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Vetted Servers(7756)
kumo-rfm-mcp
by kumo-ai
This server empowers AI assistants with KumoRFM intelligence by providing tools to build, manage, and visualize relational graphs, convert natural language to PQL queries, and execute/evaluate/explain predictions from the KumoRFM (Relational Foundation Model) for tasks like missing value imputation and temporal forecasting.
This server empowers AI assistants with KumoRFM intelligence by providing tools to build, manage, and visualize relational graphs, convert natural language to PQL queries, and execute/evaluate/explain predictions from the KumoRFM (Relational Foundation Model) for tasks like missing value imputation and temporal forecasting.
Setup Requirements
- ⚠️Requires a KumoRFM API key (`KUMO_API_KEY`) for most operations, which can be generated for free.
- ⚠️Requires Python 3.10 or above.
- ⚠️For MCP Bundle installation, `npm` and `@anthropic-ai/dxt` are required.
Verified SafeView Analysis
mcp-nomad
by kocierik
This MCP server provides an interface to manage HashiCorp Nomad clusters, enabling operations like job, deployment, namespace, node, allocation, variable, volume, and ACL management through a Model Context Protocol client.
This MCP server provides an interface to manage HashiCorp Nomad clusters, enabling operations like job, deployment, namespace, node, allocation, variable, volume, and ACL management through a Model Context Protocol client.
Setup Requirements
- ⚠️Requires a running HashiCorp Nomad server.
- ⚠️Nomad ACL Token (`NOMAD_TOKEN`) is required if ACLs are enabled on the Nomad cluster.
- ⚠️Building from source requires a Go development environment; using pre-built binaries or npm packages might require Node.js.
Verified SafeView Analysis
portaljs-mcp-server
by datopian
A remote Model Context Protocol (MCP) server deployed on Cloudflare Workers, providing AI agent tools to interact with PortalJS datasets for search, retrieval, and data preview.
A remote Model Context Protocol (MCP) server deployed on Cloudflare Workers, providing AI agent tools to interact with PortalJS datasets for search, retrieval, and data preview.
Setup Requirements
- ⚠️Requires a Cloudflare account for deployment.
- ⚠️Requires the `wrangler` CLI to be installed for local development and deployment.
- ⚠️The server is designed without authentication, making it publicly accessible by default. Users must implement their own authentication/authorization if sensitive operations are added or if access needs to be restricted.
Verified SafeView Analysis
spring-rest-to-mcp
by addozhang
Transforms existing Spring Web REST APIs into Spring AI Model Context Protocol (MCP) server tools using OpenRewrite recipes.
Transforms existing Spring Web REST APIs into Spring AI Model Context Protocol (MCP) server tools using OpenRewrite recipes.
Setup Requirements
- ⚠️Requires Java 17 or higher for the recipe itself.
- ⚠️The OpenRewrite conversion command must be executed twice for a complete transformation (first for POM updates, second for code conversion).
- ⚠️The target Spring Web REST API project must use Spring Boot 3.2+ and Maven.
Verified SafeView Analysis
octomind
by Muvon
Octomind is a session-first AI development assistant with built-in Model Context Protocol (MCP) tools and multi-provider AI support, enabling interactive AI conversations, code analysis, file system management, and web research.
Octomind is a session-first AI development assistant with built-in Model Context Protocol (MCP) tools and multi-provider AI support, enabling interactive AI conversations, code analysis, file system management, and web research.
Setup Requirements
- ⚠️Requires `BRAVE_API_KEY` for web search tools.
- ⚠️Requires API keys for chosen AI providers (e.g., `OPENROUTER_API_KEY`, `OPENAI_API_KEY`, `ANTHROPIC_API_KEY`, `GOOGLE_APPLICATION_CREDENTIALS`, `AWS_ACCESS_KEY_ID`, `CLOUDFLARE_API_TOKEN`, `DEEPSEEK_API_KEY`).
- ⚠️Requires `ripgrep` (rg) and `ast-grep` (sg) executables to be installed and available in PATH for filesystem and code analysis tools.
Review RequiredView Analysis
firefox-devtools-mcp
by freema
Automates Firefox browser via WebDriver BiDi (through Selenium WebDriver) to interact with web pages, capture snapshots, monitor network/console, and perform user interactions.
Automates Firefox browser via WebDriver BiDi (through Selenium WebDriver) to interact with web pages, capture snapshots, monitor network/console, and perform user interactions.
