klappy/translation-helps-mcp
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Translation Helps MCP: a thin, stateless RAG gateway that lets AI assistants—large or small—ask, search, and get real Bible translation helps at edge speed.
概要
A comprehensive MCP (Model Context Protocol) server that provides AI agents with access to Bible translation resources from Door43's Content Service (DCS). This server enables AI assistants to fetch, process, and intelligently work with translation helps including scripture texts, translation notes, translation words, and translation questions. The chat system now uses a sophisticated multi-agent architecture: - - Analyzes queries and dispatches specialist agents - - Fetches Bible text (ULT, UST translations) - - Gets verse-by-verse translation guidance - - Fetches biblical term definitions - - Gets translation concept articles - - Gets comprehension questions (v7.
README
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Translation Helps MCP Server v7.19.29
A comprehensive MCP (Model Context Protocol) server that provides AI agents with access to Bible translation resources from Door43’s Content Service (DCS). This server enables AI assistants to fetch, process, and intelligently work with translation helps including scripture texts, translation notes, translation words, and translation questions.
What’s New in v7.19
Multi-Agent Orchestration (v7.12+)
The chat system now uses a sophisticated multi-agent architecture:
- Orchestrator Agent - Analyzes queries and dispatches specialist agents
- Scripture Agent - Fetches Bible text (ULT, UST translations)
- Notes Agent - Gets verse-by-verse translation guidance
- Words Agent - Fetches biblical term definitions
- Academy Agent - Gets translation concept articles
- Questions Agent - Gets comprehension questions (v7.19)
- Search Agent - Semantic search across all resources
User Query → Orchestrator → [Parallel Agent Dispatch] → Synthesis → Response
Cloudflare Workers AI (v7.11)
Migrated from OpenAI GPT-4o-mini to Cloudflare Workers AI (Llama 4 Scout 17B):
- Native tool calling with structured output
- Edge-native inference (no external API calls)
- 80% code reduction in chat endpoint
- Parallel tool execution for multi-tool requests
QA Citation Validator (v7.18)
Automatic verification of AI response accuracy:
- Re-fetches resources to validate citations
- Inline indicators: verified, uncertain, invalid
- Validation summary in X-Ray panel
- Prevents hallucinated quotes
Event-Driven Search Indexing (v7.6-v7.8)
Two-queue pipeline for automatic content indexing:
ZIP Upload → R2 → Unzip Queue → Index Queue → AI Search
- Memory-efficient one-file-at-a-time extraction
- Book-level chunking (470x fewer R2 writes)
- 5-7x faster search (vector-only by default)
Key Features
Core Translation Resources
- Scripture Texts: Multiple translations (ULT, UST, T4T, UEB) with real-time DCS fetching
- Translation Notes: Verse-by-verse explanations from TSV data
- Translation Words: Biblical term definitions from markdown files
- Translation Word Links: Connections between scripture and word articles
- Translation Questions: Comprehension questions from TSV data
- Translation Academy: Training modules for translators
MCP Prompts
Guided workflows that chain multiple tools intelligently:
translation-helps-for-passage- Complete translation help (scripture + notes + questions + words + academy)get-translation-words-for-passage- All dictionary entries for a passageget-translation-academy-for-passage- Training articles referenced in notes
See HOW_TO_USE_PROMPTS.md for usage guide.
AI-Powered Search
Semantic search across all biblical resources:
# Search for love in Translation Wordsインストール
This server does not publish a one-line install command.
Open the repository installation guide MCP 初心者？mcpskill.org のガイドから始めましょう →