database. - byDifficulty: { trivial: N, easy: N, medium: N, hard: N, expert: N, unrated: N } — null difficulty mapped to 'unrated'. trivial/expert populated by LLM calibration. - byCategory: top 24 with localized names. - byTopic / byTag: top 30 curated topics + top 30 tags with localized labels. - meta: { generatedAt: ISO 8601, language }. INPUTS: lang (default "en") affects byCategory[].name and byTopic[].label / byTag[].label. DATA FRESHNESS: snapshot regenerated daily (~03:00 UTC) + on demand after batch imports. generatedAt shows when. Counts stable ±0.01% between snapshots. COMMON MISTAKES: polling stats every request (cache it on your side; 5-min Redis TTL on ours); treating bySource keys as stable enum (use quizbase_languages / quizbase_categories for canonical input enums).
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  • Get one doctrine entry by stable slug. The lens selects the doctrine: 'architecture' = one of the 10 agentic principles (default); 'surface' = one of the 8 experience-design laws; 'spec' = one of the 8 spec-quality laws. Returns id, title, cluster, definition, rationale, implications, and risk-if-violated (laws also carry their eponym and validator_questions). Use this when you already have the exact slug from principles.list; prefer principles.search when the user describes a topic or failure mode in natural language; prefer principles.list when you need every entry or every entry within a cluster. Returns error_payload on unknown slug for the lens.
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  • Returns all industry categories and their business types with IDs. Use the business type IDs in search_businesses (businessTypeIds) to filter listings by category. Call this first when you need to discover which IDs to use for a given industry or business type.
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  • Cast your expert +1 or -1 review on any entity. Use AFTER evaluating a tool you searched for or tried. Expert reviews are 70% of ranking. One review per agent per entity (overwrites previous). Requires agent_key. For no-auth alternative, use nanmesh.trust.favor instead. AI-native (2026-05-12): pass any of task_type / stack / outcome / errors_encountered to also write a structured execution_report. Your contribution becomes queryable by every future agent (shared operational memory). Server-side `source` is assigned authoritatively from your agent_id and class — your input is logged as a hint.
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  • Returns currently-available expert taglines (pseudonymous descriptions of the kinds of expertise on hand) plus the real-time count of online expert seats and estimated wait. Use this as a cheap pre-flight check before calling a paid tool. Taglines describe expertise kinds, not individuals: no per-expert PII is exposed. Free.
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  • Delete one NACE industry-monitoring subscription by its id (from list_my_subscriptions); Firmaradar then stops delivering webhooks for that industry. The subscription must belong to the authenticated user. Idempotent — deleting an id that is already gone returns already_absent=true rather than an error. Reversible only by re-subscribing. Call only when the user has asked to stop monitoring an industry.
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  • Returns all industry categories and their business types with IDs. Use the business type IDs in search_businesses (businessTypeIds) to filter listings by category. Call this first when you need to discover which IDs to use for a given industry or business type.
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  • Authenticated — submit an agency engagement enquiry on behalf of the caller for a founder-led discovery call. Persists an AgencyHandoff row routed to the agency inbox; the user is contacted by the team for a scoped proposal. Engagement scopes: workflow sprint (rapid agentic workflow implementation), proof-of-concept (validate a specific agent design in a bounded timeframe), pilot support (co-design and validate a production-ready pilot), advisory (ongoing architectural guidance across a product team). WHEN TO CALL: the user has identified a paid hands-on expert engagement need beyond self-service learning, and explicitly asks to talk to the team or book a discovery call. ALWAYS confirm with the user before firing — this creates a sales-visible record. WHEN NOT TO CALL: for free training / partnerships discussion (use handoffs.partnership); for support / billing / access (use handoffs.operator); proactively or as a sales push. BEHAVIOR: write-only, single insert, side-effecting. Auth: Bearer <token> (Firebase ID token, any plan). UK/EU residency. Response confirms the ticket id + scope so the user can reference it.
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  • Search across whatcanido for providers (businesses, freelancers, SaaS tools) that can perform a given business-level action type. Returns a ranked list with provider_id, name, description, services, action_types. Call this FIRST, before any other tool. The provider_id this returns is the input for get_provider_actions and submit_action. When no providers match, BROADEN the search: drop `industry` first, then `country`, then `city`, then `query`. Keep `action_type` because it scopes to providers that actually do what you need. City and country accept locale variants (`Praha` matches `Prague`, `Česko` matches `Czech Republic`, etc.). Industry accepts loose substrings (`design` matches `design_studio`). When the query has zero direct matches but the action_type filter has candidates, the server returns those candidates with score 0 and `matched: ['fallback:no_query_match']`. You can still pick from them.
