🔥 Devil Agent — Autonomous AI Engineering Platform · 40-word zero-knowledge auth · OpenAI-compatible agent · NEXUS engineering OS · MCP server · self-hostable · MIT

Open-source MCP platform connecting AI applications with engineering tools, documentation, and workflows.

Open-source Generative Engine Optimization (GEO) toolchain & multi-user platform: crawl & score your site across 11 AI engines (ChatGPT Search, Perplexity, Google AI Overviews, Doubao...), LLM content generation, 6-platform export, rank monitoring, MCP server & Agent SKILL. AGPL-3.0.

Design template engine + narrative engine + media pipeline. 17 AI image platforms, 4 narrative models, HTMX Web UI, MCP Server. Pure Go single binary, zero runtime deps.

InfraGenius is a comprehensive AI-powered platform designed specifically for DevOps, SRE, Cloud, and Platform Engineering professionals. It provides industry-level expertise through advanced AI models, optimized for infrastructure operations, reliability engineering, and cloud architecture.

The unified web layer for AI agents. Search (8 engines), stealth browse, auth, and act on 24 platforms. One npm install, self-hosted.

🧠 Kai is a context engineering platform. It's persistent memory for AI coding copilots. Teach it once, surface context automatically. MCP server for Claude Code.

Chinese e-commerce platform MCP servers — let AI agents read merchant business data (Ocean Engine, Douyin Shop, JD.com, Taobao, Pinduoduo)

Open-Source AI Platform for DevOps, SRE, Cloud, and Platform Engineering

AI-driven cross-platform UI automation engine with test script generation

SystemMind MCP is an open-source, cross-platform diagnostic and monitoring toolkit built in Python, designed to give developers, DevOps engineers, and system administrators deep insights into their operating system in real time.

AI visibility intelligence platform (like SEO, but for AI: analyze and optimize how LLMs and AI search engines perceive, cite, and recommend brands. Generative Engine Optimization (GEO).

High-speed, privacy-first, token-compressed live web and multi-platform intelligence engine for AI agents.

Independent Firefox/Chrome browser automation and API reverse-engineering platform exposed over MCP

Open source supply chain risk assessment for AppSec teams, engineering leads, and platform engineers who need more than a CVE scanner. This MCP server aggregates 7 live data sources — GitHub, NVD, CISA KEV, StackExchange, Hacker News, Federal Register, and Congress.

🛡️ APHANIS :: Zero-Trust AI Provenance Firewall, Automatic Humanizer Engine & Stego Defense Platform

Cross-platform launcher for Agent Guidance Rust MCP Server & GraphRAG Intelligence Engine

AI-powered engineering-ops platform: service monitoring, metrics, and incident management, exposed to Claude via MCP.

AI-powered Voice of Customer (VOC) engine built on MCP. Extract product insights & pain points from multi-platform comments.

A lightweight and blazingly fast, cross-platform, WebView rendering engine and desktop UI toolkit for Python. Batteries included.

AI Engineering Governance Platform — Session memory, feature registry, code intelligence, and rule enforcement for AI coding assistants.

Governed MCP + Skills agent platform over a legacy engineering-ops system: entitlements, audit, human-in-the-loop writes, eval-gated releases, OpenTelemetry tracing.

AI localization platform for product and engineering teams. Alternative to Lokalise, Phrase and Crowdin. CLI, SDK and MCP server for i1n.ai.

Secure, fully-featured MCP server for the Front Platform API — 26 tools, 200+ actions, OAuth support, configurable policy engine

PyWry is a cross-platform app factory, rendering engine and UI toolkit for Python that produces native desktop, web, and notebook experiences from a single API.

AI-driven cross-platform UI automation engine for Android, iOS, and Web. Your Agent inspects, decides, and acts — ScreenForge executes and generates pytest scripts with self-healing.

AI-powered sprint analytics platform that aggregates Jira, GitHub, and GitLab data to deliver real-time team performance insights, PR reviews, and sprint health dashboards — built for modern engineering teams.

