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Vetted Servers(8554)
finance-engine-mcp-rs
by alpha-hack-program
Provides sophisticated financial calculation functions for business intelligence and strategic decision-making to AI agents through the Model Context Protocol.
Provides sophisticated financial calculation functions for business intelligence and strategic decision-making to AI agents through the Model Context Protocol.
Setup Requirements
- ⚠️Requires Rust 1.70+ and Cargo for native compilation and execution.
- ⚠️For vector store integration, a running LlamaStack instance is required, and specific environment variables (VECTOR_STORE_NAME, LLAMA_STACK_HOST, LLAMA_STACK_PORT, LLAMA_STACK_SECURE) must be correctly configured.
- ⚠️There is a discrepancy in the `calculate_company_health_score` function description: the README states '5 dimensions' with specific weights, while the source code implements '3 dimensions' with proportionally adjusted weights. Users should be aware the code uses 3 metrics (revenue growth, SLA compliance, customer satisfaction).
Verified SafeView Analysis
ollama-mcp-example
by flexnst
Sets up a local LLM environment with Ollama, a web UI (Open-WebUI), and integrates Model Context Protocol (MCP) tools for enhanced LLM capabilities, such as web content retrieval.
Sets up a local LLM environment with Ollama, a web UI (Open-WebUI), and integrates Model Context Protocol (MCP) tools for enhanced LLM capabilities, such as web content retrieval.
Setup Requirements
- ⚠️Docker is required to run the environment.
- ⚠️NVIDIA GPU is highly recommended/required for optimal Ollama performance, as specified in `compose.yml` for device reservations. Performance will be significantly degraded without it.
- ⚠️Specific LLM models (e.g., `qwen2.5:7b`) must be manually pulled into Ollama via `ollama pull` command after initial setup.
- ⚠️The `FETCH_USER_AGENT` environment variable must be set for the `mcp-proxy` service to function correctly.
Verified SafeView Analysis
zapomni
by alienxs2
An intelligent memory processing and knowledge management system that uses LLMs and vector databases to chunk text, generate embeddings, extract entities, and build a knowledge graph for semantic search and retrieval.
An intelligent memory processing and knowledge management system that uses LLMs and vector databases to chunk text, generate embeddings, extract entities, and build a knowledge graph for semantic search and retrieval.
Setup Requirements
- ⚠️Requires Ollama server running locally (default: http://localhost:11434) with `nomic-embed-text` and `qwen2.5:latest` models pulled.
- ⚠️Requires FalkorDB server running (default: localhost:6381).
- ⚠️Requires Redis server running for semantic cache (default: localhost:6379) if caching is enabled.
- ⚠️Requires SpaCy English language model: `python -m spacy download en_core_web_sm` for entity extraction.
- ⚠️Requires Python 3.11+.
Verified SafeView Analysis
foxess-mcp-server
by holger1411
Enables AI assistants to access, analyze, and optimize solar energy data from FoxESS inverters via the Model Context Protocol.
Enables AI assistants to access, analyze, and optimize solar energy data from FoxESS inverters via the Model Context Protocol.
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️FoxESS API Token must be generated from the legacy v1 portal (foxesscloud.com/login).
- ⚠️Requires the Claude Desktop application to function as an MCP extension.
Verified SafeView Analysis
SQLServer-MCP
by HeathLoganCampbell
Exposes safe, read-focused SQL Server database exploration tools via an HTTP-based Model Context Protocol (MCP) server, primarily for consumption by MCP-compatible clients and agents, often for LLM-driven schema prompting.
Exposes safe, read-focused SQL Server database exploration tools via an HTTP-based Model Context Protocol (MCP) server, primarily for consumption by MCP-compatible clients and agents, often for LLM-driven schema prompting.
Setup Requirements
- ⚠️Requires .NET SDK 9.0 or later.
- ⚠️Requires access to a Microsoft SQL Server instance.
- ⚠️Requires an MCP-compatible client to consume the tools.
Verified SafeView Analysis
llm-as-a-teacher
by martin-prillard
An intelligent tool that uses Large Language Models (LLMs) to evaluate student GitHub projects against project descriptions.