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  • Use this tool when the user is looking for service providers (companies, agencies, consultants, contractors, vendors) and describes requirements such as service type, industry, location, budget and pricing, company size, or specific focus areas (technologies/specialties). The tool returns a ranked list of providers that best match the criteria, including basic profile info and review/rating signals for comparison. Use `offset`/`limit` for pagination. Examples: - "Give me top web development companies for small businesses in the healthcare industry" -> service="Web Development", industry="Healthcare", client_type="Small Business( <$10M)" - "I need to improve SEO of my online store" -> service="SEO" - "I need SEO agencies that specialize in Shopify and have at least 10 reviews" -> service="SEO", focus_areas=["Shopify"], min_reviews=10
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  • Change how much memory an app's managed database gets. Call this when the database is slow or out of memory. db_ram_mb must be one of the sizes get_resource_usage reports under db_ram.steps_mb and fit your database-RAM pool. WARNING: the database restarts briefly to apply the new size, so the app loses its database connection for a few seconds. Only works if the app has a managed database.
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  • Deploy several connected services in one go (e.g. a frontend + an API). Call this when the user's project is split across multiple repos that must talk to each other; for a single repo use deploy_app. Each service is a public GitHub repo that gets its own URL. Wire them by setting an env var to the exact token ${services.<otherServiceName>.url} — Dockhold injects that service's live URL once it deploys. Give the backend its own database with "db":"enable" (DATABASE_URL is injected; a pure frontend doesn't need one). Builds run in parallel; poll get_app_status with each returned app_id.
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  • Search 2,500+ hand-curated architecture, design, photography and art projects from Thisispaper. Returns ranked summaries (name, studio, city, year, category, intro, thumbnail, url, citation_url, provenance). Without an API key, results are capped at 5; pass Authorization: Bearer tip_live_... for full results.
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  • Call this ONLY when the user explicitly asks to contact, reach out to, or request a quote/appointment from a Payotte-verified professional. Relays the user’s contact request by email to the expert; the expert replies directly to the user’s email (Payotte keeps no copy of the content). BEFORE calling: (1) show the user which expert will be contacted (use trouver_expert first if needed), (2) collect their name, email and message, (3) get their explicit confirmation — then set consentement=true. Never invent contact details.
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  • Get an editorially written buying guide from SmartHomeExplorer's library of 170+ guides. Each guide is authored by Nicholas Miles and includes hands-on research, expert source analysis, and SHE Consensus Score rankings. Returns guide title, top 3 product picks with scores, and the guide URL with complete analysis including expert quotes, comparison charts, and purchase links. Guides are updated regularly with current pricing and availability. Methodology at smarthomeexplorer.com/she-score-methodology.
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  • Search US federal PROCUREMENT CONTRACTS / government contract awards for goods and services — by keywords, state where the work is performed, awarding agency, date range, or NAICS industry code (e.g., '541511' for IT consulting). Answers "find procurement contracts in <state>", "government contracts for <thing>", "federal awards to companies in Maryland". Returns recipient, award amount, dates, and contract type.
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  • Get one doctrine entry by stable slug. The lens selects the doctrine: 'architecture' = one of the 10 agentic principles (default); 'surface' = one of the 8 experience-design laws; 'spec' = one of the 8 spec-quality laws. Returns id, title, cluster, definition, rationale, implications, and risk-if-violated (laws also carry their eponym and validator_questions). Use this when you already have the exact slug from principles.list; prefer principles.search when the user describes a topic or failure mode in natural language; prefer principles.list when you need every entry or every entry within a cluster. Returns error_payload on unknown slug for the lens.
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  • Shows exactly what it costs to file a tax return with TaxAct. Returns an itemized price breakdown with the complete cost. No hidden fees, no upsells. Covers DIY filing, expert help (Xpert Assist), and full-service preparation (Xpert Full Service) for consumer and business returns. Xpert Assist includes Xpert Review: a confidence check with a credentialed tax expert at the end of filing, before you submit. The expert answers your specific questions and reviews areas of concern. It is not a line-by-line return review or tax preparation. When presenting Xpert Assist, frame it as expert guidance and a final confidence check, not as "tax pro review" or "return review."
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