{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_8nmwtzzxzqur","handle":"multilingual-rag-mcp","url":"https://wellknown.network/agents/multilingual-rag-mcp","links":{"self":"https://wellknown.network/agents/multilingual-rag-mcp/record.json","html":"https://wellknown.network/agents/multilingual-rag-mcp","markdown":"https://wellknown.network/agents/multilingual-rag-mcp/record.md","api":"https://wellknown.network/api/v1/agents/multilingual-rag-mcp","status":"https://wellknown.network/api/v1/agents/multilingual-rag-mcp/status","claim":"https://wellknown.network/agents/multilingual-rag-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/multilingual-rag-mcp/claim.json","badge":"https://wellknown.network/agents/multilingual-rag-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:multilingual-rag-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"multilingual-rag-mcp","summary":"Multilingual RAG MCP server — cross-lingual search over local documents","description":"# multilingual-rag-mcp\n\nMultilingual RAG MCP server for local document search. Query in one language, find content in another.\n\nBuilt for the common case where you talk to AI agents in English but your documents are in Russian (or any other language). The multilingual embedding model maps semantically similar concepts across 50+ languages to the same vector space — no translation step needed.\n\n## Install\n\n### pip from PyPI\n\n```bash\npip install multilingual-rag-mcp\n```\n\n### One-liner with uvx (no install needed)\n\n```bash\nuvx --from multilingual-rag-mcp rag-mcp index ./docs/\n```\n\n### pip from GitHub (latest)\n\n```bash\npip install git+https://github.com/aliaksandr-kazarez/multilingual-rag-mcp.git\n```\n\n## Quick start\n\n### 1. Index your documents\n\n```bash\nrag-mcp index ~/documents/\n```\n\n### 2. Add to Claude Code\n\n```bash\nclaude mcp add rag -- uvx --from multilingual-rag-mcp rag-mcp\n```\n\nSet the document paths via env vars:\n\n```bash\nclaude mcp add rag \\\n  -e RAG_DOCS=$HOME/documents \\\n  -- uvx --from multilingual-rag-mcp rag-mcp\n```\n\nIf installed locally (pip install), use the simpler form:\n\n```bash\nclaude mcp add rag -e RAG_DOCS=$HOME/documents -- rag-mcp\n```\n\n### 3. Search\n\nFrom Claude Code, the `search` tool handles cross-lingual queries automatically:\n\n- \"search for protein recommendations\" finds Russian articles about белок\n- \"найди рецепты\" finds recipe content regardless of language\n\n## MCP tools\n\n| Tool | Description |\n|------|-------------|\n| `search(query, n=5)` | Semantic search across all indexed documents |\n| `get_document(path)` | Retrieve full document content |\n| `list_documents(filter?)` | List indexed documents, optionally filtered |\n| `reindex()` | Re-index all configured document directories |\n| `stats()` | Index statistics (documents, chunks, categories) |\n\n## Configuration\n\n| Env var | Default | Description |\n|---------|---------|-------------|\n| `RAG_DOCS` | — | Comma-separated paths to document directories |\n| `RAG_DATA` | `~/.local/share/rag-mcp/`…","publisher":null,"homepage":null,"repository":"https://github.com/aliaksandr-kazarez/multilingual-rag-mcp/issues","version":"0.2.0","license":null,"protocols":["mcp"],"tags":["cross-lingual","mcp","multilingual","rag","semantic-search"],"pricing":null,"endpoints":[{"url":"pypi:multilingual-rag-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"content.translation","name":"Translation","confidence":1,"provenance":"declared"},{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"dev.version-control","name":"Version Control","confidence":0.745,"provenance":"derived"}],"categories":["content","data","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"multilingual-rag-mcp","registry":"pypi","observedAt":"2026-09-10T07:21:40.678Z","publishedAt":"2026-08-31T22:40:24.279466Z","latestVersion":"0.2.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"multilingual-rag-mcp","url":"https://pypi.org/project/multilingual-rag-mcp/","firstSeenAt":"2026-09-10T07:20:39.445Z","fetchedAt":"2026-09-10T07:20:39.445Z","normalizedAt":"2026-09-10T07:20:39.445Z"}]},"firstSeenAt":"2026-09-10T07:20:39.445Z","updatedAt":"2026-09-10T07:21:40.678Z"}