OptiForge (光匠) — AI-native optical design & lens engineering platform over the Zemax/OpticStudio ZOS-API. MCP server: 5-stage design workflow, executable quality gates, aberration & tolerance analysis, CAD/ISO 10110 deliverables.

Ultra-fast cross-platform parallel code & symbol search engine in pure C (AVX2 & ARM NEON SIMD) with built-in MCP 2.0 server, code outlines, and ripgrep/fd compatibility for AI coding agents.

Tauri 2 desktop intelligence platform — Cesium.js 3D globe, 185 live panels, MCP server for Claude Code, and an explainable algorithm intelligence layer (truth scoring, evidence graph, compound risk, forecast calibration) plus shortage / weather / insights engines. 600+ deterministic tests.

Neural memory diagnostics engine based on the Markov Embedding Theorem (MET). Includes a Python library, a 17-tool Model Context Protocol (MCP) server for LLMs, and a cross-platform desktop GUI.

IGL, Identity Governed Logic: a governed identity graph, policy engine and signed audit chain for AI agents. Every answer cites its records; every action leaves a receipt. Runtime, platform API, MCP server and the id-me.ai site.

Built for the It's Today Media $5,000 Build Challenge. AI creative strategy engine for affiliate media buyers — mines winning competitor ads, deconstructs their creative DNA, audits your ad set for Entity ID collapse, and generates net-new angle briefs with platform-ready copy.

跨平台的实用抓包软件：HTTP/1.1+2、WebSocket、TCP/UDP（仅Windows平台）、Clash集成、Mock+字段+Python自动修改、线程+mitmproxy+asyncio三引擎 | Cross-platform practical packet capture software: HTTP/1.1+2, WebSocket, TCP/UDP (Windows only), Clash integration, Mock+field+Python automatic modification, Thread+mitmproxy+asyncio triple engines

Agent Hub is an AI orchestration platform that transforms how developers and DevOps engineers interact with their toolchain. Built on the cutting-edge Model Context Protocol (MCP), it provides intelligent automation through specialized AI agents, seamlessly integrating with GitHub, Azure, security tools, and data processing

Post-publish SEO performance MCP. Unifies **Google Search Console, Matomo, GA4, Microsoft Clarity, and AI-citation signals** per URL and emits a **verdict per post** (refresh / expand / merge / kill / double_down / hold) with deterministic reason codes and a 0-1 confidence score. Reporting only — never mutates posts. Works with any CMS via XML sitemap; optional Ghost Admin API integration for richer metadata. ## Tools - **posts.list** — discover posts via XML sitemap, JSON override, Ghost Admin API, or explicit URL list. - **posts.snapshot** — unified 30/60/90-day signal pull across every configured source for one URL. - **posts.decay_curve** — weekly GSC bucket + decay / plateau / growth classification. - **posts.verdict** — rule-based verdict engine: refresh, expand, merge, kill, double_down, hold. - **posts.refresh_brief** — markdown brief: verdict + reasons + numbers + suggested actions. - **posts.cite_loss** — list of LLMs that previously cited this URL but no longer do. - **cohort.report** — verdict engine across a cohort, ranked by verdict priority + confidence. - **gsc.quick_wins** — pages at positions 5-15 with low CTR, ranked by impressions. ## Prompts - **audit_cohort** — run cohort.report and generate refresh briefs for every actionable URL. - **find_quick_wins** — propose query-verbatim title and H1 rewrites for SERP underperformers. - **citation_loss_sweep** — find URLs that lost LLM citations and recover them. ## How it works Each source is best-effort: if its env vars are missing the field is omitted. Returns whatever is available. Optional DuckDB cache layer for historical comparisons. Platform-agnostic — works with WordPress, Hugo, Astro, Next.js, Webflow, Framer, Wix, Squarespace, Substack, Ghost, and any CMS that exposes a sitemap.

