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Vetted Servers(379)
CodeGraphContext
by Shashankss1205
An MCP server that indexes local code into a Neo4j graph database to provide real-time, accurate context and relationship analysis to AI assistants for understanding, writing, and refactoring code.
An MCP server that indexes local code into a Neo4j graph database to provide real-time, accurate context and relationship analysis to AI assistants for understanding, writing, and refactoring code.
Setup Requirements
- ⚠️Requires a running Neo4j database instance (Docker or local binary installation is guided by `cgc setup`).
- ⚠️Requires `NEO4J_URI`, `NEO4J_USERNAME`, and `NEO4J_PASSWORD` environment variables to connect to Neo4j.
- ⚠️Indexing packages for specific languages (e.g., Go, JavaScript/TypeScript, Ruby, C/C++) requires their respective language tooling (e.g., `go`, `npm`, `gem`, `pkg-config`) to be installed and accessible in the system's PATH.
Verified SafeView Analysis
kitwork
by kitwork
KitWork is a serverless engine and workflow automation platform that allows users to define and run scheduled tasks, backend APIs, and web automation using YAML files.
KitWork is a serverless engine and workflow automation platform that allows users to define and run scheduled tasks, backend APIs, and web automation using YAML files.
Setup Requirements
- ⚠️Requires Golang development environment
- ⚠️Chromium browser installation might be needed for 'chromedp' actions (often handled by the library, but a dependency)
- ⚠️Proper secret management for API keys and database credentials is critical and left to the user to configure securely (e.g., via environment variables or encrypted files, not raw YAML).
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ecos
by ecos-labs
Transforms AWS Cost and Usage Reports (CUR) into enriched datasets for FinOps analysis and AI-powered cost insights.
Transforms AWS Cost and Usage Reports (CUR) into enriched datasets for FinOps analysis and AI-powered cost insights.
Setup Requirements
- ⚠️Requires Python 3.8+ and dbt Core for data transformation.
- ⚠️Requires AWS CLI installed and configured with appropriate credentials.
- ⚠️Requires AWS Cost and Usage Reports (CUR) to be enabled and configured for Athena query.
- ⚠️Requires `dbt-athena-community` adapter installed (`pip install dbt-athena-community`).
- ⚠️GITHUB_TOKEN environment variable is optional but recommended to avoid GitHub API rate limits when downloading transform models.
Verified SafeView Analysis
graphlit-mcp-server
by graphlit
The Model Context Protocol (MCP) Server integrates with the Graphlit Platform to provide an LLM-enabled knowledge API, enabling ingestion, search, retrieval, RAG, and publishing of content from various data connectors for MCP clients.
The Model Context Protocol (MCP) Server integrates with the Graphlit Platform to provide an LLM-enabled knowledge API, enabling ingestion, search, retrieval, RAG, and publishing of content from various data connectors for MCP clients.
Setup Requirements
- ⚠️Requires Node.js 18.x or higher.
- ⚠️Requires an active account on the Graphlit Platform with API access.
- ⚠️Many tools require specific API keys/tokens configured as environment variables (e.g., SLACK_BOT_TOKEN, NOTION_API_KEY) for their respective data connectors.
Verified SafeView Analysis
jetski
by hyprmcp
Jetski is an Open Source MCP Analytics and Authentication Platform designed to simplify installation, authentication, and provide logs/analytics for Model Context Protocol (MCP) servers.
Jetski is an Open Source MCP Analytics and Authentication Platform designed to simplify installation, authentication, and provide logs/analytics for Model Context Protocol (MCP) servers.
Setup Requirements
- ⚠️Requires Docker for local setup (Postgres, Dex, Mailpit).
- ⚠️Uses Mise for managing development environment tools (Go, Node, pnpm, Helm, etc.).
- ⚠️Requires a local host file entry for 'host.minikube.internal' for Dex setup.
- ⚠️pnpm is used as the frontend package manager.
Verified SafeView Analysis
prometheus-mcp-server
by pab1it0
Enables AI assistants to query and analyze Prometheus metrics through a Model Context Protocol (MCP) server.
Enables AI assistants to query and analyze Prometheus metrics through a Model Context Protocol (MCP) server.
