Best Graph AI Skills & MCP Servers

Reliability for AI agents and agent swarms -- one command. A native Rust hook silently records what your agent does, surfaces past MISTAKES before each action (and blocks repeating a known destructive one so it self-corrects), breaks loops, and reuses wha

MCP server that exposes the local DKG daemon (projects, sub-graphs, activity, chat) to Cursor, Claude Code, and any other MCP-aware coding assistant.

Categorized, deterministically-ranked SKILL.md catalog AND MCP server for Claude Code (and any agent that speaks MCP). 1128 curated skills across 17 categories — frontend, backend, video editing, AI video generation, UI design, motion graphics, 3D, devops

ctxloom — The Universal Code Context Engine. A local-first MCP server providing intelligent code context via hybrid Vector + AST + Graph search with Skeletonization (92% token reduction).

AI agent orchestration framework for TypeScript/Node.js - 29 adapters (LangChain, AutoGen, CrewAI, OpenAI Assistants, LlamaIndex, Semantic Kernel, Haystack, DSPy, Agno, MCP, OpenClaw, A2A, Codex, MiniMax, NemoClaw, APS, Copilot, LangGraph, Anthropic Compu

MCP server for querying the WildFly management model graph

MCP TypeScript pour combiner et réconcilier 8 référentiels publics français (INSEE SIRENE & IRIS, FINESS DREES, RPPS Annuaire Santé ANS, Annuaire Santé Ameli, Centres de Santé CNAM, IGN, DINUM) — avec cross-source FINESS↔RPPS↔SIRENE↔CNAM, démographie infr

DARE Framework - CLI, GraphRAG engine, MCP server and shared types in a single package

Model-agnostic code memory MCP server. Budget-aware graph retrieval for AI agents — sub-millisecond queries, token budgeting, no embeddings, no API keys. Built on CodeGraphContext for 155-language tree-sitter indexing.

MCP server for the Polarity exocortex. Read and write your personal knowledge graph from any LLM client.

Complete codebase intelligence — loads treesitter, symbol, outline, callgraph, depgraph, refs.

MCP server for iOS leak hunting and performance investigation. 42 tools across .memgraph, .trace, and .mxdiagnostic files. v1.18 adds analyzeMetricKitPayload (42nd tool, post-mortem production-diagnostics from MetricKit JSON payloads — crash clusters, han

Dependency graph + 23 MCP tools for AI coding assistants. Impact analysis, health scoring, security scanner, agent coordination.

Local, repo-scoped context platform for coding assistants. Semantic search, graph relationships, and architectural rule context.

MeMesh — Local memory for Claude Code and MCP coding agents. One SQLite file, zero cloud required.

CLI for Paparats MCP - semantic code search with AST chunking, symbol graph, and vector search for AI coding assistants

MCP Server for Shopify API, enabling interaction with store data through GraphQL API

Portable project memory context CLI — bootstraps semantic enrichment workflows for any AI coding agent.

Model Context Protocol server for static analysis of Go codebases with shadow SQLite indexing, background sync, call graphs, import graphs, interface topology, struct lifecycle, endpoints, maintainability metrics, and repo-aware config.

Unified AI coding agent with MCP integration for Claude, VS Code, and Kiro IDE. Features persistent knowledge graph via OverdriveDB, token compression (60-80%), multi-model switching, and shared/independent project modes.

Local-first persistent codebase memory for MCP-enabled coding agents.

A local context graph for AI coding agents.

Structural intelligence layer for AI coding tools. Indexes your codebase into SQLite — routes, models, import graph, blast radius, domains — and exposes 16 MCP tools for Kiro, Cursor, and Claude.

MCP tools that search, write, and auto-link your Obsidian vault — and learn from your edits.