Directory

Search MCP Servers

Explore 23,068 servers by name, category, or capability

Showing 625–648 of 20,874 for MCP Agent Graph (MAG)

ForkMind

🧠 Local-first LLM state branching & debugging. Capture, visualize, branch, and regression-test LLM calls as a DAG. Free & local via Ollama, any…

Mengram

Human-like memory layer for AI agents with semantic, episodic, and procedural memory types, cognitive profiling, knowledge graph, and 12 MCP tools.

Beever Atlas

Open-source LLM knowledge base that turns team chat (Slack, Discord, Teams, Mattermost) into a typed knowledge graph and auto-generated wiki, exposed via a…

Obsidian Hybrid Search

Local-first MCP server for searching private Obsidian vaults with hybrid full-text, fuzzy, semantic, and wikilink graph retrieval.

Contextful

Highly efficient context management for agentic AI: MCP code search, evidence packs, graph context, and memory for large projects.

IWE

Knowledge graph MCP server for searching, reading, and refactoring hierarchical markdown documents

Booboo

Query your AI system's wiring, knowledge, memory, agents and crons as one rooted graph over MCP — with a 3D viewer that renders up to a million nodes.

Booboo

Query your AI system's wiring, knowledge, memory, agents and crons as one rooted graph over MCP, with a live 3D viewer.

Kumbukum

Open-source shared AI memory and team knowledge layer with 44 MCP tools for notes, memories, URLs, emails, projects, graph search, semantic search, and Git…

Maguyva

Code intelligence for coding agents: semantic, AST, graph, and full-text search, symbol lookup, dependency analysis, and one-call task context across 279+…

Provenio

Art provenance intelligence: 282,731-node knowledge graph over Getty Provenance Index, Knoedler stock books, and wartime-restitution records — every answer…

NexNex

Organizational context & memory for AI agents. Connect 100+ tools into one knowledge graph via 47 MCP tools.

The Daily Lesson

Deterministic education API � 162K words, 47 languages, structured 5-phase lessons (Hook, Story, Wonder, Action, Wisdom), quizzes, and a knowledge graph. 19…

Kg

Lightweight knowledge graph Browse Kg MCP Server for Claude, Cursor, VS Code, and other AI agents.

Obsidian-in-a-Vat

AI-native knowledge vault MCP server: capture thoughts, auto-promote to structured notes, and build a knowledge graph with Louvain clustering, all from Claude…

Pretensor

Connect your data architecture, create a knowledge graph and serve MCP tools for AI to retrieve precomputed models, connections and context.

gamedai

MCP server for live NFL and fantasy football data, powered by gamedai Scout: player grades, start/sit calls, and a grounded football knowledge graph.