Telegram bot for spaced repetition of professional terms + MCP server to save terms straight from LLM conversations
View on GitHub ↗Homepage ↗Terms keep coming back until you remember them.
A minimal Telegram bot for spaced repetition of professional terminology — plus an MCP server, so you can save terms into your dictionary right from a conversation with an LLM (Claude Code, Claude Desktop, or anything else that speaks MCP).
Docs: gyxer513.github.io/termloop · Документация на русском
The problem is rarely a lack of engineering understanding — it's that professional vocabulary lags behind the concepts you already use in practice. You know that "reprocessing must not change the result"; TermLoop makes sure the word idempotency comes back to you until the link sticks.
No AI grading, no token spend: you judge yourself with two buttons, the priority math is deterministic.
- Personal card dictionaries (term — definition, optional topic) - Priority rotation: new and forgotten cards come back more often (100 → decrements of 1/10/25/50 per recall streak; "forgot" resets to 100) - Self-assessment flow: show term → recall → reveal definition → Remember / Forgot - Manual reviews (/go [topic]) and a shared notification schedule - MCP server (streamable HTTP) with addterm / listterms / listtermstopics — write terms from any LLM chat - Sturdy by design: state machine with single-use review tokens and TTL, idempotent callbacks, row-level ownership in every query, rate limiting, optional Telegram ID allowlist - Boring ops: single process, long polling (no public endpoint), SQLite WAL, Alembic migrations, Docker Compose
From the project README.
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