Memory-Plus
a lightweight, local RAG memory store to record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers working…
Directory
a lightweight, local RAG memory store to record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers working…
Security and compliance layer for MCP agents. The analyze_prompt tool checks any input — user messages, RAG retrievals, tool outputs — for prompt injection (22…
Decodo MCP Server – connect AI tools like Claude, Cursor, and other LLM clients to Decodo's Web Scraping API to extract data from any site, with built-in proxy…
MCP Server to improve LLM context through vector search.
11111111111 is an open-source framework for building general AI agents, developed by contributors from MetaGPT. It allows users to run agent tasks via terminal…
Comprehensive MCP server exposing dozens of capabilities to AI agents: multi-provider LLM delegation, browser automation, document processing, vector ops, and…
Burp Suite Extension with MCP Server to enhance manual application security testing
MindBridge is an AI orchestration MCP server that lets any app talk to any LLM — OpenAI, Anthropic, DeepSeek, Ollama, and more — through a single unified API…
The Model Context Protocol Server for NebulaGraph is an MCP server that provides LLM tooling systems with seamless access to NebulaGraph 3.x. It enables graph…
Python client library for https://mcp.run - call portable & secure tools for your AI Agents and Apps
A model-agnostic Message Control Protocol (MCP) server that enables seamless integration with various Large Language Models (LLMs) like GPT, DeepSeek, Claude…
Transform code repositories into LLM-friendly formats.
Demo of implementation of MCP using Langchain MCP Adapters and Ollama
🧠 Local-first LLM state branching & debugging. Capture, visualize, branch, and regression-test LLM calls as a DAG. Free & local via Ollama, any…
Code Quality Scanner is a pay-per-use MCP server that detects vibe-code anti-patterns in AI agent code before production deployment. It uses AST-powered…
This server implements the Model Context Protocol for persisting LLM interaction styles as emoji-based context keys (“emojikeys”). It allows large language…
Static worst-case token-budget analysis of LLM-agent workflows
Tool-based LLM integration with Zenodo via the Model Context Protocol (MCP)
anyrun is a Docker sandbox execution engine for AI Agents. It provides secure, isolated code execution with full observability — automatically collecting…
A simple mcp server demonstrating resources, tools, and prompts
Playwright for the entire OS. Give AI agents the ability to see, find, and interact with UI elements in any desktop application — native apps, Electron apps…
Daily, Ed25519-signed security intelligence for AI-agent stacks: CVEs, supply-chain incidents and advisories (GHSA/CISA-KEV/OSV/NVD + national-CERT) assessed…
A Rust-based implementation of an MCP server and client, demonstrating integration of various tools for LLM assistance.
It is a Model Context Protocol server that interfaces with the AdsPower browser LocalAPI. It enables LLMs to start browsers, create browsers, and update…