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maintenanceEnables fetching Google's AI Overview answers and cited sources as structured JSON, with support for batch queries and country/language targeting.
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"An overview of REST (Representational State Transfer)" matching MCP servers:
- AlicenseAqualityCmaintenanceProvides MCP tools to search, retrieve, and answer questions from the public Open Finance Brasil Confluence documentation using BM25-based local indexing.4MIT
- FlicenseNot gradedqualityDmaintenanceEnables semantic search over local knowledge bases like Obsidian notes, SQLite, and plaintext files, exposing results to Claude via MCP server.
- FlicenseNot gradedqualityBmaintenanceProvides search and retrieval over a local database of Pathfinder 2e rules. Enables Claude Code to answer rules questions with cited, accurate answers from fetched entries.
- AlicenseBqualityDmaintenanceShrimp Task Manager is a task tool built for AI Agents, emphasizing chain-of-thought, reflection, and style consistency. It converts natural language into structured dev tasks with dependency tracking and iterative refinement, enabling agent-like developer behavior in reasoning AI systems.155221MIT
- FlicenseDqualityDmaintenanceAn MCP server that uses Groq's API to expose raw chain-of-thought tokens from Qwen's qwq model, enabling LLMs to think step-by-step before responding.112
- AlicenseNot gradedqualityAmaintenanceEnables AI agents to search and retrieve historical Spanish Call of Duty gaming community posts, with free search previews and pay-per-page citation-ready access via x402.MIT
- AlicenseNot gradedqualityDmaintenanceA scientific reasoning framework that leverages graph structures and the Model Context Protocol (MCP) to process complex scientific queries through an Advanced Scientific Reasoning Graph-of-Thoughts (ASR-GoT) approach.31MIT
- AlicenseNot gradedqualityCmaintenanceTransforms prompts into Chain of Draft (CoD) or Chain of Thought (CoT) format to enhance LLM reasoning quality while reducing token usage by up to 92.4%, supporting multiple LLM providers including Claude, GPT, Ollama, and local models.2519MIT
- AlicenseNot gradedqualityBmaintenanceProvides LLM-free search tools across Confluence, JIRA, code, and project knowledge for any MCP client.1MIT
- FlicenseNot gradedqualityDmaintenanceEnables integration with financial transaction data through REST APIs, PostgreSQL databases, and document storage systems. Demonstrates agentic AI capabilities by connecting to Alpha Vantage API and managing financial data through natural language interactions.
- FlicenseAqualityNot gradedmaintenanceOvercomes Claude Code's 200k token context limit by implementing persistent long-term memory using Redis and AI-powered state summarization. Enables seamless checkpoint and resume of project context across sessions.4
- AlicenseBqualityCmaintenanceEnables token-efficient semantic search and analysis over any directory of files through hybrid search, directory overview, structural analysis, and dependency graphs.14MIT
- FlicenseBqualityDmaintenanceConverts Claude Desktop into a sports content production studio, enabling search of football transfer tweets and generation of complete videos with virtual presenters.11
TorchV AIS MCP Serverofficial
AlicenseDqualityDmaintenanceEnables read, write, edit, and file transfer operations on TorchV AIS enterprise knowledge bases. Supports document management, repository browsing, and administrative tasks with configurable readonly, write, or admin permission levels.8183Apache 2.0- FlicenseDqualityDmaintenanceA Model Context Protocol server that enables interaction with Chop's Setup system, providing an interface to retrieve setup information via a REST API.1
Atlas MCPofficial
AlicenseNot gradedqualityAmaintenanceEnables natural language querying of SQL databases and REST APIs through the MCP protocol, grounded in a semantic layer.1,2581AGPL 3.0- AlicenseNot gradedqualityCmaintenanceAn MCP server that ingests Spring Boot REST microservices from GitHub, builds a request-flow ontology, and enables natural-language queries about code with flow-aware answers and citations.MIT
- AlicenseNot gradedqualityCmaintenanceAn MCP server that enables AI assistants to query and explore Cisco ACI fabrics using natural language by translating questions into APIC REST API calls.3MIT
- AlicenseNot gradedqualityDmaintenanceAn MCP server that manages chunking and reading of large responses, allowing tools to handle oversized data that would otherwise fail.4GPL 3.0