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Vetted Servers(9120)
Cocode-Precise
by L0stInFades
An MCP server for precise code symbol retrieval, returning exact source code for functions, classes, and methods by name, and offering semantic search capabilities.
An MCP server for precise code symbol retrieval, returning exact source code for functions, classes, and methods by name, and offering semantic search capabilities.
Setup Requirements
- ⚠️Requires Python 3.10 or later.
- ⚠️Requires PostgreSQL with the `pgvector` extension installed.
- ⚠️Requires an API key for one of the following embedding providers: OpenAI (`OPENAI_API_KEY`), Jina (`JINA_API_KEY` with `USE_LATE_CHUNKING=true`), or Mistral (`MISTRAL_API_KEY`). At least one is mandatory for embeddings.
- ⚠️Initial indexing of large codebases can be slow due to embedding generation.
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OECD-MCP
by KSAklfszf921
Enables AI assistants to query and analyze OECD's comprehensive statistical data through its SDMX API.
Enables AI assistants to query and analyze OECD's comprehensive statistical data through its SDMX API.
Setup Requirements
- ⚠️Requires Node.js and npm installed locally for development or global installation.
- ⚠️Specific configuration within Claude Desktop's `claude_desktop_config.json` is required for local integration.
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arb-mcp-server
by setsail-it
This server provides specialized tools for AI agents, including fetching keyword search volume from DataForSEO, managing HTML artifacts in a PostgreSQL database, retrieving client-specific information and writing rules, generating images via Google Gemini, and managing client discovery documents.
This server provides specialized tools for AI agents, including fetching keyword search volume from DataForSEO, managing HTML artifacts in a PostgreSQL database, retrieving client-specific information and writing rules, generating images via Google Gemini, and managing client discovery documents.
Setup Requirements
- ⚠️Requires a PostgreSQL database to be configured and accessible via DATABASE_URL.
- ⚠️Requires API keys for external services: DataForSEO (DATAFORSEO_API_KEY) and Google Gemini (GOOGLE_API_KEY), which may incur costs.
- ⚠️Requires AWS credentials (AWS_ACCESS_KEY_ID, AWS_SECRET_ACCESS_KEY) and an S3 bucket (AWS_S3_BUCKET) for image hosting. The S3 bucket must be configured for public read access.
- ⚠️The image generation process (`generate_image`) implements exponential backoff, which is good for reliability but might lead to increased latency under high load or temporary API issues.
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mcp-server-learning
by MuhammadSaadBandukda
A basic server component for the Minecraft Protocol, likely for learning or foundational development.
A basic server component for the Minecraft Protocol, likely for learning or foundational development.
Setup Requirements
- ⚠️Requires Python 3.14+ (currently in alpha/beta phase, may be unstable or difficult to install depending on the OS/environment).
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things3-mcp-tools
by Avery2
Automating personal productivity workflows in Things3 and Notion, leveraging Claude Code skills for contextual guidance and task management.
Automating personal productivity workflows in Things3 and Notion, leveraging Claude Code skills for contextual guidance and task management.
Setup Requirements
- ⚠️Requires macOS (due to AppleScript and Things3 dependency).
- ⚠️Requires Python 3.11+ for the tool scripts.
- ⚠️Requires 'Claude Code' (an AI agent) and specific configuration within its MCP settings.
- ⚠️A Notion API token ('NOTION_TOKEN') is required for Notion integration features.
Verified SafeView Analysis
remote-mcp-servers
by jashanjitattx
This server provides an asynchronous API for tracking and summarizing personal or business expenses, allowing users to add new entries, list them by date range, and summarize spending by category.
This server provides an asynchronous API for tracking and summarizing personal or business expenses, allowing users to add new entries, list them by date range, and summarize spending by category.
Setup Requirements
- ⚠️Requires Python 3.14 or higher as per 'pyproject.toml', which is an unreleased version of Python and likely a typo; it is more probable that it targets Python 3.8+.
