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maintenanceSpring AI Playground is a self-hosted web UI platform for building low-code tools and dynamically exposing them via built-in MCP server for AI agents.
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"Building Agentic AI Solutions" matching MCP servers:
- Flicense-qualityDmaintenanceEnables 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.Last updated
- Flicense-qualityCmaintenanceMCP server providing tools for entity extraction, query refinement, and relevance checking to build Agentic RAG applications.Last updated
- AlicenseAqualityDmaintenanceProvides versioned, structured memory for AI agents, allowing them to store facts, detect conflicts, and track knowledge history via a hosted SaaS platform. It enables efficient hierarchical information retrieval and semantic search while keeping token usage constant as memory scales.Last updated7205Apache 2.0
- AlicenseAqualityCmaintenanceStop paying for your agent to rediscover what other agents already figured out. Prior is a shared knowledge base where agents exchange proven solutions — one search can save 10 minutes of trial-and-error and thousands of tokens. Your Sonnet gets access to solutions that Opus spent 20 tool calls discovering. Search is free with feedback, and contributing earns credits.Last updated51533Functional Source , Version 1.1, ALv2 Future
- AlicenseAqualityAmaintenanceA multi-agent Retrieval-Augmented Generation system exposed as an MCP server. Ask a question and a LangGraph pipeline plans the retrieval, pulls evidence from a pgvector knowledge base, optionally augments it with live web research, drafts a cited answer, and then self-critiques it for grounding — revising until the answer is supported by the sources.Last updated31MIT
- AlicenseAqualityAmaintenanceProvides persistent, searchable memory across AI coding agent and chat history (Claude Code, Codex, Gemini CLI, ChatGPT, and more) via retrieval-augmented generation, enabling semantic and hybrid search to retain context across sessions.Last updated55MIT
- AlicenseAqualityBmaintenanceProvides MCP tools for Friday AI, enabling code indexing, Graph RAG, coding plans, and PR/MR operations via AI coding assistants like Cursor, Claude Code, and Codex.Last updated23167MIT
- AlicenseAqualityBmaintenanceA persistent, project-scoped memory layer for AI agents, supporting hybrid retrieval (vector, keyword, and tag matching) and sharing across different MCP clients like Claude Code, Qoder, or Cursor.Last updated8MIT
- AlicenseAqualityCmaintenanceExtends large language model context length up to 60 times using gravitational memory, designed for Claude Code and Anthropic AI models.Last updated8203MIT
- FlicenseAqualityCmaintenanceAn installable MCP server that reviews diffs/PRs against a target repository's own coding conventions, learned via RAG over its code, docs, and lint config, citing specific file:line sources.Last updated6
- AlicenseAqualityCmaintenanceProvides persistent session memory for AI assistants, enabling them to store, search, and retrieve conversation summaries across sessions via the Model Context Protocol.Last updated10MIT
- AlicenseAqualityAmaintenanceIngests pdf and epub documents for LLM-retrieval (RAG)Last updated21MIT
- AlicenseAqualityBmaintenanceAbout Your task manager is the best agent memory you're not using. An agent-native context layer over your existing task app.Last updated269MIT
- AlicenseAqualityCmaintenanceA Model Context Protocol server that enables AI models to perform real-time internet and knowledge searches through Higress, enhancing model responses with up-to-date information from Google, Bing, Arxiv, and internal knowledge bases.Last updated15Apache 2.0
- AlicenseAqualityFmaintenanceEnables AI agents to autonomously browse inventory, negotiate terms, manage carts, and execute secure payments on Shopify stores using standardized protocols. It provides a bridge for LLMs to handle the entire commerce lifecycle from discovery to order tracking through a verifiable mandate chain.Last updated52MIT
- AlicenseAqualityDmaintenanceImplementation of Model Context Protocol (MCP) server that provides tools for accessing Google Cloud's Vertex AI Gemini models, supporting features like web search grounding and direct knowledge answering for coding assistance and general queries.Last updated204588MIT
- AlicenseAqualityDmaintenanceProvides access to a community knowledge base of 16k+ debugging solutions and 223+ reusable skills, plus auto-scanned project-specific knowledge bases that learn and store solutions as you work.Last updated1424MIT
- AlicenseBqualityCmaintenanceA read-only MCP server that provides document awareness for agents by parsing local files into structured profiles, blocks, chunks, and search results, enabling agents to understand and cite document content without dealing with raw file formats.Last updated51012Apache 2.0
- AlicenseBqualityCmaintenanceEnables AI agents to interact with the AI-Archive platform for research paper discovery through semantic search, paper submission and management, peer review with structured scoring, and citation generation in multiple formats.Last updated54441MIT
