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Vetted Servers(8554)
plain-mcp
by tellahq
This MCP server provides a comprehensive interface for managing customer support operations, help center content, and customer data within the Plain.com platform.
This MCP server provides a comprehensive interface for managing customer support operations, help center content, and customer data within the Plain.com platform.
Setup Requirements
- ⚠️Requires a Plain.com API key with full API permissions.
- ⚠️Requires the Bun runtime to be installed.
- ⚠️Requires specific configuration in Claude Code's ~/.claude.json file.
Verified SafeView Analysis
mcp-neo4j-graphrag
by guerinjeanmarc
Extends Neo4j with vector search, fulltext search, and search-augmented Cypher queries to build powerful GraphRAG applications.
Extends Neo4j with vector search, fulltext search, and search-augmented Cypher queries to build powerful GraphRAG applications.
Setup Requirements
- ⚠️Requires a running Neo4j database instance.
- ⚠️Requires the Neo4j APOC plugin for schema discovery (`get_neo4j_schema_and_indexes` tool).
- ⚠️Requires an API key for the chosen embedding model (e.g., OPENAI_API_KEY) if using a remote/paid provider.
- ⚠️Default Neo4j connection details (URI, username, password) are insecure and must be overridden for production environments.
Verified SafeView Analysis
mcp-standards
by airmcp-com
A self-learning AI standards system that optimizes context, extracts patterns, and manages Claude's memory and preferences through a cost-efficient model routing architecture.
A self-learning AI standards system that optimizes context, extracts patterns, and manages Claude's memory and preferences through a cost-efficient model routing architecture.
Setup Requirements
- ⚠️Requires Node.js and npm to install and run the AgentDB vector store, which is a core component.
- ⚠️Assumes integration with the Claude Code SDK/environment as it uses `mcp.server` components.
- ⚠️Utilizes different AI models (Gemini, DeepSeek, Claude) with varying costs, requiring API keys for non-Claude models (e.g., GEMINI_API_KEY) for full cost optimization.
Verified SafeView Analysis
redmine-mcp-server
by flor3z-github
Enables AI assistants to interact with Redmine project management systems for issue, project, time, user, and wiki management.
Enables AI assistants to interact with Redmine project management systems for issue, project, time, user, and wiki management.
Setup Requirements
- ⚠️Requires Node.js >= 20.0.0.
- ⚠️Requires a Redmine instance with REST API access enabled.
- ⚠️Authentication requires either a Redmine API key or a username and password.
- ⚠️SSL/TLS configuration (e.g., for self-signed certificates or corporate proxies) may require additional environment variables like REDMINE_SSL_VERIFY or REDMINE_CA_CERT.
Verified SafeView Analysis
obsidian-mcp-sb
by CoMfUcIoS
Provides secure, intelligent, read-only access to an Obsidian vault for Large Language Models (LLMs), enabling semantic search, metadata filtering, and summarization.
Provides secure, intelligent, read-only access to an Obsidian vault for Large Language Models (LLMs), enabling semantic search, metadata filtering, and summarization.
Setup Requirements
- ⚠️Requires Node.js version 22.12 or higher to run.
- ⚠️A '--vault-path' CLI argument pointing to the Obsidian vault's absolute location is mandatory for server operation.
- ⚠️For full search and filtering functionality, Obsidian notes should adhere to a specific YAML frontmatter structure, including 'tags', 'type', 'status', 'category', 'created', and 'modified' fields. Missing or invalid frontmatter fields will be defaulted.
Verified SafeView Analysis
obs-mcp
by rhobs
An MCP (Model Context Protocol) server enabling LLMs to interact with a Prometheus monitoring instance for querying metrics.
An MCP (Model Context Protocol) server enabling LLMs to interact with a Prometheus monitoring instance for querying metrics.
Setup Requirements
- ⚠️Requires a running Prometheus instance (can be local or in-cluster).
- ⚠️Requires `uv` for evaluation setup (Python package manager).
- ⚠️Running with `--auth-mode header` (as seen in Kubernetes deployment manifest) effectively disables authentication to Prometheus via the MCP server.
- ⚠️Development requires Go 1.24+, Docker/Podman, Kind, and kubectl for E2E tests.
Review RequiredView Analysis
mold-inventory
by patkub
An MCP server that provides an LLM with authenticated access to a mold inventory management API, allowing it to retrieve mold data on behalf of a user.
An MCP server that provides an LLM with authenticated access to a mold inventory management API, allowing it to retrieve mold data on behalf of a user.
Setup Requirements
- ⚠️Requires extensive manual Auth0 tenant configuration, including creating applications, defining resource servers, and setting up actions via `auth0-deploy-cli`.
