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Vetted Servers(9120)
simple_local_rag
by dataML007
A multi-modal Retrieval-Augmented Generation (RAG) system for querying PDF documents with conversation memory via a Streamlit UI, FastAPI backend, and MCP server integration.
A multi-modal Retrieval-Augmented Generation (RAG) system for querying PDF documents with conversation memory via a Streamlit UI, FastAPI backend, and MCP server integration.
Setup Requirements
- ⚠️Requires an OpenAI API Key (paid service) for embeddings and LLM.
- ⚠️Requires Python 3.9+ and the UV package manager.
- ⚠️Requires running three separate services (backend, frontend, MCP server) concurrently.
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Cloudflare-analytics-with-MCP-Server-Intergration
by vishnusrinivas00
Analyzes Cloudflare Worker logs stored in DuckDB, providing error summaries and performance metrics via a FastAPI server with MCP compatibility.
Analyzes Cloudflare Worker logs stored in DuckDB, providing error summaries and performance metrics via a FastAPI server with MCP compatibility.
Setup Requirements
- ⚠️Requires Cloudflare API Token, Account ID, and Worker Name to be configured as environment variables for data ingestion.
- ⚠️Requires a local DuckDB file (cloudflare_logs.duckdb) to be pre-populated with data; the `miletech/fetch_logs.py` script is used for this.
- ⚠️Python dependencies listed in `requirements.txt` must be installed.
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esewa-mcp-server
by Dipesh600
This server acts as a Model Context Protocol (MCP) wrapper for eSewa payment gateway, enabling creation of payment sessions, transaction verification, refunds, and status checks.
This server acts as a Model Context Protocol (MCP) wrapper for eSewa payment gateway, enabling creation of payment sessions, transaction verification, refunds, and status checks.
Setup Requirements
- ⚠️Requires secure configuration of `ESEWA_MERCHANT_CODE`, `ESEWA_SECRET_KEY`, and `ESEWA_TOKEN` environment variables, as the provided defaults are test credentials and hardcoded values are a security risk.
- ⚠️Requires a valid eSewa merchant account for actual payment processing beyond testing.
- ⚠️The deployed server URL specified in `mcp.json` (`https://YOUR-SERVER-URL.com`) implies a requirement for HTTPS to be configured on the server.
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postgresql-mcp-server
by vpro1032
Provides a standardized Model Context Protocol (MCP) interface for AI assistants to interact with and manage PostgreSQL databases.
Provides a standardized Model Context Protocol (MCP) interface for AI assistants to interact with and manage PostgreSQL databases.
Setup Requirements
- ⚠️Requires Docker and Docker Compose to run the server and its PostgreSQL dependency.
- ⚠️Database connection details and other configurations must be set via environment variables in a `.env` file.
- ⚠️Requires an MCP client (e.g., Claude Desktop, VS Code with MCP extension) for interaction.
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rs-cel-mcp
by takanoriyanagitani
Provides a Model Context Protocol (MCP) server that enables AI clients to evaluate Common Expression Language (CEL) expressions.
Provides a Model Context Protocol (MCP) server that enables AI clients to evaluate Common Expression Language (CEL) expressions.
Setup Requirements
- ⚠️Requires Rust toolchain for building and running.
- ⚠️Requires an MCP-compatible client (e.g., Gemini CLI, ollmcp) to interact with its tools.
Verified SafeView Analysis
social-media-mcp-server
by kritsanan1
A server component likely designed to manage and process data for a social media application, possibly handling user posts, interactions, and content delivery.
A server component likely designed to manage and process data for a social media application, possibly handling user posts, interactions, and content delivery.
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unofficialMcp
by LackOfMorals
The Neo4j MCP server enables LLM clients (e.g., VSCode Copilot Chat, Claude Desktop) to interact with a Neo4j graph database by introspecting its schema and executing Cypher queries.
The Neo4j MCP server enables LLM clients (e.g., VSCode Copilot Chat, Claude Desktop) to interact with a Neo4j graph database by introspecting its schema and executing Cypher queries.
Setup Requirements
- ⚠️Requires a running Neo4j database instance with the APOC plugin installed.
- ⚠️Requires Go 1.25+ to build and run from source.
- ⚠️Docker is required if running integration tests with the default `USE_CONTAINER=true` configuration.
Verified SafeView Analysis
crawl4ai-rag-mcp
by AI-enthusiasts
Provides a Multi-Crawl Platform for AI-powered Retrieval Augmented Generation (RAG) systems, leveraging agentic search and data analysis.
Provides a Multi-Crawl Platform for AI-powered Retrieval Augmented Generation (RAG) systems, leveraging agentic search and data analysis.
Setup Requirements
- ⚠️Docker and Docker Compose are required to run the services and manage their orchestration.
- ⚠️Requires API keys for external Large Language Models (LLMs) like Claude, which are typically paid services.
- ⚠️Integration with Searxng implies managing an additional service for search capabilities, potentially requiring specific configuration and maintenance.
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modal-mcp-server
by monolithic-lab
Provides an API for managing the lifecycle (creation, status, stopping, deletion) of Modal applications.
Provides an API for managing the lifecycle (creation, status, stopping, deletion) of Modal applications.
Setup Requirements
- ⚠️Requires `modal`, `fastmcp`, and `mcp` Python packages.
- ⚠️Requires Modal authentication (e.g., `MODAL_TOKEN_ID`, `MODAL_TOKEN_SECRET` environment variables or `modal login`).
- ⚠️Utilizes Modal's experimental API for app listing, which might require a specific Modal SDK version or be subject to change.
Verified SafeView Analysis
mcp-servers
by TL-Developer
Defines an MCP server for launching npmlens, a tool likely used for analyzing and managing npm packages.
Defines an MCP server for launching npmlens, a tool likely used for analyzing and managing npm packages.
Setup Requirements
- ⚠️Requires Node.js and npm/npx to be installed on the system.
Verified SafeView Analysis
sandbox-mcp-server
by aelvion
Orchestrates build, deploy, and infrastructure workflows for applications.
Orchestrates build, deploy, and infrastructure workflows for applications.
Setup Requirements
- ⚠️Docker required for local dependency management (Redis, Celery worker, API service).
- ⚠️Python 3.11 or higher is required.
- ⚠️Celery and Redis are core dependencies for asynchronous task processing.
Verified SafeView Analysis
bitbucket-mcp
by icy-r
An MCP server enabling AI assistants to manage Bitbucket Cloud repositories, pull requests, pipelines, and other related development tasks.
An MCP server enabling AI assistants to manage Bitbucket Cloud repositories, pull requests, pipelines, and other related development tasks.
Setup Requirements
- ⚠️Requires Bitbucket authentication setup (API Token, OAuth, or Basic) which involves setting specific environment variables like BITBUCKET_API_TOKEN and BITBUCKET_USER_EMAIL.
- ⚠️Node.js version 20.0.0 or higher is required.
- ⚠️MCP client (e.g., Cursor IDE, Claude Desktop) configuration is necessary to connect to and utilize the server.