Graph-based workflow enforcement and persistent memory for AI coding agents. Define structured workflows in YAML. Enforce them at tool boundaries via MCP. Build a persistent knowledge graph that grows with every query and knows when its sources have changed.

AI-native issue tracker with MCP server, TUI dashboard, and velocity metrics

MCPAgentBench

A modern, responsive web MCP client for interacting with the Algolia Model Context Protocol (MCP) server and LLMs (Claude, Gemini, GPT-4, etc.).

On-behalf-of (OBO) flow for MCP Server

AI-powered tool enabling automated database schema discovery, metadata extraction, and documentation via SchemaCrawler.

High-performance local RAG MCP Server written in Rust — indexes documents and code via Tree-sitter, serves relevant context to AI assistants via MCP

Accurate Claude Code token counter MCP — tracks every input, output & cache token with USD cost

MCP server for repository analysis, context extraction, and AI-powered development assistance

ts graph mcp

Instagram MCP Server - Provides AI assistants with tools for Instagram analytics, insights, and account management

A-MEM Agentic Memory System - MCP Server for IDE Integration (Cursor, VSCode) | Dual-Storage: ChromaDB + NetworkX DiGraph with explicit typed edges | Based on Zettelkasten

🎨 基于FastMCP的UML图表渲染服务，支持通过Model Context Protocol (MCP) 协议为AI助手提供PlantUML图表生成能力

chuk mcp pptx

[BETA — v2 rebuild] MCP server for data analytics — Shopify, Stripe, CSV, forecasting, ML. Works in Claude, Cursor, and any MCP client. Expect rough edges while the rewrite lands.

AI-driven web content extraction with Q&A and clean markdown; cross-IDE support.

Read-only MCP server delivering Monarch Money data for transactions, budgets, and cashflow insights with MFA and session persistence.

Python based MCP Server for querying and analyzing logs from Grafana Loki with advanced filtering and authentication support.

An MCP (Model Context Protocol) server for data transformation and BI charts will allow AI assistants to connect to your data sources, transform data, and generate high-quality visualizations through natural language requests.

DataAnalysis Agent using LangGraph & MCP server and client

Neo4j-backed MCP plugin enabling deep codebase analysis, quality metrics, and documentation insights.

MCP Server to interact with Morningstar Research, Editorial and Datapoints

Semantic chat analysis with vector search, knowledge graphs, and conversation analytics, plus flexible imports and Claude-compatible integration.

Builds a language-agnostic graph of codebases, extracting entities and relationships for deep code insight and cross-language analysis.