"WhyLabs AI Observability Platform" matching MCP connectors:

Intake desk for AI agents: bridges construction quotes to KIRA fair-price audit and EHN check.

Evidence-gated task verification for AI agents. Decompose goals into acceptance criteria, attach proof (screenshot, curl, file), independent LLM judge accepts or rejects. 24 tools. Hosted remote MCP (streamable-http, OAuth 2.1 + DCR).

Connect your espresso routine to your AI assistant. This MCP server allows LLMs to act as a personal coffee coach by accessing your shot logs, grinder settings, and active bean inventory. Use it to automatically calculate extraction adjustments, track remaining coffee supply, and lock in winning recipes directly from your chat session.

An AI concierge that turns static forms into adaptive AI conversations. From any MCP client.

AI-first file sharing and collaboration. 251 tools give agents a full workspace: file storage, branded shares, comments, workflows, and built-in RAG. 50GB free, no credit card.

Convert handwriting into text, LaTeX math, chemistry, or molecular structures.

SaaS intelligence for AI agents. 5 unified tools cover 1,000+ services with 91-96% token savings.

AI-native scheduling and booking: check availability, book meetings, share links.

The official Svelte MCP server providing docs and autofixing tools for Svelte development

Point-in-time, survivorship-free SEC EDGAR fundamentals + smart-money signals for AI agents.

AI agents for bookkeeping, reconciliation, and financial close for SMBs.

Enterprise AI Control Plane: governance, guardrails, spend tracking, compliance & smart routing.

Compliance API bridging AI agents to Norwegian government systems (Altinn, Maskinporten, BRREG)

agents.hellobooks.ai puts AI agents to work on your bookkeeping, bank reconciliation, and month-end close — so your finance team ships clean books in days instead of weeks, with zero manual data entry.

MCP server for AI job search — find jobs, track applications, get alerts. Claude, ChatGPT, Cursor.

Browser-based VR public speaking training with AI feedback. No headset required. Six MCP tools: list pricing plans, 3D practice environments, audience use cases, competitor comparison, FAQs, and quick-start guide.

AI-powered design and management for Webflow Sites

SIP/VoIP/telecom grounding for AI agents: vendor docs, RFCs, STIR/SHAKEN, traces, configs.

Biomedical failure intelligence platform for terminated trials and translational analysis.

HelloTime MCP server for workforce management — time tracking, attendance, productivity, payroll and timesheets.