An intelligent tool that uses Large Language Models (LLMs) to evaluate student GitHub projects against project descriptions.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid Service)
- ⚠️Requires `uv` for dependency management (or `pip`)
- ⚠️Requires `git` installed locally for cloning repositories
Review RequiredView Analysis
motherduck-mcp-ec2-nginx-https
by scottsappen
Deploys a MotherDuck Model Context Protocol (MCP) server on AWS EC2, exposing it over HTTPS using NGINX and Let's Encrypt, for validation with MCP Inspector.
Deploys a MotherDuck Model Context Protocol (MCP) server on AWS EC2, exposing it over HTTPS using NGINX and Let's Encrypt, for validation with MCP Inspector.
Setup Requirements
- ⚠️Requires an AWS account with permissions to create EC2 instances and Security Groups.
- ⚠️Requires a registered domain to create a subdomain (e.g., mcp.<your-domain>) and configure DNS.
- ⚠️Requires a MotherDuck database and a valid MotherDuck token.
Verified SafeView Analysis
mcp-dnac
by robertbergman2
A simple Express.js backend server designed for basic user authentication and API status monitoring.
A simple Express.js backend server designed for basic user authentication and API status monitoring.
Review RequiredView Analysis
Moose
by Clivern
Provides a Model Context Protocol (MCP) server boilerplate in Go for integration with Cursor AI IDE, supporting STDIO and Server-Sent Events modes.
Provides a Model Context Protocol (MCP) server boilerplate in Go for integration with Cursor AI IDE, supporting STDIO and Server-Sent Events modes.
Setup Requirements
- ⚠️Requires Go language installed to build and run from source.
- ⚠️The 'moose' executable must be in the system's PATH for Cursor AI IDE to find it in STDIO mode.
- ⚠️When using SSE mode, the 'moose' server must be started manually and running before Cursor AI IDE attempts to connect.
Verified SafeView Analysis
common-mcp-submodule
by Originate-Group
Provides a production-ready framework for building HTTP Model Context Protocol (MCP) servers with FastAPI, supporting OAuth 2.1 and Personal Access Token authentication.
Provides a production-ready framework for building HTTP Model Context Protocol (MCP) servers with FastAPI, supporting OAuth 2.1 and Personal Access Token authentication.
Setup Requirements
- ⚠️Docker is the recommended deployment method, though local Python installation is an alternative.
- ⚠️OAuth 2.1 authentication requires prior setup with an OIDC provider (e.g., Keycloak) and specific environment variables.
- ⚠️Requires Python 3.10 or newer.
Verified SafeView Analysis
go-keychain
by jeremyhahn
Provides a secure JSON-RPC interface (Model Context Protocol) for cryptographic key and certificate management, including threshold signatures, designed for integration with AI assistants and other clients across on-prem, hybrid, and cloud environments.
Provides a secure JSON-RPC interface (Model Context Protocol) for cryptographic key and certificate management, including threshold signatures, designed for integration with AI assistants and other clients across on-prem, hybrid, and cloud environments.
Setup Requirements
- ⚠️Requires specific Go build tags to enable non-PKCS#8 cryptographic backends (e.g., TPM2, PKCS#11, Cloud KMS) beyond the default software backend.
- ⚠️Initial server setup requires an administrator account linked to a FIDO2-compatible security key (hardware requirement).
- ⚠️Integration with various hardware (TPM2, PKCS#11, YubiKey, CanoKey) or cloud KMS (AWS, GCP, Azure, HashiCorp Vault) backends requires corresponding hardware, emulators, or cloud credentials and proper configuration.
Verified SafeView Analysis
mcp-server
by alex-gecraft
Unable to identify the specific use case as no source code was provided for analysis. The repository name 'mcp-server' suggests a server implementation, possibly related to Minecraft Protocol.
Unable to identify the specific use case as no source code was provided for analysis. The repository name 'mcp-server' suggests a server implementation, possibly related to Minecraft Protocol.
Setup Requirements
- ⚠️CRITICAL: No source code was provided for analysis. Cannot identify any specific requirements or friction points.
- ⚠️Without source code, installation and operation steps are unknown.