{"repo":"kerim/zotero-code-execution","free":true,"listed":false,"github":"https://github.com/kerim/zotero-code-execution","clone":"git clone https://github.com/kerim/zotero-code-execution.git","description":"Efficient multi-strategy Zotero search using code execution pattern","language":"Python","stars":59,"topics":["anthropic","bibliography","claude-code","code-execution","mcp","python","research","semantic-search","zotero"],"license":"MIT","category":"mcp-servers","readme_excerpt":"Zotero Code Execution Efficient multi-strategy Zotero search using code execution pattern A Python library for Zotero MCP that implements Anthropic's code execution pattern to enable safe, comprehensive searches without context overflow or crashes. Skill Installation For Claude Code 1. Clone or download this repository 2. Copy the skill/ folder to your Claude Code skills directory: 3. Restart Claude Code to load the skill Quick Start That's it! This automatically: - ✅ Performs semantic + keyword + tag searches - ✅ Deduplicates results - ✅ Ranks by relevance - ✅ Keeps large datasets in code (no crashes) Multi-Term Searches For OR-style searches (e.g., multiple spellings or languages), search each term separately and merge: Why? Zotero treats multi-word queries as AND conditions. Searching \"Atayal 泰雅族\" finds items matching BOTH terms, not either term. Why This Exists The Problem Direct MCP tool calls have limitations: - 🚫 Crash risk with large result sets ( 15-20 items) - 🚫 Token bloat - all results load into LLM context - 🚫 Manual orchestration - multiple searches, manual deduplication - 🚫 No ranking - results not sorted by relevance The Solution Code execution keeps large datasets in the execution environment: - ✅ No crashes - only filtered results return to context - ✅ Token efficient - process 100+ items, return top 20 - ✅ Auto-orchestration - multi-strategy search in one call - ✅ Auto-ranking - results sorted by relevance Features Multi-Strategy Search One function cal","default_branch":null,"files":null,"tree":[],"storefront":"/r/kerim","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/kerim/zotero-code-execution/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}