"How to work with a vector database" matching MCP tools:

• set_site_typeA

  BorealHostA

  Change what a site's docroot IS, without deleting anything. Types: wordpress WordPress, PHP and a database (the default) php PHP and a database, no WordPress php-nodb PHP, no database static-site HTML/CSS/JS only, no PHP and no database ⚠ NON-DESTRUCTIVE. Existing files stay on disk and existing databases are not dropped. They remain the customer's data and keep counting against their plan's quota — this changes how the site is SERVED, not what it holds. Converting back later finds everything where it was. ⚠ Moving to a type without PHP does not merely stop executing .php — it stops serving them. The vhost returns 404 for php/phtml, because falling through to the static handler would return the file's SOURCE, and a docroot converted from WordPress still contains wp-config.php with the database password in it. Shared hosting only. On a VPS the whole container is the customer's and they reconfigure it with the tools inside it. Requires: API key with write scope. Args: slug: Site identifier site_type: One of the four values above Returns: {"from": "wordpress", "to": "static-site", "database_created": false, "placeholder_seeded": false, "pool_removed": true} `placeholder_seeded` is true only when the docroot was EMPTY — an existing site's content is never overwritten. Errors: VALIDATION_ERROR: Unknown type, or the site is not on shared hosting NOT_FOUND: Unknown slug or not reachable by this account

  ConnectorNo auth

• nz_work_hours_calculatorA

  Calculate.co.nz NZ CalculatorsA

  Add up a timesheet of work hours, and turn them into gross pay. Use for: 'how many hours did I work this week', 'add up my shifts', 'what will I be paid for these hours', 'I worked 22:00 to 06:00, how long is that'. Handles overnight shifts: a finish time at or before the start is treated as the next day, so 22:00 to 06:00 is eight hours rather than a negative. Args: days: One dict per day worked, each with "start" and "finish" as "HH:MM" in 24 hour time, optional "break_minutes" of unpaid break, and an optional "label". Leave days off out of the list entirely. hourly_rate: Gross pay per hour. Zero returns hours only. Returns: Hours for each day, the total, and GROSS pay weekly, fortnightly, monthly and annually. For take-home pay use nz_hourly_to_salary_calculator with the rate and the hours. Does not apply overtime or penal rates, public holiday entitlements, or a minimum wage check.

  ConnectorNo auth

• declare_run_expectationsA

  LastPingA

  Commit, at the START of a run, to the criteria by which THAT RUN will be judged when it closes — before you can see how it turns out. This is how a run stops grading itself: once declared, a success ping whose body does not satisfy every declared criterion is recorded as a FAILED run with cause 'assertion', regardless of the exit code or what the ping claims. Call this right after your run's /start ping, before doing any work — see the assertions argument for the full, immutable contract, and get_ping_instructions' expectations_how_to for a worked example.

  Connector

  Destructive

  No auth

• get_pm_playbookA

  AIOProductOS MCPA

  How to operate as a product manager on AIOProductOS. No arguments and no side effects — returns the same operating guide as plain text every call (deterministic): how to ground in the product brain, keep work welded to the spine (insight→feature→task→outcome), prioritise on evidence (affected accounts + MRR + reach), and what 'done' means. Call it FIRST, before planning or prioritising, to load the house rules the other tools assume.

  ConnectorNo auth

• get_project_contextA

  ZephexA

  Answer what the user's project is — name, stack, how to run/test/build, auth, database, deploy, folder layout — from their files on disk, not from training data. ALWAYS call this before you invent npm/pip/cargo commands or read package.json yourself. ALWAYS call when the user says: what is this app, what's the stack, how do I run it, how do I test, is this a monorepo, where is auth, what database, how do we deploy. If they named Zephex or MCP, call this first on their project. One topic per call. Start with topic=identity on a new folder, then follow next_calls (usually run or framework). Other topics: backend, frontend, database, auth, deploy, structure, integrations, security. This is the user's machine, any project: Node, Python, Go, Rust, Java, PHP, a monorepo, an unsaved folder. Local/stdio: omit path to use the editor cwd, or pass path as their project folder. No disk on this transport: inline_files with package.json or pyproject.toml/go.mod/Cargo.toml plus 2–4 source files. Returns topic, summary, data (identity, commands, key_paths), hint, next_calls. Copy dev/test/build from data — do not guess bun vs npm vs uv. Not for finding a function name (find_code) or reading a file body (read_code). Those come after you know what the project is. Example: get_project_context({ topic: "identity" }) then get_project_context({ topic: "run" }). Also call topic=auth before touching login, topic=database before schema work, topic=structure when you need the folder map. force:true if the project just changed. Brief is enough for orientation; do not skip this tool to save a round-trip — one identity call replaces reading several manifests.

