Advanced Gemini MCP Server

🇰🇷 Advanced Gemini MCP Server v4.0 - Korean Open Source Edition

"We hope this helps the global developer community!"
"전 세계 개발자 커뮤니티에 도움이 되길 바랍니다!"

- English

- Overview
- Features
- Installation
- Usage
- Configuration
- Examples
- API Reference
- Contributing
- License

- 개요
- 주요 기능
- 설치 방법
- 사용법
- 설정
- 사용 예제
- API 참조
- 기여하기
- 라이선스

- 삽질싼타 (Sapjil Santa)- Lead Developer
- 이하늬 (Lee Haneui)- AI Assistant & Co-Developer
- Contact:codenmsanta@gmail.com
- Text Generation- Basic text generation with customizable parameters
- Multimodal Processing- Support for images, videos, and audio files
- Token Counting- Accurate token counting for cost estimation
- Streaming Response- Real-time streaming for long responses
- Structured JSON Output- Schema-enforced JSON generation
- System Instructions- Custom AI behavior with system prompts
- Function Calling- Dynamic function execution capabilities
- Code Execution- Safe Python code execution with AI
- File Upload & Analysis- Upload and analyze various file formats
- Grounded Search- Real-time web search integration

# Clone the repository git clone https://github.com/SapjilSanta/advanced-gemini-mcp.git cd advanced-gemini-mcp # Install dependencies pip install -r requirements.txt # Set up environment variables export GEMINI_API_KEY="your-gemini-api-key-here"

google-genai>=0.7.0 mcp>=1.0.0 asyncio aiofiles typing-extensions

export GEMINI_API_KEY="your-api-key"

{ "mcpServers": { "advanced-gemini": { "command": "python", "args": ["/path/to/advanced_gemini_mcp.py"], "env": { "GEMINI_API_KEY": "your-api-key" } } } }

The server supports various configuration options through tool parameters:

- Temperature: Control creativity (0.0-1.0)
- Max Tokens: Limit response length
- Model Selection: Choose specific Gemini models
- File Types: Support for multiple media formats

# Tool: gemini_generate { "prompt": "Explain quantum computing in simple terms", "temperature": 0.7, "max_tokens": 1000 }

# Tool: gemini_multimodal { "prompt": "Describe what you see in this image", "image_path": "/path/to/image.jpg" }

# Tool: gemini_code_execution { "prompt": "Calculate the fibonacci sequence up to 10 numbers and plot it" }

For detailed API documentation, seeAPI_REFERENCE.md.

This project is licensed under the MIT License - see theLICENSEfile for details.

- 삽질싼타- 주개발자
- 이하늬- AI 어시스턴트 & 공동개발자
- 연락처:codenmsanta@gmail.com
- 텍스트 생성- 맞춤 설정 가능한 기본 텍스트 생성
- 멀티모달 처리- 이미지, 동영상, 오디오 파일 지원
- 토큰 계산- 비용 추정을 위한 정확한 토큰 계산
- 스트리밍 응답- 긴 응답을 위한 실시간 스트리밍
- 구조화된 JSON 출력- 스키마 강제 JSON 생성
- 시스템 지시사항- 시스템 프롬프트로 AI 행동 커스터마이징
- 함수 호출- 동적 함수 실행 기능
- 코드 실행- AI와 함께하는 안전한 파이썬 코드 실행
- 파일 업로드 및 분석- 다양한 파일 형식 업로드 및 분석
- 근거 기반 검색- 실시간 웹 검색 통합

# 저장소 복제 git clone https://github.com/SapjilSanta/advanced-gemini-mcp.git cd advanced-gemini-mcp # 의존성 설치 pip install -r requirements.txt # 환경 변수 설정 export GEMINI_API_KEY="your-gemini-api-key-here"

google-genai>=0.7.0 mcp>=1.0.0 asyncio aiofiles typing-extensions

export GEMINI_API_KEY="your-api-key"

{ "mcpServers": { "advanced-gemini": { "command": "python", "args": ["/path/to/advanced_gemini_mcp.py"], "env": { "GEMINI_API_KEY": "your-api-key" } } } }

- Temperature: 창의성 제어 (0.0-1.0)
- Max Tokens: 응답 길이 제한
- Model Selection: 특정 Gemini 모델 선택
- File Types: 다중 미디어 형식 지원

