"How to Read an Excel File" matching MCP connectors:
Matching Connector Tools:
Deterministic Music Theory for Claude, Cursor, and Autonomous AI Agents Large Language Models (LLMs) frequently hallucinate music theory, leading to incorrect notes, false Roman numerals, and broken voice leading. THIRI solves this by providing a deterministic, mathematical music-theory engine (pitch-class-set theory over ℤ/12) directly to your AI. It gives AI assistants precise, reproducible harmonic reasoning in milliseconds, allowing them to write correct musical scores, analyze progression
Free Memory-First AI Operator course as an MCP server. Bundled curriculum, no account needed.
Read-only access to NewTqnia news, terminology, and explainers in English and Arabic.
UNESCO Institute for Statistics (UIS) MCP — keyless.
DOAJ MCP — Directory of Open Access Journals
Sefaria MCP — the free digital library of Jewish texts.
Universities MCP — Hipolabs Universities API (free, no auth)
Wordnik English dictionary: definitions, examples, related words, WotD.
Wiktionary MCP — multilingual dictionary via Wikimedia REST + MediaWiki Action API
Courses that argue back: learn adaptively, build real work, then defend it to an AI stakeholder.
Codeforces competitive programming users, contests, problems
300+ African scholarships, GPA conversion & 1,700+ visa routes for postgrad students.
DOJO+ — directory of martial arts schools, classes, instructors, ranks, and events.
Read-only scripture-study engine: complete-or-fail concordance over Greek NT, Hebrew OT, LXX.
Read released episodes, transcripts, citations, clips, reading trails, and flashcards.
Misconception detection for AP Chemistry & Physics 1. 90% catch rate vs 24% baseline.
Scripture-cited answers to any Bible question, plus verse text and study pages, for AI agents.
Read-only semantic search over Vedic scripture verses, commentaries, and recorded lectures.
Debt payoff planner: snowball vs avalanche — months to debt-free & total interest. Remote MCP.