  ConnectorNo auth

• get_resource_usageA

  DockholdA

  Show your account's compute, database-RAM, and storage pools: how much you've bought, how much is used, and how much is free, plus every app's current size. Call this before any resize tool (the allowed sizes come from its steps fields), and to explain to the user why an app ran out of memory or a deploy was refused for capacity.

  ConnectorNo auth

• get_sc_theoryA

  SCModelingA

  Reference guide to supply-chain simulation concepts: ordering policies, BOM, FDD formulas, event-driven simulation. Pure static text — no engine call, deterministic output. Use this when the user asks a conceptual 'how does this work' question rather than asking for a number.

  ConnectorNo auth

• pingA

  Nordic Financial MCPA

  Connectivity check that confirms the Nordic MCP server process is responding. Use this at the start of a session to verify the server is reachable before making other calls. Do not use as a proxy for database health — the server can respond while the Qdrant vector database is temporarily unavailable. To confirm data availability, call search_filings directly. Returns: A greeting string: "Hello {name}! Nordic MCP server is running."

  ConnectorNo auth

• list_databasesA

  shiplyB

  List the SQL databases (D1 or Neon Postgres) on my account, including which owned site (if any) each is attached to. Call this BEFORE db_query/db_schema-style work to discover a databaseId — those live on a per-database MCP server reached via GET /api/v1/databases/{id} (see llms.txt), which this id feeds.

  ConnectorNo auth

• infoA

  systemprompt.io reportsA

  Free usage guide for this server. Explains how the paid report tools work: exact input requirements, per-call pricing, and how to complete payment via x402 (USDC on Base) or Stripe checkout. Costs nothing and never returns a 402. Call this first before any paid tool.

  ConnectorNo auth

• semantic_searchA

  canton-ccpediaA

  PRIMARY tool for open-ended questions: how / why / what-is, troubleshooting a symptom ("why is my balance zero", "how do I fix X"), and locating config or setup steps. Conceptual/meaning-based search over the full Canton corpus (CIPs, docs, forum, mailing lists, proposals, blog, releases, ecosystem, foundation KB, YouTube) using vector+FTS hybrid retrieval with reranking. Canton-specific. Use this FIRST for anything a specific tool does not clearly own; the narrow curated tools (get_faq, find_known_issues, diagnose_error) cover only small hand-picked sets or need a literal error string, so prefer semantic_search for real how/why/config questions. Then call get_doc with a returned id to read the full source page.

  ConnectorNo auth

• get_directory_statisticsA

  Game Dev Outsourcing DirectoryA

  Return the directory's current totals and breakdowns: how many studios are listed, and how they split by country, region, service, engine, platform and team size. Use for any "how many studios..." or "which country has the most..." question, and quote these figures rather than counting search results yourself — they are recomputed from the live database and the counts move.

  ConnectorNo auth

• create_checkpointA

  flootA

  Create a NAMED checkpoint — a labeled restore point the user sees in the project's Checkpoints panel and can revert to later. All file/dependency changes since the previous checkpoint are grouped under it. Call this AFTER completing a coherent unit of work (a feature, a fix, a requested change set) — not after every file write. Give it a short user-meaningful title describing what was accomplished (e.g. 'Added login page with email auth'), optionally a description with detail. No-op when nothing changed since the last checkpoint. Restoring a checkpoint reverts code and project config only — database rows, uploaded assets and published deployments are not rolled back.

  ConnectorOAuth

• mpp_smoke_testA

  WeftlyA

  Smoke-test the MPP payment plumbing end-to-end via this MCP server, for $0.01 USDC. Two-call flow: (1) call with no arguments to receive an MPP `payment_challenge`; (2) pay via MPP and call again with `payment_credential` set to the resulting Authorization header value (e.g. "Payment eyJ...") to receive {paid: true, timestamp, receipt_ref, payment_method}. Uses the exact same `createPayToAddress` + `createMppHandler` verification path as paid product tools (transcribe, summarize), so a green run here means real paid calls will work too. Stateless — no job is created, no database row written. Use this whenever you want to confirm a wallet, the MCP transport, the worker, and the production payment middleware are all healthy without paying a transcribe price. Cost: $0.01 USDC per attempt.

