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A world-class Python interpreter MCP server with session management, health monitoring, and FastMCP middleware

支持查询主流agent框架技术文档的MCP server（支持stdio和sse两种传输协议）, 支持 langchain、llama-index、autogen、agno、openai-agents-sdk、mcp-doc、camel-ai 和 crew-ai

Lightweight Python Notebook MCP - Enable AI assistants to create, edit, and view Jupyter notebooks via Model Context Protocol

A MCP server providing OpenStack services for MCP clients

Provides an interactive Python REPL environment for executing code within conversations, maintaining separate state for each session and supporting both expressions and statements.

Provides secure Python code execution in containerized sandboxes with automatic matplotlib figure persistence and comprehensive data science libraries for interactive analysis and machine learning experimentation.

Enable AI to control your desktop, mobile and HMI devices

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Official python implementation of UTCP. UTCP is an open standard that lets AI agents call any API directly, without extra middleware.

Real-time and historical price feeds for 500+ crypto, equities, FX, and commodities assets.

MCP 3.2 Server for Windows Automation with associated webapp Wraps window/UI analysis, mouse, keyboard, screenshots, OCR, and optional face recog and keylogger

PyWry is a cross-platform app factory, rendering engine and UI toolkit for Python that produces native desktop, web, and notebook experiences from a single API.

一个轻量级的 Python Web 框架，一站式集成 MCP SSE、StreamHTTP 和 MCPO 协议，助你轻松构建MCP Server🔥

MCP server for Pyxel, a retro game engine for Python

A Python-based Xiaozhi AI for users who want the full Xiaozhi experience without owning specialized hardware.

