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Vetted Servers(8554)
mem0-server-mcp
by snorlak1
Provides intelligent memory and knowledge graph capabilities for Claude Code and other AI agents, managing coding preferences, context, and architectural decisions.
Provides intelligent memory and knowledge graph capabilities for Claude Code and other AI agents, managing coding preferences, context, and architectural decisions.
Setup Requirements
- ⚠️Requires Docker installed and running for the full stack.
- ⚠️Using Ollama as the LLM provider requires a local Ollama server running (e.g., at `http://192.168.1.2:11434`) and specific models (e.g., `qwen3:8b`, `qwen3-embedding:8b`) to be pulled.
- ⚠️Default database (PostgreSQL, Neo4j) credentials are weak and MUST be changed for production environments to avoid security risks.
- ⚠️Claude Code (or other MCP clients) requires specific configuration including `X-MCP-Token` and `X-MCP-UserID` headers for authentication.
Verified SafeView Analysis
llm-mcp-bridge
by ramgeart
An agnostic MCP server that bridges various OpenAI-compatible LLM APIs, providing tools for LLM model analysis, benchmarking, and quality evaluation.
An agnostic MCP server that bridges various OpenAI-compatible LLM APIs, providing tools for LLM model analysis, benchmarking, and quality evaluation.
Setup Requirements
- ⚠️Requires Node.js version 18 or higher.
- ⚠️Needs an external LLM server (e.g., LM Studio, Ollama, vLLM) with an OpenAI-compatible API running and accessible.
- ⚠️An API key (LLM_API_KEY) is required in the environment or as a tool argument when connecting to commercial cloud LLM services (e.g., OpenAI, Groq, Azure OpenAI).
- ⚠️When configuring for VS Code, the exact absolute path to the compiled 'dist/index.js' script needs to be specified.
Verified SafeView Analysis
fathom-mcp
by lukas-bekr
Enables LLMs to interact with the Fathom.video API for meeting recording management, transcripts, summaries, and analytics.
Enables LLMs to interact with the Fathom.video API for meeting recording management, transcripts, summaries, and analytics.
Setup Requirements
- ⚠️Requires FATHOM_API_KEY environment variable, which must be obtained from Fathom.video settings.
- ⚠️Requires Node.js (>=18) and npm for installation and build steps.
- ⚠️Potential for large responses (transcripts, detailed meeting lists) that may be truncated to a CHARACTER_LIMIT of 25000 characters.
Verified SafeView Analysis
simple-calculator-mcp-server-v2
by NaokiTest
Provides an API server for simple arithmetic calculations, intended for multi-client access.
Provides an API server for simple arithmetic calculations, intended for multi-client access.
Review RequiredView Analysis
recipe-mcp-server
by ecdeng
Allows ChatGPT to persistently store, retrieve, and organize recipe files as human-readable Markdown with YAML frontmatter.
Allows ChatGPT to persistently store, retrieve, and organize recipe files as human-readable Markdown with YAML frontmatter.
Setup Requirements
- ⚠️Requires persistent disk storage mounted at `/app/recipes` for data retention, especially critical for Docker and Render deployments.
- ⚠️Authentication relies on a unique UUID in the URL path; this UUID acts as the primary access token and must be kept secret and correctly used in all API calls.
- ⚠️Deployment to Render requires a Render account and meticulous configuration of a persistent disk at the specified mount path.
Verified SafeView Analysis
pervasive-sql-mcp
by janjic-portside
Provides a Model Context Protocol (MCP) server for interacting with Pervasive SQL databases via ODBC.
Provides a Model Context Protocol (MCP) server for interacting with Pervasive SQL databases via ODBC.
Setup Requirements
- ⚠️Requires Pervasive ODBC Driver installed and configured on a Windows system.
- ⚠️Requires DSN (Data Source Name) configured via ODBC Data Source Administrator.
- ⚠️Requires Visual Studio Build Tools (C++ workload) for compiling the `odbc` native module.
Verified SafeView Analysis
agents-mcp-server
by Piotr1215
Facilitates real-time agent-to-agent communication and coordination, leveraging DuckDB for message persistence and `snd` for tmux message injection.
Facilitates real-time agent-to-agent communication and coordination, leveraging DuckDB for message persistence and `snd` for tmux message injection.
Setup Requirements
- ⚠️Requires DuckDB CLI to be installed and in the system PATH (not a library, but the command-line tool).
- ⚠️Requires a custom `snd` script (likely from `~/.claude/scripts/snd`) to be in the system PATH, which is not a standard utility.
- ⚠️Requires Node.js >= 18.
Review RequiredView Analysis
Knowledge-Based-Chatbot
by Thamizh-02
A knowledge-powered Q&A and action chatbot integrated with GitHub for automated tasks and document management.
A knowledge-powered Q&A and action chatbot integrated with GitHub for automated tasks and document management.
Setup Requirements
- ⚠️Requires a separate backend API server (not provided in this repository) to handle LLM interactions, database operations, and GitHub API calls.
- ⚠️Requires a GitHub Personal Access Token with appropriate permissions (e.g., for creating issues, PRs, deployments) to be configured.
- ⚠️Requires a configured database to store users, knowledge sources, conversations, and activity logs.
Verified SafeView Analysis
sonarqube-mcp
by nggocnn
Enables AI Agent applications to manage and retrieve code quality and analysis data from a SonarQube server.
Enables AI Agent applications to manage and retrieve code quality and analysis data from a SonarQube server.
Setup Requirements
- ⚠️Requires Python 3.12 or newer.
- ⚠️Requires a running SonarQube server instance.
- ⚠️Requires SonarQube authentication (SONARQUBE_TOKEN or SONARQUBE_USERNAME/SONARQUBE_PASSWORD environment variables must be set).
Verified SafeView Analysis
mcp-server
by timduly4
Exposes GitHub starred repositories as Model Context Protocol (MCP) resources for LLM applications.
Exposes GitHub starred repositories as Model Context Protocol (MCP) resources for LLM applications.
Setup Requirements
- ⚠️Requires Bazel 8.4+ for the recommended build and run workflow.
- ⚠️Requires a GitHub Personal Access Token with `public_repo` and `read:user` scopes.
- ⚠️Interactive testing with the MCP Inspector requires Node.js and npm/npx.
Verified SafeView Analysis
mcp-fs-server
by bramburn
Provides a Model Context Protocol (MCP) server that indexes code repositories for real-time semantic search, leveraging Ollama embeddings and Qdrant for vector storage.
Provides a Model Context Protocol (MCP) server that indexes code repositories for real-time semantic search, leveraging Ollama embeddings and Qdrant for vector storage.
Setup Requirements
- ⚠️Requires a running Qdrant instance (default: http://localhost:6333).
- ⚠️Requires Ollama to be installed and running locally, with a compatible embedding model downloaded (default: 'nomic-embed-text').
- ⚠️Requires Tree-sitter WASM grammar files to be downloaded via `npm run setup` after cloning.
Review RequiredView Analysis
rapport-mcp
by MicahBly
Enables AI agents to create, modify, and query visual SVG canvases for Rapport.dev.
Enables AI agents to create, modify, and query visual SVG canvases for Rapport.dev.
Setup Requirements
- ⚠️Requires Node.js v18.0.0 or higher.
- ⚠️Initial authentication requires a browser to open for an OAuth login flow, which can be a friction point on headless servers.
- ⚠️Critical security vulnerabilities are present in the default configuration (insecure file permissions, SSRF, XXE, security bypass) that require immediate fixes post-setup for safe operation.