Setup Requirements
- ⚠️Requires a local Firefox browser installation (auto-detected or specified via --firefox-path)
- ⚠️Requires Node.js version 20.19.0 or higher
Verified SafeView Analysis
network-mcp-docker-suite
by pamosima
The ThousandEyes MCP server provides secure, API-based access to Cisco ThousandEyes v7 functionality for network monitoring, performance analysis, and troubleshooting.
The ThousandEyes MCP server provides secure, API-based access to Cisco ThousandEyes v7 functionality for network monitoring, performance analysis, and troubleshooting.
Setup Requirements
- ⚠️Requires a valid ThousandEyes API v7 Bearer token (ThousandEyes is a paid service).
- ⚠️Docker Engine and Docker Compose are required for common deployment methods.
- ⚠️Requires Python 3.12 or newer.
Verified SafeView Analysis
lean-mathlib-docs-mcp
by CriticalLine
Provides a Minimal MCP Server for LLMs to search Lean Mathlib 4 documentation, including declarations, modules, and instances.
Provides a Minimal MCP Server for LLMs to search Lean Mathlib 4 documentation, including declarations, modules, and instances.
Setup Requirements
- ⚠️Requires Python 3.11 or higher and specific Python packages (`requests`, `mcp-server`).
- ⚠️Manual configuration of `mcp.json` is needed, with potential path adjustments for the Python executable and the server script (`src/lean_docs_server.py`). The provided `mcp.json` example contains a path mismatch (`lean_docs_mcp_server.py` vs `lean_docs_server.py`).
- ⚠️The first run will download the entire Mathlib 4 documentation dataset locally.
Verified SafeView Analysis
consult-llm-mcp
by raine
An MCP server that allows an AI agent (Claude Code) to consult more powerful external AI models for code analysis, debugging, and review, providing relevant files and git diffs as context.
An MCP server that allows an AI agent (Claude Code) to consult more powerful external AI models for code analysis, debugging, and review, providing relevant files and git diffs as context.
Setup Requirements
- ⚠️Requires API keys for chosen LLM providers (e.g., OPENAI_API_KEY, GEMINI_API_KEY, DEEPSEEK_API_KEY) for API mode.
- ⚠️CLI modes for Gemini or OpenAI require the respective `gemini` or `codex` CLI tools to be installed and authenticated locally.
- ⚠️Node.js version >=18.0.0 is required.
Verified SafeView Analysis
RedNote-MCP
by zoldyrk
Access and interact with Xiaohongshu (RedNote) content through Model Context Protocol (MCP) by automating browser interactions.
Access and interact with Xiaohongshu (RedNote) content through Model Context Protocol (MCP) by automating browser interactions.
Setup Requirements
- ⚠️Requires Playwright browser binaries to be installed (npx playwright install).
- ⚠️Initial setup requires an interactive manual login process via a browser window to save cookies.
- ⚠️Login sessions (cookies) may expire, requiring re-login.
Verified SafeView Analysis
kolada-mcp-server
by KSAklfszf921
Connects LLMs to open data from Kolada API, providing access to 5,000+ Key Performance Indicators (KPIs) for Swedish municipalities and regions for analytical queries.
Connects LLMs to open data from Kolada API, providing access to 5,000+ Key Performance Indicators (KPIs) for Swedish municipalities and regions for analytical queries.
Setup Requirements
- ⚠️Requires Node.js 18.0.0 or higher.
- ⚠️The MCP server runs with 'Open Access' (no authentication) by default on its endpoints, meaning any client can access the data exposed by the tools.
- ⚠️Data freshness for catalogs (KPIs, municipalities) relies on a 24-hour cache, meaning new data from the Kolada API might not be immediately reflected until the cache expires.
Verified SafeView Analysis
kiotviet-mcp
by dehuy69
An MCP server that enables AI agents to securely interact with the KiotViet Public API by proxying requests, providing a stateless interface for product, customer, order, and invoice management.
An MCP server that enables AI agents to securely interact with the KiotViet Public API by proxying requests, providing a stateless interface for product, customer, order, and invoice management.
Setup Requirements
- ⚠️Requires `CLIENT_ID` and `CLIENT_SECRET` from KiotViet OAuth2, which are managed by the upstream 'Culi Backend' or needed for local testing via `auths.env`.
- ⚠️The 'retailer' name (KiotViet store name) must be known and provided with each tool call.
- ⚠️The server functions as a proxy; token management (obtaining and refreshing `access_token`) is externalized to the calling AI agent's backend (e.g., Culi).