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Vetted Servers(9120)
STAMP
by KatherLab
Enables LLM agents to orchestrate end-to-end computational pathology tasks from Whole Slide Images, including feature extraction, model training, cross-validation, deployment, and heatmap generation.
Enables LLM agents to orchestrate end-to-end computational pathology tasks from Whole Slide Images, including feature extraction, model training, cross-validation, deployment, and heatmap generation.
Setup Requirements
- ⚠️Requires `uv` (version 0.8.5 or newer) for installation and dependency management.
- ⚠️Native OpenCV dependencies (e.g., `libgl1-mesa-glx` or `libgl1 libglx-mesa0 libglib2.0-0` on Ubuntu) must be manually installed.
- ⚠️GPU installation can be time-consuming, memory-intensive, and prone to PyTorch version mismatches, sometimes requiring manual `uv cache clean` operations.
- ⚠️Requires Python 3.11+ and specific PyTorch versions (e.g., `torch>=2.7.1,<2.8.0`).
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lyra-tool-discovery
by nirholas
This MCP server is designed to fetch, parse, and organize documentation from websites implementing the llms.txt standard. It transforms raw documentation into structured, agent-ready formats, exposing tools for AI agents, LLMs, and automation workflows to consume documentation programmatically.
This MCP server is designed to fetch, parse, and organize documentation from websites implementing the llms.txt standard. It transforms raw documentation into structured, agent-ready formats, exposing tools for AI agents, LLMs, and automation workflows to consume documentation programmatically.
Setup Requirements
- ⚠️Requires Node.js runtime (implied by Node.js/TypeScript codebase).
- ⚠️Network access is required to fetch documentation from external websites, which may require specific firewall rules or proxy configurations if deployed publicly.
- ⚠️Relies on `npx` being available in the execution environment to run the STDIO server locally.
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roam-research-mcp
by 2b3pro
Manages a Roam Research knowledge graph via CLI and exposes its functionalities as tools for AI agents (like Claude) to read, write, and organize notes.
Manages a Roam Research knowledge graph via CLI and exposes its functionalities as tools for AI agents (like Claude) to read, write, and organize notes.
Setup Requirements
- ⚠️Requires Node.js runtime environment to run the server or CLI.
- ⚠️Requires a Roam Research API token, implying access to a Roam Research graph (a paid service).
- ⚠️Environment variables must be configured either for single-graph mode (`ROAM_API_TOKEN`, `ROAM_GRAPH_NAME`) or multi-graph mode (`ROAM_GRAPHS`, `ROAM_DEFAULT_GRAPH`).
Verified SafeView Analysis
Provides up-to-date information and commands for various Python package managers (pip, conda, poetry, uv, pixi, pdm) by cross-referencing official documentation.
Provides up-to-date information and commands for various Python package managers (pip, conda, poetry, uv, pixi, pdm) by cross-referencing official documentation.
Setup Requirements
- ⚠️Requires Docker to be installed and running on the host system.
- ⚠️Specific `mcp.json` configuration is needed for integration with Agentic IDEs.
- ⚠️Users need to actively manage Docker image versions (e.g., pin to a commit hash for production).
Verified SafeView Analysis
codegraph-rust
by Jakedismo
Transforms codebases into a semantically searchable knowledge graph, enabling AI agents to reason about code relationships, architecture, and impact rather than just performing text-based searches.
Transforms codebases into a semantically searchable knowledge graph, enabling AI agents to reason about code relationships, architecture, and impact rather than just performing text-based searches.
Setup Requirements
- ⚠️Primarily targets macOS for installer scripts; Linux users may need manual adaptation.
- ⚠️Requires a running SurrealDB instance (local or cloud) with the CodeGraph schema applied.
- ⚠️Requires Rust toolchain and Homebrew (on macOS).
- ⚠️For 'balanced' or 'full' indexing tiers, language-specific LSP tools (e.g., `rust-analyzer`, `typescript-language-server`, `pyright-langserver`) must be installed.
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agentx
by can1357
AI-native terminal issue tracker for developers, providing structured task management, Git integration, and a Model Context Protocol server for agent interaction.
