upstash/context7

MCP server providing AI assistants with Maven Central dependency intelligence for all JVM build tools (Maven, Gradle, SBT, Mill). Features Context7 integration for documentation su

MCP server for redis-monitor

Real-time monitoring, slowlog analysis, and audit trails for Valkey and Redis

Self-improving tool discovery for AI agents. Agents find, install, and learn to use new MCP tools automatically.

Pinecone Assistant MCP server

🐍 ☁️ 🏠 - Comprehensive NCBI/PubMed literature search server with advanced analytics, caching, MeSH integration, related articles discovery, and batch processing for all life scie

AI-operable research workspace for Zotero, Obsidian, and NotebookLM. Use any two, or all three, through CLI, MCP, REST, and dashboard.

Local-first MCP server + CLI giving terminal AI agents an endless, low-token memory via Anchored Compacting

Persistent memory MCP server for Claude Code, Cursor, and GitHub Copilot. Long-term memory via Model Context Protocol with semantic search, Git sync, and team collaboration.

☕ 🐍 ☁️ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.

[](https://glama.ai/mcp/servers/AshutoshRaj97/agentready-mcp) 📇 ☁️ 🍎 🪟 🐧 - Make any website queryable by AI agents. Index a site then ask questions and get cited answers ground

Tessera — Memory layer for every AI. 58 MCP tools, 54 REST endpoints, local-first, AES-256 encrypted.

awesome-lists now available as CLI & MCP server for your agent.

The best-benchmarked open-source memory system for AI coding assistants

HyperStore-MCP

Self-hosted MCP server for your documentation

📇 🏠 - Static server that provides persistent tool-specific context and rules for AI models

Shared versioned state for multi-agent AI workflows. An MCP server.

fulcradynamics/fulcra-context-mcp — indexed from awesome-mcp-servers-punkpeye

MCP server that adds RAG-powered AI chat to any website. One command from Claude Code. Local vector store, multi-provider LLM (OpenAI/Anthropic/Gemini). Zero cloud dependency.

Precomputed reasoning cache for AI infrastructure decisions — 220K+ pages tracking the open-source AI ecosystem

🐍 ☁️ 🍎 🪟 🐧 - MCP server for RAGStack serverless knowledge bases. Search, chat with AI-generated answers, upload documents/media, scrape websites, and analyze metadata through a

Persistent semantic memory for AI agents — 100% local on Apple Silicon (MLX) or Linux/Ubuntu (CPU). Markdown source of truth, sqlite-vec + BM25 hybrid search, a codegraph-backed kn

A simple MCP server that stores and retrieves memories from multiple LLMs.

The Official Model Context Protocol (MCP) server for Kagi Search & other tools.

a mcp server for vikingdb store and search

MCP server with persistent memory + FTS5 search for Claude Code conversation history. Index your ~/.claude/projects/, expose 10 MCP tools, browse via web UI. MIT-licensed.

An economical and fuel(token) efficient AI tool, graph session memory for looong chat session

Your agents forget. Neotoma makes them remember.

A custom fork of @modelcontextprotocol/server-memory using Azure Functions MCP triggers and Table storage.

Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited.

A powerful RAG (Retrieval-Augmented Generation) system built with LangChain, designed as an MCP server for Cursor, VS Code, and other AI assistants

A Model Context Protocol (MCP) server that provides web search capabilities through DuckDuckGo, with additional features for content fetching and parsing.

🧠 Persistent memory for AI Agents. Free trial → https://portal.penfield.app/sign-up

Local-first MCP memory & context-handoff server — capture context in one AI tool, resume it in another. Graceful decay, no cloud.

📇 ☁️ - Manage your Redis Cloud resources effortlessly using natural language. Create databases, monitor subscriptions, and configure cloud deployments with simple commands.

🧠 LLM-Driven Intelligent Memory & Context Management System （AI记忆管理与智能上下文感知平台） AI记忆管理平台 | 智能上下文感知 | RAG检索增强生成 | 向量检索引擎

ContextLattice is the local-first control plane for long-horizon agent memory and coordination.

Your AI forgets everything between sessions. Rekindle fixes that.

MCP server for Sofya. Web search, fetch, extract, and deep research.

Live context engine for AI assistants — resolve-before-context, session waypoints, and tool-selection intelligence for Hermes Agent

Farnsworth SYNTEK — 7-layer recursive agent memory with context branching, holographic recall, and on-chain persistence.

Multi-modal RAG engine for AI assistants. Stores conversation history, conclusions, diffs, error traces, and other development artifacts in LanceDB with vector search, multi-factor

Persistent Project Context for Claude — IANA-registered .faf format · 32 tools + 1 prompt · MCP Registry #2759

Local, searchable project memory for AI coding agents. Markdown source of truth, MCP interface, safe structured updates — no cloud.

📇 ☁️ 🏠 🍎 🪟 🐧 - Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-

Self-learning memory for AI coding agents — MCP server