Results for “semantic”

Local, git-versioned memory for AI coding agents. No RAG, no Docker, no external service. Capture, compile, recall over

A self-contained MCP server in docker that combines the Crawl4AI, SearXNG, and Supabase to provide AI agents and coding

Matrix Hub is a lightweight, production‑grade catalog and installer service for AI agents, tools, and MCP servers. It in

AI memory brain for Claude Code, Cursor, Copilot & Windsurf — 120+ MCP tools. Persistent sessions, lessons learned, sema

A curated list of awesome MCP servers focused on DevOps tools and capabilities.

A list of GitHub Copilot assets, such as prompt files, chat modes, MCP servers and methods collected in one place.

@motherduckdb✓ Official

Engineering reliable analytics agents from scratch with DuckDB, MCP and a semantic layer

Semantic git queries via MCP. Beyond git log — answer who/what/when/why about any line, file, or branch.

AI powered automation toolkit which acts as an agent that discovers MCP servers for you. Point it at GitHub/npm/configur

Claude Code skills and hooks for staying organized with AI agents.

@zilliztech✓ Official

A Model Context Protocol (MCP) server seamlessly connecting AI Agents and AI coding tools with Zilliz Cloud https://zil

@microsoft✓ Official

A collection of skills and MCP systems to enable users of CLI, VSCode, Claude to operate over Microsoft Fabric

Persistent memory MCP server for Claude Code, Cursor, and GitHub Copilot. Long-term memory via Model Context Protocol wi

Open-source, self-hosted knowledge backend for AI agents — hybrid search (vector + keyword), MCP server, 5 connectors, D

@microsoft✓ Official

Skills, MCP servers, Custom Agents, Agents.md for SDKs to ground Coding Agents

Changelog generation, semantic version bumping, release readiness checks

Structured context management framework for LLM agents. Implements Git-like operations (COMMIT, BRANCH, MERGE) to manage

@modelcontextprotocol✓ Official

The official Swift SDK for Model Context Protocol servers and clients.

Open-source autonomous multi-agent AI platform. Dockerized agents driven by Claude or Codex, orchestrated with Temporal

Open-source cross-agent memory layer for coding agents via MCP. Compatible with Cursor, Claude Code, Codex, Windsurf, Ge

MCP server: search + execute over OpenAPI 3, Swagger 2, or Google Discovery, with optional internal GraphQL for lean API

@modelcontextprotocol✓ Official

Incubation space for the MCP Triggers & Events Working Group

Self-hosted MCP server connecting Claude to Odoo 15→19 — 197+ tools, multi-tenant, Bulgaria l10n

Scenic pedestrian routing MCP server — plan walks along parks, rivers, and landmarks via Claude/ChatGPT/etc. Powered by

@microsoft✓ Official

Agent Package Manager

@e2b-dev✓ Official

A list of MCP gateways

A Cloudflare-powered MCP (Model Context Protocol) Server that allows you to search and query your GitHub starred reposit

@harness✓ Official

This is the official repo for the Harness MCP server

Universal MCP gateway for AI agents — 618 tools, 191 providers. Bloomberg FIGI, SEC XBRL, npm, PyPI, climate, US Census,

gitctx is an MCP server that gives agents and IDE assistants targeted, up-to-date access to GitHub repositories. Open-so

Kindly Web Search MCP Server: Web search + robust content retrieval for AI coding tools (Claude Code, Codex, Cursor, Git

Markdown-first Notion API server for AI agents -- 10 composite tools replacing 28+ endpoint calls

IMAP/SMTP email server for AI agents -- 6 composite tools with multi-account and auto-discovery

Multi-agent orchestration for VS Code Copilot, Claude Code, OpenAI Codex and Cursor

Stop AI agents from crashing OpenClaw by validating config changes. Auto-backup, schema validation, and auto-rollback.

Composite MCP server for Godot Engine -- 17 mega-tools for AI-assisted game development

An open-source DevUtils MCP Server — a comprehensive developer utilities toolkit for the Docker MCP Catalog. It provides

Diagnose and Fix CUDA / GPU environments compatibility issues locally, in Docker, and CI/CD. CLI + MCP server available.

Opinionated, repo-local configuration for GitHub Copilot (Chat + Agent mode): instruction hierarchy, reusable prompt fil

MCP server for generating Mermaid diagrams from projects (local/GitHub) and rendering via Kroki.

A High-Availability, Transparent, and Smart Multi-Vendor Proxy for Claude Code. Support Claude Plans, GitHub Copilot, Go

Coding standards for AI coding assistants. Auto-detect tech stack, generate project rules. Works with Claude Code, Curso

A high-performance implementation of the Ralph autonomous loop. Orchestrates multi-agent execution across Claude Code an

AI Agent Camp — non-engineer-friendly AI agent training curriculum. Lessons, skills, commands, and hooks for Claude Code

Advanced Agentic Development Environment Supporting Devpods, Rackspace Spot Instances, Github Codespaces, Google Cloud S