# 도구: gemini_generate { "prompt": "양자 컴퓨팅을 쉬운 말로 설명해주세요", "temperature": 0.7, "max_tokens": 1000 }

# 도구: gemini_multimodal { "prompt": "이 이미지에서 보이는 것을 설명해주세요", "image_path": "/path/to/image.jpg" }

# 도구: gemini_code_execution { "prompt": "피보나치 수열을 10개까지 계산하고 그래프로 그려주세요" }

- 저장소 포크
- 기능 브랜치 생성
- 변경사항 작성
- 테스트 추가
- 풀 리퀘스트 제출

- PEP 8 스타일 가이드라인 준수
- 모든 함수에 타입 힌트 추가
- 공개 API에 대한 독스트링 포함
- 포괄적인 오류 처리 작성

이 프로젝트는 MIT 라이선스 하에 있습니다 - 자세한 내용은LICENSE파일을 참조하세요.

- GitHub Discussions: Share ideas and get help
- Issues: Report bugs and request features
- Email:codenmsanta@gmail.comfor direct contact

Give me a one - two sentence description of the BCMS MCP # MCP The BCMS Model Context Protocol (MCP) integration enables AI assistants like Claude, Cursor, and other MCP-compatible tools to interact directly with your BCMS content. This allows you to create, read, and update content entries, manage media files, and explore your content structure—all through natural language conversations with AI. ## What is MCP? The Model Context Protocol (MCP) is an open standard developed by Anthropic that allows AI applications to securely connect to external data sources and tools. With BCMS MCP support, you can leverage AI assistants to: - Query and explore your content structure - Create new content entries with AI-generated content - Update existing entries - Manage your media library - Get intelligent suggestions based on your content model --- ## Getting Started ### Prerequisites 1. A BCMS account with an active instance 2. An MCP key with appropriate permissions 3. An MCP-compatible client (Claude Desktop, Cursor, or any MCP client) ### Step 1: Create an MCP Key 1. Navigate to your BCMS dashboard 2. Go to Settings → MCP 3. Click Create MCP Key 4. Configure the permissions for templates you want the AI to access:GET: Read entries 5. POST: Create entries 6. PUT: Update entries 7. DELETE: Delete entries Note: Right now, MCP only supports creating, reading and updating content. ### Step 2: Configure Your MCP Client You can find full instructions for integrating BCMS with your AI tools right inside BCMS, on the MCP page. But in general, installing BCMS MCP works in a standard way: `` { "mcpServers": { "bcms": { "url": "https://app.thebcms.com/api/v3/mcp?mcpKey=YOUR_MCP_KEY" } } } ` ## Available Tools Once connected, your AI assistant will have access to the following tools based on your MCP key permissions: ### Content Discovery #### list_templates_and_entries Lists all templates and their entries that you have access to. This is typically the first tool to call when exploring your BCMS content. Returns: - Template IDs, names, and slugs - Entry IDs with titles and slugs for each language Example prompt: "Show me all the templates and entries in my BCMS" --- ### Entry Management #### list_entries_for_{templateId} Retrieves all entries for a specific template with full content data. A separate tool is generated for each template you have access to. Returns: - Complete entry data including all meta fields - Content in all configured languages - Entry statuses Example prompt: "List all blog posts from my Blog template" --- #### create_entry_for_{templateId} Creates a new entry for a specific template. The input schema is dynamically generated based on your template's field structure. Input: - statuses: Array of status assignments per language - meta: Array of metadata for each language (title, slug, custom fields) - content: Array of content nodes for each language Example prompt: "Create a new blog post titled 'Getting Started with BCMS' with a brief introduction paragraph" --- #### update_entry_for_{templateId} Updates an existing entry for a specific language. Input: - entryId: The ID of the entry to update - lng: Language code (e.g., "en") - status: Optional status ID - meta: Updated metadata - content: Updated content nodes Example prompt: "Update the introduction paragraph of my 'Getting Started' blog post" --- ### Media Management #### list_all_media Lists all media files in your media library. Returns: - Media IDs, names, and types - File metadata (size, dimensions for images) - Parent directory information Example prompt: "Show me all images in my media library" --- #### list_media_dirs Lists the directory structure of your media library. Returns: - Hierarchical directory structure - Directory IDs and names Example prompt: "Show me the folder structure of my media library" --- #### create-media-directory Creates a new directory in your media library. Input: - name: Name of the directory - parentId: Optional parent directory ID (root