- ⚠️Database data (expenses.db) is stored in the system's temporary directory ('tempfile.gettempdir()') and may not persist across reboots or system cleanups, leading to data loss if not backed up or moved.
- ⚠️Requires 'aiosqlite' and 'fastmcp' Python packages to be installed.
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environment-config-mcp
by cloudinary
This MCP server enables AI applications to manage Cloudinary environment configurations, including transformations, upload presets, streaming profiles, webhooks (triggers), and upload mappings.
This MCP server enables AI applications to manage Cloudinary environment configurations, including transformations, upload presets, streaming profiles, webhooks (triggers), and upload mappings.
Setup Requirements
- ⚠️Requires Cloudinary API Key, API Secret, and Cloud Name (Cloudinary service usage may incur costs).
- ⚠️Requires Node.js v20 or higher to run.
- ⚠️Requires an MCP-compatible AI client (e.g., Cursor, Claude Desktop, VS Code extension) to interact with the server.
Review RequiredView Analysis
sapi-patients
by adrianfs98
Manages patient information through a REST API and Model Context Protocol (MCP), enabling CRUD operations and integration with AI tools.
Manages patient information through a REST API and Model Context Protocol (MCP), enabling CRUD operations and integration with AI tools.
Setup Requirements
- ⚠️Requires Anypoint Studio 7.x for development and deployment.
- ⚠️Requires Mule Runtime 4.x to execute.
- ⚠️MCP client functionality relies on an external CloudHub server for full interoperability demonstrations.
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mcp-server-bluesky-py
by Karthik61958
Connects AI agents to the Bluesky social network for automated interactions, including posting, replying, liking, reposting, and monitoring.
Connects AI agents to the Bluesky social network for automated interactions, including posting, replying, liking, reposting, and monitoring.
Setup Requirements
- ⚠️Requires Windows 10 or later (for seamless operation with wrapper, though core logic is Python cross-platform).
- ⚠️Requires Python 3.7 or higher.
- ⚠️Requires BLUESKY_HANDLE and BLUESKY_PASSWORD environment variables to be set for authentication.
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axe-scanner-mcp
by vinnyang
A standalone Model Context Protocol server that runs axe accessibility scans for a supplied URL using Playwright.
A standalone Model Context Protocol server that runs axe accessibility scans for a supplied URL using Playwright.
Setup Requirements
- ⚠️Requires Node.js 18 or newer.
- ⚠️Requires Playwright browser dependencies to be installed using `npx playwright install` (and `npx playwright install --with-deps` for system dependencies on macOS/Linux).
- ⚠️MCP client configurations require absolute paths for the server command.
Review RequiredView Analysis
epistemic-dj
by Nubaeon
Maps epistemic (cognitive) states to generative music patterns in Strudel.cc, primarily as a tool for AI agents.
Maps epistemic (cognitive) states to generative music patterns in Strudel.cc, primarily as a tool for AI agents.
Setup Requirements
- ⚠️Requires Node.js version 18.0.0 or higher.
- ⚠️Web UI requires 'npx serve' which may need a one-time global install or run through npx.
- ⚠️Music playback relies on manually copying generated patterns to strudel.cc or opening the generated URL, as the server itself doesn't play audio directly.
Verified SafeView Analysis
merinfo-mcp
by KSAklfszf921
This server provides comprehensive Swedish business intelligence through web scraping (merinfo.se, allabolag.se) and intelligent caching, serving structured company data to AI assistants.
This server provides comprehensive Swedish business intelligence through web scraping (merinfo.se, allabolag.se) and intelligent caching, serving structured company data to AI assistants.
Setup Requirements
- ⚠️Requires Node.js 18+ to run.
- ⚠️Requires Playwright Chromium browsers, which consumes memory and CPU resources, especially if not run headless or with multiple contexts.
- ⚠️Database initialization (`npm run setup-db`) is required once before the first use.