Neo4j
Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory
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Piia Engram
Persistent AI memory across tools — remember your preferences, code standards, and decisions across Claude Code, Cursor, Codex, and any MCP tool. Local-first…
Robrain
Shared memory across your team and your AI agents — with judgment.
ContextStream
Persistent memory and cross-session learning for AI coding assistants. Cloud-based context management via MCP.
ThumbGate (npm: mcp-memory-gateway)
Agent governance for ThumbGate: 👍/👎 become Pre-Action Checks that flag repeat mistakes and hard-block the risky ones before code or systems change.
dbt-docs
MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt…
Azure Resource Graph
Enables querying and retrieving detailed information about Azure resources across subscriptions through Azure Resource Graph API for cloud infrastructure…
QDrant RagDocs
Integrates Retrieval-Augmented Generation using Qdrant vector database and embeddings to enable semantic search and management of documentation.
Wandering RAG
A CLI tool for personal RAG that retrieves data from Notion, Obsidian, Apple Notes, etc., stored in Qdrant and exposed as an MCP server.
Ragalgo
Dynamic RAG Engine for AI Reliability. We provide mathematically scored context & sanitized data to prevent hallucinations in both static & volatile domains…
Tribal (Error Knowledge Base)
Stores and retrieves programming error knowledge through vector similarity search, enabling development teams to build a shared database of errors and…
Brain Protocol
Verifiable Memory-as-a-Service for AI agents. Persistent, searchable, graph-connected knowledge with optional Starknet
Ollama Cloud Web Search Nodejs
A Node.js MCP server exposing Ollama's web search and web fetch APIs as MCP tools. TypeScript, stdio transport, npm-publishable.
Stash Cloud
One memory URL. Every AI tool. Your rules, lessons, and context — recalled automatically, every conversation.
Choose (Google BigQuery)
Integrates with Google BigQuery and BigQuery Storage to enable efficient execution of SQL queries, schema retrieval, and large-scale data analytics on cloud…
Graphify Ts
Local MCP server and context compiler that turns TypeScript/Node workspaces into compact, verifiable context packs for AI coding agents.
Stateless Agent Memory Engine (SAME)
Memory with integrity for AI coding agents. SAME tracks provenance, flags stale knowledge, and surfaces contradictions; so your AI trusts what's current, not…
Casemgr Mcp
Shared workspace your AI agents write to. CMMN case management with 184+ MCP tools: cases, tasks, event-driven workflows with sentries, persistent memory with…
Aleph-10: Vector Memory MCP Server
Vector Memory MCP Server - An MCP server with vector-based memory storage capabilities
Dejaview Mcp
DejaView is a persistent knowledge graph memory layer for AI agents. It gives every MCP-compatible AI host shared, queryable memory of people, projects…
Osmp (octid Semantic Mesh Protocol)
Agentic AI instruction encoding. 86.8% smaller than JSON. Inference-free decode by table lookup. 342 opcodes, 26 namespaces, three conformant SDKs. Confirmed…
Obsidian MCP Server
Obsidian MCP Server is a lightweight Model Context Protocol (MCP) server that enables AI assistants such as Cursor and Claude to read from and write to your…
IDE Memory MCP
IDE Memory MCP gives AI coding agents a persistent memory layer that works across any IDE supporting the Model Context Protocol. Write project context once —…
Qdrant DevContainer for File Embeddings
# Qdrant DevContainer for File Embeddings This project provides a development container setup for running Qdrant with file embeddings. It includes everything…