if not specified) Example prompt: "Create a new folder called 'Blog Images' in my media library" --- #### request-upload-media-url Returns a URL you use to upload a file (for example via POST with multipart form data), which avoids pushing large binaries through the MCP tool payload. You still need a valid file name and MIME type when uploading, as described in the tool response. Availability: Only when the MCP key has Can mutate media enabled. Example prompt: “Give me an upload URL for a new hero image, then tell me how to upload it.” Input: - fileName: Name of the file with extension - fileData: Base64-encoded file data (with data URI prefix) - parentId: Optional parent directory ID Example prompt: "Upload this image to my Blog Images folder" --- ### Linking Tools #### get_entry_pointer_link Generates an internal BCMS link to an entry for use in content. Input: - entryId: The ID of the entry to link to Returns: - Internal link format: entry:{entryId}@_{templateId}:entry Example prompt: "Get me the internal link for the 'About Us' page entry" --- #### get_media_pointer_link Generates an internal BCMS link to a media item for use in content. Input: - mediaId: The ID of the media item Returns: - Internal link format: media:{mediaId}@_@*_:entry Example prompt: "Get the link for the hero image so I can use it in my blog post" --- ## Content Structure ### Entry Content Nodes When creating or updating entries, content is structured as an array of nodes. Supported node types include: Type Description paragraph Standard text paragraph heading Heading (h1-h6) bulletList Unordered list orderedList Numbered list listItem List item codeBlock Code block with syntax highlighting blockquote Quote block image Image node widget Custom widget with props ### Example Content Structure ` { "content": [ { "lng": "en", "nodes": [ { "type": "heading", "attrs": { "level": 1 }, "content": [ { "type": "text", "text": "Welcome to BCMS" } ] }, { "type": "paragraph", "content": [ { "type": "text", "text": "This is your first paragraph." } ] } ] } ] } `` ## Security & Permissions ### MCP Key Scopes Your MCP key controls what the AI can access: - Template Access: Only templates explicitly granted in the MCP key are visible - Operation Permissions: Each template can have independent GET/POST/PUT/DELETE permissions - Media Access: Media operations are controlled separately ### Best Practices 1. Principle of Least Privilege: Only grant the permissions needed for your use case 2. Separate Keys: Create different MCP keys for different purposes or team members 3. Regular Rotation: Periodically rotate your MCP keys ## Use Cases ### Content Creation Workflows Blog Post Creation "Create a new blog post about the benefits of headless CMS. Include an introduction, three main benefits with explanations, and a conclusion. Use the Blog template." Product Updates "Update the price field for all products in the Electronics category to apply a 10% discount" ### Content Exploration Content Audit "List all blog posts that don't have a featured image set" Translation Status "Show me which entries are missing German translations" ### Media Organization Library Cleanup "Show me all unused images in the media library" Folder Setup "Create folder structure for: Products > Categories > Electronics, Clothing, Home" ## Troubleshooting ### Common Issues #### "MCP key not found" - Verify your MCP key format: keyId.keySecret.instanceId - Ensure the MCP key hasn't been deleted or deactivated - Check that you're using the correct instance #### "MCP key does not have access to template" - Review your MCP key permissions in the dashboard - Ensure the required operation (GET/POST/PUT/DELETE) is enabled for the template #### Session Expired - MCP sessions may timeout after periods of inactivity - Simply start a new conversation to establish a fresh session ### Getting Help - Documentation: thebcms.com/docs - Support: support@thebcms.com - Community: Join BCMS Discord for community support ## Technical Reference ### Endpoint POST https://app.thebcms.com/api/v3/mcp?mcpKey={MCP_KEY} ### Transport BCMS MCP uses the Streamable HTTP transport with session management. Sessions are maintained via the mcp-session-id header. ### Response Format All tools return structured JSON responses conforming to the MCP specification with: - content: Array of content blocks - structuredContent: Typed response data ## Rate Limits MCP requests are subject to the same rate limits as API requests: - Requests are tracked per MCP key - Contact support if you need higher limits for production workloads