Setup Requirements
- ⚠️Requires an accessible Prometheus server.
- ⚠️Requires an MCP-compatible client (e.g., Claude Desktop, VS Code, Cursor).
- ⚠️Relies heavily on Docker for straightforward deployment.
- ⚠️Requires Python 3.10 or higher for local development/execution.
Verified SafeView Analysis
octocode
by Muvon
Octocode is an intelligent code indexer, semantic search engine, and knowledge graph builder that provides AI-powered assistance for developers.
Octocode is an intelligent code indexer, semantic search engine, and knowledge graph builder that provides AI-powered assistance for developers.
Setup Requirements
- ⚠️Requires Voyage AI API Key (free tier available, but registration required for embeddings)
- ⚠️Requires OpenRouter API Key for AI features (optional, registration required for LLM capabilities)
- ⚠️Requires Rust toolchain (1.70+)
- ⚠️Local-first embedding models (FastEmbed, SentenceTransformer) are only fully offline on macOS; other platforms or cloud models require internet access.
- ⚠️Indexing requires a Git repository or `--no-git` flag to be specified.
Verified SafeView Analysis
dynatrace-mcp
by dynatrace-oss
Enables AI assistants to interact with the Dynatrace observability platform, providing real-time data for debugging, security analysis, and automation.
Enables AI assistants to interact with the Dynatrace observability platform, providing real-time data for debugging, security analysis, and automation.
Setup Requirements
- ⚠️Requires Dynatrace Platform Environment URL (DT_ENVIRONMENT) to be configured.
- ⚠️Authentication requires Dynatrace Platform Token or OAuth Client, with specific scopes (interactive browser flow if only client ID is provided).
- ⚠️Dynatrace OAuth scopes must be manually configured in your Dynatrace environment.
Verified SafeView Analysis
mcp-uptime-kuma
by DavidFuchs
Provides a Model Context Protocol (MCP) interface for real-time Uptime Kuma monitoring data.
Provides a Model Context Protocol (MCP) interface for real-time Uptime Kuma monitoring data.
Setup Requirements
- ⚠️Requires a running Uptime Kuma v2 instance.
- ⚠️Requires Node.js 18+ to run directly, or Docker for containerized deployment/testing.
- ⚠️Authentication requires Uptime Kuma URL and credentials (username/password/2FA token or JWT token) as environment variables.
Verified SafeView Analysis
identity-service
by agntcy
Provides currency exchange functionalities as an MCP (Model Context Protocol) server for consumption by agentic services, integrating with AGNTCY Identity Service for identity and access management.
Provides currency exchange functionalities as an MCP (Model Context Protocol) server for consumption by agentic services, integrating with AGNTCY Identity Service for identity and access management.
Setup Requirements
- ⚠️Docker is required to run the full sample ecosystem and the core Identity Service.
- ⚠️Python 3.12 or later is required.
- ⚠️The AGNTCY Identity Service must be running and configured (requiring OIDC setup for user authentication and API keys for agents/MCP servers) as this MCP server relies on it for authorization.
- ⚠️An external currency exchange API URL (`CURRENCY_EXCHANGE_API_URL`) must be provided for the MCP server to fetch exchange rates.
Verified SafeView Analysis
mcp-apache-spark-history-server
by kubeflow
Connect AI agents to Apache Spark History Server for intelligent job analysis and performance monitoring.
Connect AI agents to Apache Spark History Server for intelligent job analysis and performance monitoring.
Setup Requirements
- ⚠️Python 3.12+ required
- ⚠️Requires 'uv' package manager for development setup
- ⚠️Requires an existing Spark History Server to be running and accessible
- ⚠️Docker required for local testing of the Spark History Server itself
Verified SafeView Analysis
mcp-watch
by kapilduraphe
A comprehensive security scanner for Model Context Protocol (MCP) servers that detects vulnerabilities and security issues in MCP implementations.
A comprehensive security scanner for Model Context Protocol (MCP) servers that detects vulnerabilities and security issues in MCP implementations.
Setup Requirements
- ⚠️Requires Git CLI installed (if not using Docker option)
- ⚠️Requires Node.js 16.0 or higher (if not using Docker option)