"Retrieving information from document directory with search and memory capabilities" matching MCP tools:

• strale_execute

  Strale - 290+ API capabilities for AI agents

  Executes a Strale capability by slug and returns the result. Use this when you need to perform any verification, validation, lookup, or data extraction from the 271-capability registry. Call strale_search first to find the right slug and required input fields. Returns a result object with the capability output, quality score (SQS), latency, price charged, and data provenance. Five free capabilities work without an API key (10/day limit). Paid capabilities debit from the wallet — check strale_balance first for high-value calls.

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• contacts_profile

  DialogBrain

  👤 Get full profile for a contact: all channel identities, notes, role, capabilities, birthday. When to use: - After contacts.find to get complete info about a specific person - To see all channels a contact is reachable on - To read notes, role, or capabilities for a contact Requires contact_id (entity_id) from contacts.find.

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• search_regulations

  Velvoite — EU Financial Regulatory Compliance

  Search the regulatory corpus using keyword / trigram matching. Uses PostgreSQL trigram similarity on document titles and summaries. Returns documents ranked by relevance with summaries and classification tags. Prefer list_documents with filters (regulation, entity_type, source) first. Only use this for free-text keyword search when structured filters aren't sufficient. Args: query: Search terms (e.g. 'strong customer authentication', 'ICT risk', 'AML reporting'). per_page: Number of results (default 20, max 100).

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• search_mcp_servers

  Swarm Tips — Aggregated AI Agent Activities

  [READ] Search the Layer 3 curated directory of MCP servers and agent-work tools. The directory has 30 entries across three vetting tiers — `first-party` (operated by the swarm.tips DAO), `vetted` (third-party, we've used + verified), `discovered` (cataloged from public sources, not yet exercised). Filter by `query` (substring vs name/description/tags), `category` (substring), and `tier`. Results sort first-party → vetted → discovered. The same directory powers swarm.tips/discover; this tool exposes it programmatically. Use this when an agent needs to find an MCP server for a capability (DeFi, search, browser automation, etc.) instead of an opportunity (which `discover_opportunities` covers).

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• fetch_document

  openregistry

  Primary tool for reading a filing's content. Pass a `document_id` from `list_filings` / `get_financials`. MANDATORY for any substantive answer - filing metadata (dates, form codes, descriptions) alone doesn't answer the user; the numbers and text live inside the document. ── RESPONSE SHAPES ── • `kind='embedded'` (PDF up to ~20 MB; structured text up to `max_bytes`): returns `bytes_base64` with the full document, `source_url_official` (evergreen registry URL for citation, auto-resolved), and `source_url_direct` (short-TTL signed proxy URL). For PDFs the host converts bytes into a document content block - you read it natively including scans. • `kind='resource_link'` (document exceeds `max_bytes`): NO `bytes_base64`. Returns `reason`, `next_steps`, the two source URLs, plus `index_preview` for PDFs (`{page_count, text_layer, outline_present, index_status}`). Use the navigation tools below. ── WORKFLOW FOR kind='resource_link' ── 1. Read `index_preview.text_layer`. Values: `full` (every page has real text), `partial` (mixed), `none` (scanned / image-only), `oversized_skipped` (indexing skipped), `encrypted` / `failed`. 2. If `full` / `partial`: call `get_document_navigation` (outline + previews + landmarks) and/or `search_document` to locate pages. If `none` / `oversized_skipped`: skip search. 3. Call `fetch_document_pages(pages='N-M', format='pdf'|'text'|'png')` to get actual content. Prefer `pdf` for citations, `text` for skim, `png` for scanned or oversized. ── CRITICAL RULES ── • **Navigation-aids-only**: previews, snippets, landmark matches, and outline titles returned by the navigation tools are for LOCATING pages. NEVER cite them as source material - quote only from `fetch_document_pages` output or this tool's inline bytes. • **No fallback to memory**: if this tool fails (rate limit, 5xx, disconnect), do NOT fill in names / numbers / dates from training data. Tell the user what failed and offer retry or `source_url_official`. • Don't reflexively retry with a larger `max_bytes` - for big PDFs the bytes are unreadable to you anyway. Use the navigation tools instead. `source_url_official` is auto-resolved from a session-side cache populated by the most recent `list_filings` call. The optional `company_id` / `transaction_id` / `filing_type` / `filing_description` inputs are OVERRIDES for the rare case where `document_id` didn't come through `list_filings`. Per-country document availability, format, and pricing - call `list_jurisdictions({jurisdiction:"<code>"})`.

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• extract_document

  Sats4AI - Bitcoin-Powered AI Tools

  Extract text from PDFs and images as clean Markdown. Uses Mistral OCR — handles complex layouts, tables, handwriting, multi-column documents, and mathematical notation. Preserves document hierarchy in structured Markdown. 10 sats/page. Pay per request with Bitcoin Lightning — no API key or signup needed. Requires create_payment with toolName='extract_document' and quantity=pageCount for multi-page PDFs.

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• search_skills

  AiPayGen — 65+ AI Tools as an MCP Server

  Search 646+ skills using TF-IDF semantic search. Returns ranked skills with scores. Use this to discover capabilities before calling execute_skill.

