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Vetted Servers(8554)
dotprompts
by xu2xulim
A SvelteKit application for managing and serving AI prompts, integrated with authentication and a database.
A SvelteKit application for managing and serving AI prompts, integrated with authentication and a database.
Setup Requirements
- ⚠️Requires InstantDB account and API keys (`INSTANT_APP_ID`, `INSTANT_API_KEY`).
- ⚠️Requires OAuth credentials for GitHub and Google (`GITHUB_CLIENT_ID`, `GITHUB_CLIENT_SECRET`, `GOOGLE_CLIENT_ID`, `GOOGLE_CLIENT_SECRET`).
- ⚠️Requires a Turso database and credentials (`DATABASE_URL`, `DATABASE_TOKEN`).
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dart-query
by standardbeagle
Manages tasks and documents in Dart AI through an MCP server, focusing on context-efficient batch operations, SQL-like selectors, and CSV imports to prevent context rot in LLM interactions.
Manages tasks and documents in Dart AI through an MCP server, focusing on context-efficient batch operations, SQL-like selectors, and CSV imports to prevent context rot in LLM interactions.
Setup Requirements
- ⚠️Requires a Dart AI API Token (starts with 'dsa_')
- ⚠️Requires Node.js 18.0.0 or higher
- ⚠️Batch operations (`batch_update_tasks`, `batch_delete_tasks`, `import_tasks_csv`) default to `dry_run: true` or `validate_only: true` for safety, requiring explicit confirmation/flag changes for execution.
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awesome-research-mcp
by BlockRunAI
This repository serves as a curated list of Model Context Protocol (MCP) servers focused on research, academia, and knowledge discovery, rather than being an MCP server itself.
This repository serves as a curated list of Model Context Protocol (MCP) servers focused on research, academia, and knowledge discovery, rather than being an MCP server itself.
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MCP-Server-Proyecto-
by Desckars
Integrates Claude AI with an OLAP cube (Oracle Essbase O3) via a custom Model Context Protocol (MCP) for natural language MDX queries and data analysis.
Integrates Claude AI with an OLAP cube (Oracle Essbase O3) via a custom Model Context Protocol (MCP) for natural language MDX queries and data analysis.
Setup Requirements
- ⚠️Requires an Oracle Essbase O3 server to be running locally on `localhost:7777`.
- ⚠️Requires a pre-built `mcp_o3` JAR file (expected to be in `chatbot03/mcp_o3/target/` or a path specified in `config.properties`).
- ⚠️Requires an Anthropic API Key, which is a paid service.
- ⚠️API key decryption might fail if underlying system properties (username, OS, Java version) change, requiring the key to be re-entered.
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asc-mcp
by antisynthesis
Provides a Model Context Protocol (MCP) server that enables AI assistants to manage Apple App Store Connect resources and operations.
Provides a Model Context Protocol (MCP) server that enables AI assistants to manage Apple App Store Connect resources and operations.
Setup Requirements
- ⚠️Requires App Store Connect API credentials (Issuer ID, Key ID, and a .p8 private key file) which must be securely configured via environment variables or Kubernetes secrets.
- ⚠️Requires Go 1.23 or later for local development and building.
- ⚠️Kubernetes deployment requires manual population of sensitive data in `ops/k8s/secret.yaml` template before application.
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world-history-engine
by Watashicuvu
A narrative graph engine for generating, tracking, and visualizing fictional worlds, usable with LLMs as an MCP server or procedurally.
A narrative graph engine for generating, tracking, and visualizing fictional worlds, usable with LLMs as an MCP server or procedurally.
Setup Requirements
- ⚠️Requires Python 3.11+
- ⚠️Requires an OpenAI (or compatible) API key for LLM-assisted features (API_KEY env var).
- ⚠️LLM usage can incur significant token costs due to extensive context building for narration and agent interactions.
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mcp-server-hotel
by adasNetwoven
Exposes an API endpoint for an MCP (Multi-tool Coordination Protocol) server to retrieve hotel reviews.
Exposes an API endpoint for an MCP (Multi-tool Coordination Protocol) server to retrieve hotel reviews.
Setup Requirements
- ⚠️Requires the 'fastmcp' Python package to be installed.
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redbook-scraper-mcp-server
by Xiechengqi
A service for scraping content from Xiaohongshu (a Chinese social media platform), providing API and MCP (Micro-Agent Protocol) access for searching notes and retrieving detailed note content.
A service for scraping content from Xiaohongshu (a Chinese social media platform), providing API and MCP (Micro-Agent Protocol) access for searching notes and retrieving detailed note content.
Setup Requirements
- ⚠️Requires Docker to run the Chromium environment.
- ⚠️Requires manual login to a Xiaohongshu account via the browser interface after initial setup.
- ⚠️May require proxy configuration to access Xiaohongshu from certain geographic locations (commented out in `run.sh` by default).
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mcp-server-generator
by consigcody94
Automates the generation of Model Context Protocol (MCP) servers from OpenAPI/Swagger specifications, enabling rapid integration for LLM agents and API orchestration.
Automates the generation of Model Context Protocol (MCP) servers from OpenAPI/Swagger specifications, enabling rapid integration for LLM agents and API orchestration.
Setup Requirements
- ⚠️Requires network access to fetch the OpenAPI specification if a URL is provided.
- ⚠️The generated MCP server will require installing its own language-specific dependencies (e.g., npm for TypeScript, pip for Python) after generation.
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dataql
by adrianolaselva
Query and transform data across multiple formats using SQL, specifically designed for efficient integration with Large Language Models.
Query and transform data across multiple formats using SQL, specifically designed for efficient integration with Large Language Models.
Setup Requirements
- ⚠️Remote data sources (S3, GCS, Azure, PostgreSQL, MySQL, MongoDB) require specific environment variables (e.g., AWS_ACCESS_KEY_ID, GOOGLE_APPLICATION_CREDENTIALS, AZURE_STORAGE_KEY) or local CLI configuration for authentication.
- ⚠️Building from source requires Go 1.24+ and GCC (for CGO-enabled SQLite/DuckDB support).
- ⚠️LLM integration requires configuring the specific LLM client (e.g., Claude Code, OpenAI Codex) with the MCP server details or installing skills in the LLM's environment.
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mcp-hq
by odenizo
MCP server providing persistent code context, memory, and semantic search capabilities for AI development tools to enhance agent performance.
MCP server providing persistent code context, memory, and semantic search capabilities for AI development tools to enhance agent performance.
Setup Requirements
- ⚠️Requires `CONTEXTSTREAM_API_KEY` or `CONTEXTSTREAM_JWT` for authentication (obtained from contextstream.io).
- ⚠️Requires Node.js version 18+ and npm 10+ to run locally.
- ⚠️Automated setup script `install-all.sh` recommends `jq` for seamless JSON configuration.
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observability-mcp-server
by vgunti1982
Provides log search capabilities, including regex-based keyword search and natural language semantic search, for local log files.
Provides log search capabilities, including regex-based keyword search and natural language semantic search, for local log files.
Setup Requirements
- ⚠️Requires an internet connection for the initial download of the 'all-MiniLM-L6-v2' SentenceTransformer model for semantic search.
- ⚠️Log files must be present in the configured LOG_DIRECTORY for the server to perform useful operations.