AI-native terminal issue tracker for developers, providing structured task management, Git integration, and a Model Context Protocol server for agent interaction.
Setup Requirements
- ⚠️Requires Rust toolchain (compiler and Cargo) for building and installation.
- ⚠️Requires Git installed and configured locally for Git integration features (branch creation, commits).
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IntelliConnect
by ruanrongman
An intelligent IoT platform enabling AI agent development, supporting various large language models, knowledge bases, voice applications, and device management for smart hardware like ESP-32.
An intelligent IoT platform enabling AI agent development, supporting various large language models, knowledge bases, voice applications, and device management for smart hardware like ESP-32.
Setup Requirements
- ⚠️Requires Docker for easy setup of MySQL, Redis, EMQX, and InfluxDB.
- ⚠️Requires Java 17 runtime environment.
- ⚠️Requires an EMQX cluster with exhook configured for MQTT message processing.
- ⚠️Numerous API keys are required for integrated AI services (e.g., DashScope, GLM, DeepSeek, SiliconFlow, weather services), which incur external costs.
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shadcn-svelte-mcp
by Michael-Obele
Provides real-time access to shadcn-svelte component documentation, Bits UI API details, and Lucide Svelte icon search via an MCP server for AI-powered code editors and CLIs.
Provides real-time access to shadcn-svelte component documentation, Bits UI API details, and Lucide Svelte icon search via an MCP server for AI-powered code editors and CLIs.
Setup Requirements
- ⚠️Requires Node.js >= 20.9.0.
- ⚠️Requires an AI-powered code editor or CLI client (e.g., Cursor, VS Code, Claude Code) for effective use.
- ⚠️Caching functionality relies on a writable '.cache' directory.
Verified SafeView Analysis
gofannon
by The-AI-Alliance
Rapidly prototype AI agents and web UIs, build conversational flows, preview interactions, and deploy agent-driven experiences.
Rapidly prototype AI agents and web UIs, build conversational flows, preview interactions, and deploy agent-driven experiences.
Setup Requirements
- ⚠️Requires OpenAI, Anthropic, or Gemini API keys (paid services).
- ⚠️Requires Docker and Docker Compose for local setup.
- ⚠️Requires Python 3.10 or higher.
- ⚠️Requires pnpm 8 or higher.
Review RequiredView Analysis
Archive-Agent
by shredEngineer
An intelligent file indexer with powerful AI search (RAG engine), automatic OCR, and a seamless MCP interface to unlock documents with natural language.
An intelligent file indexer with powerful AI search (RAG engine), automatic OCR, and a seamless MCP interface to unlock documents with natural language.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid) for OpenAI provider, or local Ollama/LM Studio setup for local models.
- ⚠️Docker is required for the Qdrant vector database (unless ARCHIVE_AGENT_QDRANT_IN_MEMORY is explicitly set to 1).
- ⚠️System-wide installation of `pandoc` is required.
- ⚠️Requires Python >= 3.10 and `uv` for environment management.
Verified SafeView Analysis
ld-spec-mcp
by robsyc
Serves W3C Semantic Web specifications section-by-section and resource-by-resource to AI agents for efficient, targeted information retrieval.
Serves W3C Semantic Web specifications section-by-section and resource-by-resource to AI agents for efficient, targeted information retrieval.
Setup Requirements
- ⚠️Requires Python 3.11 or newer
- ⚠️Requires cloning the GitHub repository locally for setup
- ⚠️Requires internet access to W3C specification websites for content fetching
Verified SafeView Analysis
unsplash-smart-mcp-server
by drumnation
Enables AI agents to search, download, and manage professional stock photos from Unsplash with automated attribution.
Enables AI agents to search, download, and manage professional stock photos from Unsplash with automated attribution.
Setup Requirements
- ⚠️Requires an Unsplash API access key (free tier available for testing, paid for higher limits).
- ⚠️Requires Node.js 18.x or higher.
- ⚠️Windows users may encounter 'Client closed' errors due to process management; specific `mcp.json` configurations are provided in documentation to mitigate this.
- ⚠️While the default `downloadMode` is 'urls_only', auto-downloading many large images or generating complex attribution files can lead to significant token usage due to verbose JSON/HTML/React outputs for LLMs.