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LLM-supervised persistent memory for AI agents — graph-based recall, cross-session knowledge, single binary. Works with

AI-powered group finance assistant using MCP architecture, Gemini LLM and Streamlit.

A Multi Agent Memory MCP That Connect Agents Across Systems and Machines

@zilliztech✓ Official

Agent-native file search CLI for large local workspaces, ideal for managing memory, skill, codebase and knowledgebase.

An agent based LLM assistant that extends RAG with batch entity extraction and SQL querying to improve performance on mu

MeshCore Hub provides a complete solution for monitoring, collecting, and interacting with MeshCore mesh networks

MCP server for persistent context management in AI coding assistants

Give Claude Code photographic memory in ONE portable file. No database, no SQLite, no ChromaDB - just a single .mv2 file

omnisql-mcp

A toolkit that makes Claude Code better at engineering — session memory, dependency analysis, large file navigation, 18

AutoMem is a graph-vector memory service that gives AI assistants durable, relational memory:

A Data analysis agent powered by llm for querying database and visualizing results

Most AI agents forget you the moment the tab closes. Constellation Engine gives them a hippocampus — a living star map w

Bedrock Knowledge Base and Agents for Retrieval Augmented Generation (RAG)

[EMNLP'24] EHRAgent: Code Empowers Large Language Models for Complex Tabular Reasoning on Electronic Health Records

@zilliztech✓ Official

Open Source Deep Research Alternative to Reason and Search on Private Data. Written in Python.

AMG-RAG (Agentic Medical Graph-RAG) is a comprehensive framework that automates the construction and continuous updating

@zilliztech✓ Official

Agent skill that teaches LLMs to operate Milvus vector database using pymilvus — connection, collections, vector CRU

Hivemind turns your traces into reusable skills across agents

Cognitive memory for AI agents — learns from use, forgets what's irrelevant, strengthens what matters. Single binary, fu

MCP server for Obsidian vaults — plugin-free search, memory, and full vault access for any AI agent

Graph-based static analysis tool

Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.

Unit converter for AI agents, powered by the GNU units database — convert 3000+ units of measurement, evaluate compound

@ArcadeData

ArcadeDB Multi-Model Database, one DBMS that supports SQL, Cypher, Gremlin, HTTP/JSON, MongoDB and Redis. ArcadeDB is a

MCP Server for working with large Oracle databases

IBANforge — IBAN validation, BIC/SWIFT lookup, Swiss clearing, and EMI/vIBAN classification API with MCP for AI agents

This is a model context protocol (MCP) server that Fivetran users can clone, configure, and run on their own environment

MCP server providing AI assistants with safe, read-only access to SQL Server databases. AST-based query validation, rate

Data Wiki turns data into portable knowledge bundles following Open Knowledge Format (OKF) and serves them to AI agents

Sovereign single-binary knowledge mesh for coding agents (MCP): index, search and serve your notes + code as context. Fa

[knowledge-rag] - Drop docs, search instantly from Claude Code — 12 MCP tools, 20 format parsers, hybrid search + rerank

Local-first memory for AI agents. Stays on your machine, stays yours.

Local-first persistent memory for AI agents — store, recall, and consolidate knowledge across sessions using FAISS, SQLi

Portable semantic memory for AI agents: core engine, TypeScript SDK, framework adapters, MCP server, CLI, and host plugi

Persistent local memory layer for AI. ArcRift uses a Chrome extension and a native MCP server to sync context and decisi

@benborla

A Model Context Protocol server that provides read-only access to MySQL databases. This server enables LLMs to inspect d

The ultimate secure Model Context Protocol (MCP) server for Telegram. Features AES-256 in-memory session encryption, rea

Model Context Protocol server for AFFiNE. Connect AI assistants to AFFiNE workspaces, documents, databases, and collabor

A Model Context Protocol (MCP) server that gives AI assistants a persistent local memory using SQLite and semantic searc

Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions

DataNexa: Local desktop MCP server for secure, read-only access to SQLite, MySQL, and PostgreSQL databases from AI agent

MCP servers for SQL databases. One package per engine (SQLite, libSQL, MySQL, MariaDB, Postgres), two tools, read-only b

One local-first MCP server for agent working state — clipboard history & snippets, TTL cache, file-organizer overlay, an

Notion MCP server for Claude, Cursor, ChatGPT & Claude Desktop. Connect AI agents to Notion via Model Context Protocol —

AI coding assistant skill (Claude Code, Codex, OpenCode, Cursor, Gemini CLI, and more). Turn any folder of code, SQL sch