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• brave_summarizer

  brave

  Retrieves AI-generated summaries of web search results using Brave's Summarizer API. This tool processes search results to create concise, coherent summaries of information gathered from multiple sources. When to use: - When you need a concise overview of complex topics from multiple sources - For quick fact-checking or getting key points without reading full articles - When providing users with summarized information that synthesizes various perspectives - For research tasks requiring distilled information from web searches Returns a text summary that consolidates information from the search results. Optional features include inline references to source URLs and additional entity information. Requirements: Must first perform a web search using brave_web_search with summary=true parameter. Requires a Pro AI subscription to access the summarizer functionality.

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• search

  MidOS - MCP Community Library

  Search MidOS knowledge base for relevant information. Use this as your FIRST tool to discover what knowledge is available. Returns ranked results with titles, snippets, and quality scores. Args: query: Search query (keywords or topic) limit: Max results (1-20, default 5) domain: Filter by domain (engineering, security, architecture, devops, ai_ml) Returns: JSON array of matching atoms with title, snippet, score, and source

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• query_memory

  VaultCrux Memory Core

  Search the user's conversation memory. Returns ranked results with content, source timestamps, and confidence scores. For KNOWLEDGE UPDATE questions ('current', 'now', 'most recent'): make two calls — one with scoring_profile='balanced' and one with scoring_profile='recency' — then use the value from the most recent source_timestamp. For COUNTING questions ('how many', 'total'): results may not be exhaustive — search with varied terms and enumerate explicitly before counting. If all results score below 0.3, reformulate with synonyms or specific entity names from the question.

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• list_service_capabilities

  Molt2Meet

  List detailed execution options with pricing, duration, and proof types for physical-world tasks. Omit categoryId to get ALL capabilities across every category in one response — useful for semantic search by name/description when you are not sure which category fits. Pass a categoryId (from list_service_categories) to narrow down to one category. Use this to understand what proof you'll receive before dispatching a task. No authentication required. Next: dispatch_physical_task.

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• get_shipment_documents

  Easyship

  Retrieve a shipment document (commercial invoice) as binary PDF. **IMPORTANT:** This tool returns only metadata (content type and size) because MCP cannot transmit binary data. For usable document links, prefer calling `get_shipment` with `format="URL"` instead — it returns clickable download URLs. Only use this tool if you specifically need to confirm a document exists or check its file size. Required authorization scope: `public.shipment_document:read` Args: easyship_shipment_id: The Easyship shipment ID, e.g. "ESSG10006001". document_type: The type of document to retrieve. Must be "commercial_invoice". page_size: Page size for the document: "4x6" or "A4". Default: "A4". Returns: Metadata only (content type and size). For downloadable URLs, use `get_shipment` with format="URL".

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• list_proposals

  Catalunya 2022

  List all 91 action proposals from the Catalunya 2022 document, optionally filtered by sphere (1-3) or goal (1-12). Returns actionId, goalId, sphereId, title, slug, and url. Use get_section with the returned slug to read full action content.

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• credentials-list

  Certifier MCP

  Use this endpoint to list credentials. It supports cursor-based pagination but doesn't have filtering capabilities - for this, please use the credentials-search tool.

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• search_occupations

  O*NET Occupational Data

  Search O*NET occupations by keyword. Returns a list of occupations matching the keyword with their SOC codes, titles, and relevance scores. Use the SOC code from results with other O*NET tools to get detailed information. Args: keyword: Search term (e.g. 'software developer', 'nurse', 'electrician'). limit: Maximum number of results to return (default 25).

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• govuk_get_content

  GOV.UK

  Get metadata and navigable section index for a GOV.UK page. Returns the page title, document type, publication dates, and a list of sections with their anchor IDs and headings. Use govuk_get_section to read the body of a specific section, or govuk_grep_content to search within the page body.

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• get_documents

  mcp

  Use this tool to retrieve the full content of a single document or up to 20 documents in a single call. The document names should be obtained from the `parent` field of results from a call to the `search_documents` tool. Set the `names` parameter to a list of document names.

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• web_search_exa

  exa

  Search the web for any topic and get clean, ready-to-use content. Best for: Finding current information, news, facts, people, companies, or answering questions about any topic. Returns: Clean text content from top search results. Query tips: describe the ideal page, not keywords. "blog post comparing React and Vue performance" not "React vs Vue". Use category:people / category:company to search through Linkedin profiles / companies respectively. If highlights are insufficient, follow up with web_fetch_exa on the best URLs.

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• find_alternatives

  Brand Intelligence

  Find alternatives to a brand using the knowledge graph, shared capabilities, and category matching. Each alternative includes WHY it's an alternative. Args: slug: The brand slug (e.g. "cursor", "salesforce"). limit: Max alternatives (default 10, max 20). Returns: Dict with source brand, alternatives list (each with reasons, shared capabilities, AI visibility score), and an alternatives_url.

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• strale_getting_started

  Strale - 290+ API capabilities for AI agents

  Lists the free capabilities available without an API key and explains how to get started. Call this on first connection to see what you can do immediately. Returns 5 free capability slugs (email-validate, dns-lookup, json-repair, url-to-markdown, iban-validate) with descriptions, example inputs, and instructions for accessing the full registry of 271 paid capabilities. No API key required.

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