- ⚠️Specific Auth0 Action secrets (DOMAIN, CLIENT_ID, CLIENT_SECRET) must be configured directly within the Auth0 dashboard for the `MoldInventoryPostUserRegistration` action.
- ⚠️Requires a Cloudflare KV namespace (`OAUTH_KV`) to be created and its ID configured in `wrangler.jsonc`.
Verified SafeView Analysis
agent-tool
by DosiBridge
A full-stack AI agent platform offering conversational AI with RAG, multi-LLM support, and extensible tooling via Model Context Protocol (MCP) servers.
A full-stack AI agent platform offering conversational AI with RAG, multi-LLM support, and extensible tooling via Model Context Protocol (MCP) servers.
Setup Requirements
- ⚠️Requires API keys for major LLM providers (e.g., OpenAI, DeepSeek, Google Gemini, Groq, Firecrawl) for full functionality, which may incur costs.
- ⚠️A PostgreSQL database (version 15+) is required.
- ⚠️Initial database setup requires running `docker exec -it agent-backend python init_db.py` after the services are up.
- ⚠️Hardcoded default security keys in `docker-compose.yml` MUST be changed for any production or public-facing deployment.
Review RequiredView Analysis
mcp-server-jupyter
by davidwarshawsky
Transforms Jupyter notebooks into a reliable, stateful, and secure backend API for AI agents, facilitating data analysis, scientific computing, and visualization through controlled execution and inspection.
Transforms Jupyter notebooks into a reliable, stateful, and secure backend API for AI agents, facilitating data analysis, scientific computing, and visualization through controlled execution and inspection.
Setup Requirements
- ⚠️Requires Python 3.10, 3.11, or 3.12.
- ⚠️Docker is recommended for sandboxed kernel execution in production environments.
- ⚠️Python dependencies such as `jupyter_client`, `nbformat`, `ipykernel`, `mcp_sdk`, and `psutil` must be installed in the server's environment.
- ⚠️A session token (MCP_SESSION_TOKEN) is automatically generated and printed to stderr on server startup for secure client connections; this must be passed by clients.
- ⚠️For static rendering of Plotly and Bokeh visualizations, `kaleido` and `matplotlib` (Agg backend) respectively should be installed in the kernel environment.
- ⚠️Disk space for the 'assets' directory is proactively managed, but excessive large outputs can still consume significant storage.
Verified SafeView Analysis
poly-git-mcp
by hyperpolymath
Provides Model Context Protocol (MCP) tools for AI assistants to manage Git repositories, issues, pull requests, and CI/CD across GitHub, GitLab, Gitea, and Bitbucket platforms.
Provides Model Context Protocol (MCP) tools for AI assistants to manage Git repositories, issues, pull requests, and CI/CD across GitHub, GitLab, Gitea, and Bitbucket platforms.
Setup Requirements
- ⚠️Requires Deno runtime (v2.0+) to be installed.
- ⚠️Requires GitHub CLI (gh), GitLab CLI (glab), and Gitea CLI (tea) to be installed and properly authenticated for their respective functionalities.
- ⚠️Bitbucket API tools require setting `BITBUCKET_USERNAME` and `BITBUCKET_APP_PASSWORD` environment variables, recommending a dedicated app password with limited scope.
Verified SafeView Analysis
AICalendar
by VladislavAntonyuk
Provides an AI-powered cross-platform calendar application for intelligent scheduling and event management.
Provides an AI-powered cross-platform calendar application for intelligent scheduling and event management.
Setup Requirements
- ⚠️Requires Azure Active Directory (B2C) setup for authentication.
- ⚠️Requires an AI service API key and endpoint (e.g., Azure OpenAI, OpenAI) for the AI Scheduling Assistant.
- ⚠️Requires .NET 8 SDK and optionally Azure Developer CLI (azd) for streamlined deployment to Azure.
Verified SafeView Analysis
git-mcp-server
by surajfale
Automates conventional Git commits, changelog updates, and optional pushes, primarily for AI assistants to generate commit messages based on code changes.
Automates conventional Git commits, changelog updates, and optional pushes, primarily for AI assistants to generate commit messages based on code changes.
Setup Requirements
- ⚠️Requires an OpenAI API Key (paid service) if AI generation is enabled (default).
- ⚠️Requires Git to be installed and configured (user name, email) on the host machine.
- ⚠️If cloning remote repositories via SSH, an SSH key must be configured (`GIT_SSH_KEY_PATH` environment variable) or an SSH agent must be running. Host key checking is disabled by default.