"IRIS" matching MCP servers:

Enables AI agents to create, list, update, and delete Microsoft 365 email drafts, with a hard guarantee that no message can be sent automatically, ensuring human review before any email goes out.

MCP-native agent evaluation and observability server. Log traces, evaluate output quality with 12 built-in rules (PII detection, prompt injection, cost thresholds), and track agent costs. Real-time dashboard, OTel-compatible spans. Self-hosted, MIT licensed.

Irish and UK official statistics by county and local authority: CSO, Central Bank, government and council data joined on one geography, with caveats on every figure and a comparability check. Built for AI agents.

Resolves scholarly identifiers — DOI, PubMed ID, PMCID, ISBN, ISSN, arXiv, ADS bibcode — into clean, formatted citations in any of 10,000+ CSL styles. Returns plain text, HTML, Markdown, RIS, BibTeX, CSL-JSON, or EndNote XML for direct paste or reference manager import.

Markdown-first Notion MCP server — 26 tools, 92% fewer tokens, full round-trip fidelity

A streamlined foundation for building Model Context Protocol servers in Python, designed to make AI-assisted development of MCP tools easier and more efficient.