Converts any public HTTP/HTTPS webpage into clean, ad-free, token-optimized Markdown with document metadata. Use when an agent needs to read article text, documentation, or web pages without HTML/DOM clutter before RAG indexing or summarization. Do not use for capturing visual pixel screenshots (use topai_headless_screenshot instead) or running multi-site keyword searches (use topai_ai_web_search instead). Stateless, read-only, idempotent execution in <30ms.

Queries verified B2B company and executive lead records filtered by industry vertical, ISO country code, and result limit. Use when building prospect lists, sales pipelines, or market landscapes across specific sectors. Do not use when you already have a specific company domain and want deep technographic profiling on that single domain (use topai_company_enrichment instead). Stateless, read-only, idempotent query.

Enriches a single corporate domain name with firmographic metadata including legal entity name, industry sector, workforce size range, detected software stack, and social links. Use when you have a known company domain (such as 'linear.app') and need firmographic context. Do not use for discovering lists of unknown companies by industry (use topai_b2b_data_leads instead) or for exhaustive 70-signature CMS/CDN fingerprinting (use topai_techstack_fingerprint instead). Stateless, read-only, idempotent lookup.

Executes a real-time web search query and returns noise-free organic results with page titles, canonical URLs, and factual snippets for LLM grounding. Use when an agent needs up-to-date external facts, news, or URL discovery across the open web. Do not use when you already have the exact URL to read (use topai_web_to_markdown instead) or when you specifically need Google SGE AI Overview citations (use topai_google_ai_overview instead). Stateless, read-only execution.

Performs sub-5ms semantic vector cache lookups ('get') and completions storage ('set') for LLM prompts to eliminate redundant inference latency and token spend. Use before invoking an expensive upstream LLM to check if an equivalent prompt was already answered, or right after generation to cache the completion. Do not use for compressing raw text length within a single uncached prompt (use topai_token_slimmer instead). Idempotent, non-destructive edge cache operation.

Parses unstructured invoice or receipt text into structured accounting fields including vendor name, invoice number, ISO date, currency, VAT amount, gross total, and line items. Use when extracting structured financial data from OCR output or raw invoice text. Do not use for verifying mathematical VAT calculations or reconciling line-item arithmetic (use topai_math_fact_checker instead). Stateless, read-only, idempotent parser.

Renders a public webpage in a serverless headless browser and returns viewport or full-page screenshot metadata and dimensions. Use when visual layout inspection, UI verification, or image capture of a live URL is required. Do not use when you only need the textual content of a webpage (use topai_web_to_markdown instead to save 90% bandwidth and tokens). Stateless, read-only, idempotent rendering.

Scans user prompts or untrusted external text in <1ms to detect adversarial prompt injections, jailbreak attempts, toxic payloads, and PII leakage. Use as a pre-inference security guardrail before passing untrusted user input or scraped web content to an LLM. Do not use for compressing safe prompts (use topai_token_slimmer instead). Stateless, read-only, idempotent security evaluation returning a boolean safety verdict and threat score (0.0 to 1.0).

Compresses bloated HTML, JSON, or plain-text payloads losslessly to reduce LLM input token consumption by 30% to 70% without losing semantic meaning. Use before sending large JSON API responses, logs, or RAG chunks into an LLM context window. Do not use for converting a live URL directly into Markdown (use topai_web_to_markdown instead) or for caching full prompt completions (use topai_semantic_cache instead). Stateless, read-only, idempotent compression.

Computes optimal Region-of-Interest (ROI) bounding boxes for UI buttons, tables, charts, or text blocks in an image to reduce multimodal vision token consumption by up to 75%. Use when preparing screenshots or document images for vision-capable LLMs so only the relevant region is sent. Do not use for taking the initial webpage screenshot (use topai_headless_screenshot first). Stateless, read-only, idempotent visual ROI analysis.

Executes deterministic IEEE/decimal financial arithmetic for VAT calculation, multi-line invoice reconciliation, and working business-day counts with an explicit step-by-step audit trail. Use whenever an agent must compute or verify taxes, invoice totals, or date intervals without risking LLM arithmetic hallucinations. Do not use for parsing raw unstructured invoice text (use topai_invoice_extractor first, then pass extracted numbers here). Stateless, read-only, idempotent calculation.

Fingerprints a web domain in <50ms across 70+ technology signatures to identify its CMS, e-commerce engine, analytics stack, CDN, and frontend frameworks. Use when qualifying technical architecture or detecting whether a site runs Shopify, Stripe, HubSpot, Next.js, or Cloudflare. Do not use when you need general workforce size or executive firmographics (use topai_company_enrichment instead). Stateless, read-only, idempotent inspection.

Computes prediction market implied probability, mispricing delta, expected value (EV%), and fractional Kelly criterion position sizing between a Polymarket contract price and a reference benchmark probability. Use for quantitative prediction market analysis, odds comparison, and risk-adjusted bankroll allocation. Do not use for standard VAT or invoice accounting (use topai_math_fact_checker instead). Stateless, read-only, idempotent quantitative calculator.

Introspects and searches the TopAI Sovereign Gateway catalog of MCP tools by functional category or keyword. Use when an autonomous agent wants to discover which specialized tools are available on this hub before selecting one. Do not use to execute a domain tool directly—call the specific topai_* tool once identified. Stateless, read-only, idempotent registry lookup.

Retrieves pharmaceutical patent cliff dates, active ingredient metadata, FDA Orange Book / European exclusivity expirations, and generic entry threat levels for a given drug name. Use for life-sciences competitive intelligence, LOE (Loss of Exclusivity) forecasting, and pharmaceutical IP analysis. Do not use for verifying individual physician NPI medical licenses (use topai_healthcare_validator instead). Stateless, read-only, idempotent lookup.

Validates 10-digit US National Provider Identifiers (NPI) using the ISO Luhn 80840 prefix checksum algorithm and returns provider license status and specialty metadata. Use when verifying healthcare practitioners, medical facilities, or compliance onboarding records. Do not use for looking up drug patent expiration dates (use topai_pharmapatent_watcher instead). Stateless, read-only, idempotent verification.

Extracts Google Search Generative Experience (AI Overview) synthesis text, explicitly cited source URLs, and organic SERP count for a search query. Use for GEO (Generative Engine Optimization) audits, citation tracking, and analyzing how Google AI summarizes a topic. Do not use for general fast web search when AI Overview citation tracking is unnecessary (use topai_ai_web_search instead). Stateless, read-only execution.

Detects disposable, burner, or temporary email addresses using RFC 5322 syntax parsing, throwaway domain blocklists, and DNS MX heuristics, returning a fraud risk score (0.0 to 1.0). Use during user signup, B2B lead cleaning, or KYC fraud prevention to block fake accounts. Do not use for enriching corporate firmographics when you already know the domain is legitimate (use topai_company_enrichment instead). Stateless, read-only, idempotent verification.

Dereferences internal and external $ref pointers, neutralizes circular schema references, and flattens OpenAPI 3.0/3.1 specifications into a self-contained JSON document. Use before importing complex OpenAPI specs into RapidAPI, Postman, or LLM function-calling compilers that reject nested $ref pointers. Do not use for general JSON token minification (use topai_token_slimmer instead). Stateless, read-only, idempotent schema transformation.