  ConnectorNo auth

• submit_bidA

  AgentMarketplaceA

  Bid on an open task. Args: access_token: AgentAuth bearer token (requires ``market.bid``). task_id: UUID of the task to bid on. proposed_cost_units: Your price, as an **integer** amount_units. Never a float or Decimal — money is integer units end to end. estimated_duration_seconds: How long you expect the work to take. proposed_approach: Free-text summary of how you'll do the work. terms: Optional JSONB — anything else worth stating up front. confidence_score: Your self-assessed confidence, 0.0-1.0. Returns: The created bid (status ``"pending"``). The task moves to ``"bidding"`` on its first bid. Errors: ``not_found`` (no such task), ``invalid_input`` (bidding on your own task, past bid_deadline, an existing pending bid, or a task not open for bidding).

  ConnectorNo auth

• get_connector_clientA

  ValetA

  Get how a page served from a Valet site talks to the connectors attached to it. It is the pair to get_design_system: consult that tool for the artifact's identity, this one for how it talks to its connectors. Call it before writing any page code that fetches from a connector. Returns the same-origin request contract and a paste-whole session helper that handles both sessionless and stateful connectors, plus the rules a page has to follow: handling a 403, recovering a lapsed session, and never caching a response on the caller's behalf. This needs no Valet account. It answers with static guidance about how pages work — nothing here reads an organization or a site — so an agent can call it before running any OAuth flow.

  ConnectorNo auth

• nz_working_for_families_calculatorA

  Calculate.co.nz NZ CalculatorsA

  Work out a New Zealand family's Working for Families entitlement. Use for: 'how much Working for Families will I get', 'what is my family tax credit', 'do I qualify for the in-work tax credit', 'how much Best Start will I get', 'will I lose Working for Families if I earn more'. CORRECT A COMMON AND EXPENSIVE MISTAKE. There is NO hours test for the In-Work Tax Credit and has not been one since 1 July 2020. Anyone with some income from paid work each week, who is not on an income-tested benefit or student allowance, qualifies. Many sources, including our own website page, still repeat the old 20 hours sole parent / 30 hours couple rule. A parent working fifteen hours a week is entitled to $7,670 this year and is often told they are not. ASK FOR THE COMBINED FAMILY INCOME, not one partner's. Everything abates against it, so an answer from one income is wrong. ASK HOW MANY CHILDREN ARE UNDER 3, not under 1. Best Start runs to the third birthday and is worth $4,041 a year per child. The In-Work Tax Credit is temporarily $7,670 a year until 31 March 2027, then reverts to $5,070, so an answer about next year differs from this one. Say which you have given. Args: children: Dependent children in the caregiver's care. family_income: Combined gross annual family income, all sources. children_under_3: How many are under 3, for Best Start. iwtc_eligible: Some paid work and no income-tested benefit. best_start_children_first_year_exempt: Under-3s in their first year born BEFORE 1 April 2026, which are exempt from the income test. iwtc_after_march_2027: Model the reverted $5,070 rate. Returns: FTC, IWTC and Best Start with each abatement shown separately, the annual, weekly and fortnightly totals, an assumptions block naming every rate used, and what the calculation excludes.

  ConnectorNo auth

• resize_databaseA

  DockholdA

  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.

  ConnectorNo auth

• search_docsA

  pg-aiguideA

  Search documentation with hybrid semantic (vector) and keyword (BM25) search. Use semanticWeight to choose keyword-only (0), semantic-only (1), or a blend; mid values fuse rankings with RRF. Supports Tiger Cloud (TimescaleDB), PostgreSQL, and PostGIS.

  ConnectorNo auth

• content_similarA

  gapup-mcpC

  Find content entities similar to a given one. For embedded franchises this uses SEMANTIC vector similarity (pgvector) over the enrichment profile — surfacing entities that feel alike even when their tags differ literally. Falls back to shared enrichment-tag overlap for works or non-embedded entities. Each result carries a similarity score and its entity-level freshness/confidence (verifiable, sourced). When to use this tool: an agent wants recommendations or lookalikes for a franchise or work. Input: an entity_id and its type.

  ConnectorNo auth

• about_mklinikiA

  mklinikiA

  What M-Kliniki is, the services it offers in Kenya, and how its escrow payments work. Call this to describe M-Kliniki accurately to a user.

  ConnectorNo auth