<p align="center"> <img src="https://img.shields.io/badge/MCP-Server-blueviolet?style=for-the-badge&logo=anthropic" alt="MCP Server" /> <img src="https://img.shields.io/badge/Python-3.10+-3776AB?style=for-the-badge&logo=python&logoColor=white" alt="Python" /> <img src="https://img.shields.io/badge/APA_7-Compliant-success?style=for-the-badge" alt="APA 7" /> <img src="https://img.shields.io/badge/License-MIT-yellow?style=for-the-badge" alt="License" /> </p> <h1 align="center">🎓 Q1 Crafter MCP</h1> <p align="center"> <strong>Academic Research MCP Server for Claude Desktop</strong><br/> Automates the full research cycle — from source discovery across 18 databases<br/> to Q1-quality, APA 7-formatted <code>.docx</code> output. </p> <p align="center"> <a href="#-features">Features</a> • <a href="#-quick-start">Quick Start</a> • <a href="#%EF%B8%8F-claude-desktop-setup">Claude Desktop</a> • <a href="#-available-tools">Tools</a> • <a href="#-supported-sources">Sources</a> • <a href="#-contributing">Contributing</a> </p> --- ## ✨ Features | Category | Highlights | |----------|-----------| | 🔍 **Multi-Source Search** | Query **18 academic APIs** in parallel with smart field-based routing | | 🔄 **Intelligent Dedup** | Two-phase deduplication: exact DOI match → fuzzy title (92% Levenshtein) | | 🇹🇷 **Turkish Sources** | Native support for TR Dizin, DergiPark (OAI-PMH), YÖK Tez Merkezi | | 📊 **Literature Analysis** | Gap detection, keyword extraction (TF-IDF), citation validation | | 📈 **Visualizations** | Publication trends, source distribution, citation network (Mermaid) | | 📝 **APA 7 Engine** | Full citation formatter — handles 1/2/3+/20+ author rules, DOI formatting | | 📄 **DOCX Generator** | One-click manuscript generation with title page, sections, references | | ⚡ **Zero Config** | Free sources work instantly; paid APIs activate when keys are provided | --- ## 🚀 Quick Start ### Installation ```bash pip install q1-crafter-mcp ``` ### Configuration ```bash # Copy the example env file cp .env.example .env # Add your API keys (optional — free sources work without any keys!) # Edit .env and fill in the keys you have ``` ### Run ```bash q1-crafter-mcp ``` --- ## 🖥️ Claude Desktop Setup Add to your Claude Desktop configuration file: <details> <summary><strong>📋 Windows</strong> — <code>%APPDATA%\Claude\claude_desktop_config.json</code></summary> ```json { "mcpServers": { "q1-crafter": { "command": "q1-crafter-mcp", "env": { "SCOPUS_API_KEY": "your-scopus-key", "IEEE_API_KEY": "your-ieee-key", "SPRINGER_API_KEY": "your-springer-key", "NCBI_API_KEY": "your-pubmed-key", "UNPAYWALL_EMAIL": "your-email@example.com" } } } } ``` </details> <details> <summary><strong>📋 macOS</strong> — <code>~/Library/Application Support/Claude/claude_desktop_config.json</code></summary> ```json { "mcpServers": { "q1-crafter": { "command": "q1-crafter-mcp", "env": { "SCOPUS_API_KEY": "your-scopus-key", "IEEE_API_KEY": "your-ieee-key", "SPRINGER_API_KEY": "your-springer-key" } } } } ``` </details> > **💡 Tip:** You don't need all API keys! Free sources (arXiv, CrossRef, OpenAlex, PubMed, etc.) work out of the box. Add paid keys to unlock more databases. --- ## 🛠 Available Tools ### 🔍 Search Tools | Tool | Description | |------|-------------| | `search_academic` | Search up to 18 databases in parallel with smart routing | | `search_by_doi` | Look up any paper by its DOI | | `search_citations` | Find all papers that cite a given work | | `search_references` | Get the reference list of a paper | ### 📊 Analysis Tools | Tool | Description | |------|-------------| | `analyze_literature` | Identify research gaps, themes, trends, and top-cited papers | | `validate_citations` | Bidirectional check: in-text citations ↔ reference list | | `extract_keywords` | TF-IDF keyword extraction with bigram support | ### 📈 Visualization Tools | Tool | Description | |------|-------------| | `generate_comparison_table` | Paper comparison tables (Markdown, CSV, APA format) | | `generate_trend_chart` | Publication trend charts (base64 PNG, dark theme) | | `generate_citation_network` | Citation network visualization (Mermaid diagram) | ### 📝 Output Tools | Tool | Description | |------|-------------| | `write_section` | Academic section scaffolding with IMRaD templates | | `format_references_apa7` | APA 7th edition reference list formatter | | `build_docx` | Generate formatted `.docx` manuscript | | `check_api_status` | Check which API sources are available | --- ## 🌐 Supported Sources <table> <tr> <th>🆓 Free (No Key)</th> <th>🔑 Free (Key