
Claude Desktop
Desktop · Freemium · Proprietary
Anthropic's official Claude AI desktop application. Supports MCP servers to extend functionality.

shariqriazz/vertex-ai-mcp-server
This project implements a Model Context Protocol (MCP) server that provides a comprehensive suite of tools for interacting with Google Cloud's Vertex AI Gemini models, focusing on coding assistance and general query answering.
bunx -y vertex-ai-mcp-server{
"mcpServers": {
"vertex-ai-mcp-server": {
"command": "bunx",
"args": [
"-y",
"vertex-ai-mcp-server"
],
"env": {
"AI_PROVIDER": "<AI_PROVIDER>",
"GOOGLE_CLOUD_PROJECT": "<GOOGLE_CLOUD_PROJECT>",
"VERTEX_MODEL_ID": "<VERTEX_MODEL_ID>",
"GEMINI_MODEL_ID": "<GEMINI_MODEL_ID>",
"GOOGLE_CLOUD_LOCATION": "<GOOGLE_CLOUD_LOCATION>",
"AI_TEMPERATURE": "<AI_TEMPERATURE>",
"AI_USE_STREAMING": "<AI_USE_STREAMING>",
"AI_MAX_OUTPUT_TOKENS": "<AI_MAX_OUTPUT_TOKENS>",
"AI_MAX_RETRIES": "<AI_MAX_RETRIES>",
"AI_RETRY_DELAY_MS": "<AI_RETRY_DELAY_MS>"
}
}
}
}AI_PROVIDERGOOGLE_CLOUD_PROJECTVERTEX_MODEL_IDGEMINI_MODEL_IDGOOGLE_CLOUD_LOCATIONAI_TEMPERATUREAI_USE_STREAMINGAI_MAX_OUTPUT_TOKENSAI_MAX_RETRIESAI_RETRY_DELAY_MSProvides access to Vertex AI Gemini models via numerous MCP tools.
Supports web search grounding (answer_query_websearch) and direct knowledge answering (answer_query_direct).
Configurable model ID, temperature, streaming behavior, max output tokens, and retry settings via environment variables.
Uses streaming API by default for potentially better responsiveness.
Includes basic retry logic for transient API errors.
Minimal safety filters applied (BLOCK_NONE) to reduce potential blocking (use with caution).
answer_query_websearch
Answers a natural language query using the configured Vertex AI model enhanced with Google Search results.
answer_query_direct
Answers a natural language query using only the internal knowledge of the configured Vertex AI model.
explain_topic_with_docs
Provides a detailed explanation for a query about a specific software topic by synthesizing information primarily from official documentation found via web…
get_doc_snippets
Provides precise, authoritative code snippets or concise answers for technical queries by searching official documentation.
generate_project_guidelines
Generates a structured project guidelines document (Markdown) based on a specified list of technologies (optionally with versions), using web search for best…
code_analysis_with_docs
Analyzes code snippets by comparing them with best practices from official documentation, identifying potential bugs, performance issues, and security…
technical_comparison
Compares multiple technologies, frameworks, or libraries based on specific criteria, providing detailed comparison tables with pros/cons and use cases.
architecture_pattern_recommendation
Suggests architecture patterns for specific use cases based on industry best practices, with implementation examples and considerations.
dependency_vulnerability_scan
Analyzes project dependencies for known security vulnerabilities, providing detailed information and mitigation strategies.
database_schema_analyzer
Reviews database schemas for normalization, indexing, and performance issues, suggesting improvements based on database-specific best practices.
security_best_practices_advisor
Provides security recommendations for specific technologies or scenarios, with code examples for implementing secure practices.
testing_strategy_generator
Creates comprehensive testing strategies for applications or features, suggesting appropriate testing types with coverage goals.
regulatory_compliance_advisor
Provides guidance on regulatory requirements for specific industries (GDPR, HIPAA, etc.), with implementation approaches for compliance.
microservice_design_assistant
Helps design microservice architectures for specific domains, with service boundary recommendations and communication patterns.
documentation_generator
Creates comprehensive documentation for code, APIs, or systems, following industry best practices for technical documentation.
read_file_content
Read the complete contents of one or more files.
write_file_content
Create new files or completely overwrite existing files.
edit_file_content
Makes line-based edits to a text file, returning a diff preview or applying changes.
list_directory_contents
Lists files and directories directly within a specified path (non-recursive).
get_directory_tree
Gets a recursive tree view of files and directories as JSON.
move_file_or_directory
Moves or renames files and directories.
search_filesystem
Recursively searches for files/directories matching a name pattern, with optional exclusions.
get_filesystem_info
Retrieves detailed metadata (size, dates, type, permissions) about a file or directory.
execute_terminal_command
Execute a shell command, optionally specifying cwd and timeout.
save_generate_project_guidelines
Generates project guidelines based on a tech stack and saves the result to a specified file path.
save_doc_snippet
Finds code snippets from documentation and saves the result to a specified file path.
save_topic_explanation
Generates a detailed explanation of a topic based on documentation and saves the result to a specified file path.
save_answer_query_direct
Answers a query using only internal knowledge and saves the answer to a specified file path.
save_answer_query_websearch
Answers a query using web search results and saves the answer to a specified file path.
Details on this page are taken from the project's README. Open README
Clients mentioned in this server's README:

microsoft/playwright
Playwright is a framework for web automation and testing. It drives Chromium, Firefox, and WebKit with a single API — in your tests, in your scripts, and as a tool for AI agents.

yamadashy/repomix
Repomix is a tool that packs a codebase into an AI-friendly format, supporting local and remote repository processing and providing code compression, security checks and multiple output formats.

bytedance/UI-TARS-desktop
TARS is ByteDance's multimodal AI agent stack, shipping two projects: Agent TARS (a CLI and Web UI agent built on MCP) and UI-TARS-desktop (a desktop GUI agent).

ahujasid/blender-mcp
formerly blender-mcp — the PyPI package is now mcp-for-blender. Existing setups keep working; no config change is required. Read more.

microsoft/playwright-mcp
A Model Context Protocol (MCP) server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web pages through structured accessibility snapshots, bypassing the need for screenshots or visually-tuned models.

comet-ml/opik
Opik is the open-source LLM observability and evaluation platform for AI agent tracing, LLM evaluation, prompt management, and production monitoring. Built by Comet. Apache-2.0 licensed, free to self-host the full platform, with 20,000+ GitHub stars.