Knowledge & Memory MCP 服務
RAG, knowledge bases, documentation retrieval, memory, semantic search, and contextual recall.
Contextful
io.github.Inferensys
Efficient context management: code search, evidence packs, and memory for coding agents.
Mcp Server
io.github.IndirectTek
Elixium AI — XP-native agile platform. TDD-gated stories, team decisions, learning loop.
Memograph
io.github.Indhar01
Graph-based memory system for LLMs with knowledge graphs and semantic search.
Bollard MCP
io.github.ImDeepaksingh
An AI-powered, safe database access gateway built on the Model Context Protocol (MCP).
hypruse
io.github.IlyasKhallouki
Computer use for Hyprland: semantic desktop state over IPC, plus vision and native input
Marzban MCP
io.github.Ilmar7786
Manage Marzban panels through the Model Context Protocol.
Misakanet
io.github.Ikalus1988
Failure-memory layer for coding agents: search evidence-rated failure lessons by error text.
MCP Memory Gateway
io.github.IgorGanapolsky
Pre-action gates that block AI agents from repeating known mistakes.
Ignite UI MCP Server
io.github.IgniteUI
Unified MCP server for Ignite UI — documentation, API, and CLI scaffolding
OpenGrok MCP Server
io.github.IcyHot09
MCP server bridging OpenGrok search engine with AI for instant context across massive codebases.
OpenGrok MCP Server
io.github.IcyHot09
MCP server bridging OpenGrok search engine with AI for instant context across massive codebases.
Atlas Pipeline
io.github.IamNishant51
7-stage AI pipeline MCP server: Intent→Context→Git→Decompose→Variants→Critique→Optimize
IMAGIN.studio API Docs
io.github.IMAGINstudio
Semantic search over IMAGIN.studio API documentation — CDN, API, integration guides, and more.
Paparats – Local Semantic Code Search MCP
io.github.IBazylchuk
Local-first semantic code search across all your repos. Private context for AI coding assistants.
Onecite
io.github.HzaCode
Generate academic citations from DOI, arXiv, titles, or URLs in BibTeX, APA, MLA formats.
Collective Memory
io.github.Hustada
MCP server for persistent, semantic memory across AI sessions
Mcp Server Tauri
io.github.Hushlor
A Model Context Protocol server for use with Tauri v2 applications
Nodebench
io.github.HomenShum
260 MCP tools across 49 domains. AI Flywheel, quality gates, research, web scraping.
marocain.investments — {GIN} real-estate intelligence (Morocco)
io.github.Hei33enberg
{GIN} verdict, M-Value AVM, market facts + semantic search for Moroccan real estate. Moat-safe.
Crystallize MCP
io.github.HayoDev
Crystallize headless commerce tools for AI agents via Model Context Protocol
Ragstack
io.github.HatmanStack
Search, chat, upload, and scrape a serverless RAGStack knowledge base on AWS.
Velocirag
io.github.HaseebKhalid1507
Lightning-fast RAG for AI agents. 4-layer fusion, ONNX Runtime, sub-200ms search.
Product Cli
io.github.Hafeok
Knowledge graph CLI for managing features, ADRs, and test criteria as MCP-discoverable artifacts.
RAGScore
io.github.HZYAI
Generate QA datasets & evaluate RAG systems with failure diagnosis. Any LLM.