"Design Architecture of Ontology-based AI-PHM Using Life Acceleration Algorithms" matching MCP connectors:
Matching Connector Tools:
The agent-native cloud: database, functions, AI, storage, auth and more. 50 tools, one API key.
Build, validate, deploy — HTTP APIs, cron jobs, webhooks and MCP tools — from your AI client. Air Pipe MCP token as a bearer credential, e.g. 'Authorization: Bearer <token>'. Create one at https://app.airpipe.io/
Generate realistic, FK-consistent synthetic test data for your databases from your AI assistant.
Registry of companies selling AI agents identity, phone, email, addresses, money, legal, insurance
Deterministic safety, correctness & cost gate that vets Postgres SQL before your AI agent runs it.
AI access to Quadratic spreadsheets: open files, run Python/SQL, query connected databases.
BookBrainz MCP — open book metadata (MetaBrainz / sister of MusicBrainz)
No-code databases, forms, portals and AI sites. Manage records and automation via natural language.
No-code databases, forms, portals and AI sites. Manage records and automation via natural language.
No-code databases, forms, portals and AI sites. Manage records and automation via natural language.
Reporting and queries over Astrea (Aurum), Brazilian legal-practice software: cases per client, cale
EU-native PaaS for AI agents — deploy web apps with one sentence, managed Postgres, GDPR by default.
China's apparel supply chain data for AI: 1,000+ suppliers, 350+ fabrics, 170+ clusters.
Interact with your Google Cloud Datastream resources using natural language commands.
Interact with your Google Bigtable resources using natural language commands.
A unified biomedical graph database that integrates 50+ primary data sources — genes, proteins, compounds, diseases, pathways, and clinical data — into a single queryable graph with billions of cross-reference edges. Its native MCP server gives LLMs direct access to structured, authoritative biomedical data, complementing their reasoning with reliable identifiers and up-to-date database content.
Interact with your Google Cloud Firestore resources using natural language commands.
The BigQuery remote MCP server is a fully managed service that uses the Model Context Protocol to connect AI applications and LLMs to BigQuery data sources. It provides secure, standardized tools for AI agents to list datasets and tables, retrieve schemas, generate and execute SQL queries through natural language, and analyze data—enabling direct access to enterprise analytics data without requiring manual SQL coding.
B2B data enrichment for 375M+ companies: legal entities, corporate hierarchies, and contacts.