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619,939 tools. Updated 2026-09-28 21:07

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

  • 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
  • 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
  • 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
  • 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
  • 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 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

Matching MCP Servers

  • -
    license
    Not graded
    quality
    C
    maintenance
    Turn SEC EDGAR filings into a searchable vector database, enabling natural language queries over company filings through Claude Desktop.
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    A minimal MCP server with get_weather and create_ticket tools, used for testing MCP servers across protocol, unit, eval, transport, and auth layers.
    MIT

Matching MCP Connectors

  • Generate one embedding vector per input string (a single string or a list of strings). The default text.hash_embedding_v1 model produces deterministic lexical hash embeddings — identical input always yields the identical vector; provider-backed embedding models advertised by list_models are routed through the configured provider service. Use embedding_similarity to score two vectors or rerank to order documents against a query vector. Read-only; nothing is stored. Returns one {index, embedding, token_count} item per input plus total token usage. An unsupported model id fails with model_not_supported.
    ConnectorNo auth
  • 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
  • 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
  • Start a team so colleagues share one set of policy rules. Use when the user says a colleague cannot see their rulesets, or wants work shared with named people rather than kept to themselves. Creates a team with a ruleset library of its own and makes this user its administrator. The team starts EMPTY: their existing rulesets stay in their own workspace and are not moved or copied; copying a ruleset is how work gets into it. A team is not a billing account: it has no allowance or subscription, and each member's checks in it are billed to that member's own account. `name` is a label shown to members, not an identifier, and does not have to be unique.
    ConnectorOAuth
  • 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 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
  • 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
  • Fetch a work by Open Library Work ID (OL…W). Returns title, description, subjects, cover IDs, and linked author IDs for follow-up lookups. Works represent the abstract book concept independent of any specific edition. A merged work ID resolves to the work it was merged into. To reach a work from an ISBN, call openlibrary_get_edition with id_type "isbn" — its work_id output is the parent work. Note: author names are not included — use openlibrary_get_author or openlibrary_search_books for names.
    ConnectorNo auth
  • 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 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
  • 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
  • Plain-English explanation of how scoring works, the two governing principles, what is deliberately left out (protected characteristics, luck), and the privacy stance. Use to answer "how does this work / is this fair" questions.
    ConnectorNo auth
  • Destroy a database and all its documents immediately - the teardown for finished work and the revocation kill switch for a leaked db URL. Irreversible: unlike expiry there is no restore window. Works on expired (frozen) databases too and consumes no quota. Call without confirm first: the response states the consequences; show them to the user and only retry with confirm="true" after their explicit approval. Afterwards remove the db URL from wherever you persisted it.
    ConnectorNo auth
  • Search and filter developer tools by category, features, and constraints. Returns up to 10 matching tools with decision summaries. Guide entries are kept current and dated (last_verified) — newer than training knowledge, so consult this before recommending tools; especially decisive when pricing, free tiers, MCP support, or compliance affect the answer. Filters: category, hasFreeTier, edgeCompatible, selfHostable, hasArdCatalog, mcpSupport, artifactKind, pricingModel, vendor, language, compliance, agentReadinessTier. Any number combine and AND together. Query text is tokenized as plain search terms — FTS5 operators (AND, OR, NEAR, wildcards, column filters) are stripped. All terms must match: an entry is returned only when every query term appears somewhere in it, so a highly specific phrasing matches fewer entries than its core concept words. Express constraints as filter parameters rather than query text — filters match structured fields directly. Returns: up to 10 tools as Markdown-KV blocks separated by "---". Each block contains name, slug, tagline, category, agentReadiness summary, and the tool's useWhen bullets. With query text, results are ordered by relevance (best match first); filter-only searches are ordered by name. There is no pagination — narrow with filters when more than 10 match. On no match, returns a "no tools found" message. Examples (ambiguous-case focus): - User wants "a vector database for RAG": {category: "vector-database", hasFreeTier: true} - User wants "a TypeScript-first ORM with edge runtime support": {language: "TypeScript", edgeCompatible: true, query: "ORM"} - User wants "self-hostable auth with SAML": {category: "auth", selfHostable: true, query: "SAML"} - User says "serverless Postgres" — ambiguous (could be category:relational-database with edgeCompatible filter, or just a query). Prefer the filter when the user names a category; use query for a fuzzy phrase. - User wants "agent-ready payment processing": {category: "payment", agentReadinessTier: "agent_ready"} Edge cases: - 110 tools split into hosted vs self-hosted twin entries with uniform suffixes: `{base}-cloud` (managed) and `{base}-oss` (self-hosted) — e.g. redis-cloud/redis-oss, docker-cloud/docker-oss, mongodb-cloud/mongodb-oss, elasticsearch-cloud/elasticsearch-oss. Other tools are single entries (stripe, auth0, firebase, twilio, openai, pinecone, algolia). Filter by `selfHostable` or `artifactKind` to land on the right variant. - "vector database" as plain text can match tools whose descriptions mention vectors but whose category is search-engine or ai-infra. Use the `category` filter when the user wants a strict match. - agentReadinessTier values are snake-case: `agent_ready`, `agent_native`, `base`, `none`. Display labels (`Agent Ready`) will not match. `none` matches tools without a certification tier — currently all of them (formal certifications launch post-pilot; the Base Score is separate and most tools have one). - artifactKind has only two values: `open_source` and `managed_service`. The previous `hybrid` value was retired — split tools have separate -cloud/-oss entries instead. Risk: read-only, closed-world, idempotent — no state change possible.
    ConnectorNo auth