Required)</th> <th>🏛️ Institutional</th> <th>🇹🇷 Turkish</th> </tr> <tr> <td> - arXiv - CrossRef - OpenAlex - Europe PMC - DOAJ - BASE </td> <td> - Semantic Scholar - PubMed (NCBI) - CORE - Unpaywall </td> <td> - Scopus (Elsevier) - Web of Science - IEEE Xplore - Springer Nature - ScienceDirect - Dimensions </td> <td> - TR Dizin - DergiPark (OAI-PMH) - YÖK Tez Merkezi </td> </tr> </table> --- ## 🏗 Architecture ``` q1-crafter-mcp/ ├── src/q1_crafter_mcp/ │ ├── server.py # MCP server + 14 tool registrations │ ├── config.py # Settings & API key management │ ├── models.py # Pydantic data models │ └── tools/ │ ├── search/ # 18 API clients + aggregator + dedup │ ├── analysis/ # Gap analyzer, keywords, summarizer │ ├── visualization/ # Charts, tables, citation network │ └── output/ # APA formatter, section writer, DOCX ├── tests/ # 120 unit tests ├── pyproject.toml └── .env.example ``` ### How It Works ```mermaid graph LR A[Claude Desktop] -->|MCP| B[Q1 Crafter Server] B --> C[🔍 Search 18 APIs] C --> D[🔄 Deduplicate] D --> E[📊 Analyze] E --> F[📈 Visualize] E --> G[📝 APA 7 Format] G --> H[📄 .docx Output] ``` 1. **Search** — Queries up to 18 databases in parallel, routes by field (medicine → PubMed, CS → Semantic Scholar) 2. **Deduplicate** — Removes duplicates via exact DOI + fuzzy title matching (92% threshold) 3. **Analyze** — Identifies themes, gaps, trends, and extracts keywords 4. **Visualize** — Generates charts, tables, and citation networks 5. **Format** — Applies APA 7th edition rules for citations and references 6. **Output** — Assembles everything into a formatted `.docx` manuscript --- ## 📖 Usage Example Just ask Claude naturally: > 🗣 *"Search for papers about machine learning in drug discovery from 2020-2024, analyze the results, and generate a literature review section with APA 7 citations."* Claude will automatically: 1. Search across available databases 2. Deduplicate and rank results 3. Analyze themes and identify gaps 4. Generate formatted citations 5. Write a structured section with proper references --- ## 🔑 API Key Setup | Source | How to Get Key | Cost | |--------|---------------|------| | Semantic Scholar | [semanticscholar.org/product/api](https://www.semanticscholar.org/product/api) | Free | | PubMed (NCBI) | [ncbi.nlm.nih.gov/account](https://www.ncbi.nlm.nih.gov/account/) | Free | | CORE | [core.ac.uk/services/api](https://core.ac.uk/services/api) | Free | | Scopus | [dev.elsevier.com](https://dev.elsevier.com/) | Institutional | | IEEE Xplore | [developer.ieee.org](https://developer.ieee.org/) | Paid | | Springer | [dev.springernature.com](https://dev.springernature.com/) | Free tier | | Dimensions | [dimensions.ai](https://www.dimensions.ai/scientometric-research/) | Free for research | --- ## 🧪 Development ```bash # Clone the repo git clone https://github.com/ZaEyAsa/q1-crafter-mcp.git cd q1-crafter-mcp # Install with dev dependencies pip install -e ".[dev]" # Run tests pytest # Lint ruff check src/ ``` --- ## 📊 Test Coverage | Module | Tests | What's Covered | |--------|-------|----------------| | Models | 15 | Paper, Author, SearchConfig, serialization | | APA Formatter | 18 | In-text, references, ordering, Turkish chars | | Config | 10 | Source availability, key management | | Dedup | 9 | DOI match, fuzzy title, metadata richness | | Analysis | 18 | Gap analysis, keywords, summarizer, citations | | Visualization | 17 | Charts, tables, citation networks | | Output | 12 | Section writer, DOCX generator | | Search Base | 7 | Client lifecycle, safe_search | | **Total** | **120** | **All passing ✅** | --- ## 📄 License MIT © [ZaEyAsa](https://github.com/ZaEyAsa) --- <p align="center"> <strong>Built with ❤️ for researchers who deserve better tools.</strong><br/> _{If this helps your research, give it a ⭐ on GitHub!} </p>

MCP server for Q360 — exposes the full multi-standard QMS workspace to MCP clients. Includes one-click Claude Desktop / Claude Code installer and remote HTTP transport for ChatGPT.

Enable question answering workflows with a simple agent setup. Facilitate automated responses to queries using predefined workflows. Streamline information retrieval and processing for end-users.

Deterministic pre-execution safety certification for autonomous AI agents.

Tells AI agents which files to test first — churn, coverage, and test mapping as risk scores.

Official MCP server for Qase Test Management Platform

MCP server for Qasper — book local service businesses (barbers, dentists, plumbers, etc.) via AI agents.

MCP server for QA Sphere integration