# Fashion E-Commerce Intelligence MCP Server Empower your AI agents, copilots, and assistants with vertical domain-specific fashion intelligence. Built by [alexgenovese.com](https://alexgenovese.com), this Model Context Protocol (MCP) server provides automated **SEO auditing, category trend research, DTC demand forecasting, CRM segment enrichment, and campaign creative generation**—designed natively for Cursor, Claude Desktop, Claude Code, and any MCP-compatible environment. --- ## ⚡ What It Does | Capability | Without this server | With Fashion MCP | |---|---|---| | **SEO Auditing** | Manual checklists, generic advice | Automated **0-100 score** across 5 dimensions with fashion-specific validation (fit, material, color, season, schema, OG, Twitter Cards). | | **Trend Research** | Generic search queries | Deep category-level trend intelligence (trending keywords, colors, silhouettes, price tiers, market fit, confidence). | | **Demand Forecasting** | Spreadsheets & gut feel | Explainable weighted-rule forecast model: `baseline × trend × media × retention × inventory × seasonality` with backtesting. | | **CRM Segment Enrichment** | Static email lists | Customer segments enriched with trending colors/silhouettes/keywords, audience clusters, and ready-to-send targeted messaging. | | **Campaign Creative** | Standard copywriters per channel | Platform-specific campaign themes, hooks, value propositions, and ready-to-use creative briefs grounded in real-time trend data. | --- ## 🔧 Exposed Tools - `product_seo_audit`: Audit any fashion product listing for SEO best practices, structured schema, meta tags, and fashion relevance (fit, size, material). - `fashion_trend_analysis`: Analyze fashion trend data mapped from search engine and social media queries. *(Receives search data input seamlessly, no API key required)*. - `fashion_category_demand_outlook`: Get a rapid, light demand pulse check for a specific product category in a target market and season. - `fashion_dtc_forecast_analysis`: Generate complete DTC demand forecasts with scenario planning (base/upside/downside) and stock-out/overstock risk analysis. - `fashion_customer_trend_enrichment`: Map trending keywords, colors, and silhouettes onto existing CRM customer segments for targeted email/SMS campaigns. - `fashion_campaign_theme_recommendation`: Recommend conversion-optimized ad campaign themes, hooks, and creative briefs for Meta, Google, TikTok, or Email. --- ## 🔐 Privacy & Technical Features - **No API Keys Required:** All analysis, SEO audits, demand forecasts, and CRM enrichment tools run locally with the data you supply. Upstream search data for `fashion_trend_analysis` uses your existing Tavily MCP server. - **Explainable Outputs:** Every tool returns explicit `assumptions[]`, `dataGaps[]`, and `confidence` scores, so your agent always understands the reasoning behind recommendations. - **Zero-Config Local Cache:** Uses a local SQLite persistence layer (`~/.fashion-mcp/store.db`) to cache snapshots, feature stores, and forecast actuals for backtesting. ## 💻 Local Installation To install this stdio-based server locally via Smithery: ```bash npx smithery install alexgenovese/ecommerce-fashion-market-analysis ```

MCP协议驱动的AI Agent工具调用基础设施 — 17个MCP Server / 73个工具 / 100%代码层路由

QualityPilot: 基于 MCP + RAG 的智能测试自动化平台 — 测试用例生成、API/UI 自动执行、失败分析、Bug 报告

mctl platform API server + MCP server

The Data Control Plane for AI Agents — acquire, validate, and land data over MCP with scoped keys, approval gates, and an audit log. Self-hosted, open source.

Data Workers MCP agents. Data Workers is the Autonomous Agentic Data Platform: reduce your data ops to zero, with agents that run the whole data platform. The platform lives at dataworkers.io.

Model Context Protocol server for Cyclops

Claude agent that finds, fixes and verifies faults in a simulated 100-vehicle fleet through a Go MCP server. Code-enforced write and stale-data checks, a ground-truth eval harness, and a rule-based baseline: Claude 6/6 vs rules 0/6 when the fix is only in the manual.

Advanced cross-platform prompt optimization with MCP integration and 120+ optimization rules

Autonomous AI Test Engineering Engine

Transform Kubernetes CRDs into type-safe KCL schemas and developer-friendly blueprints

Omnipost Studio - Multi-Platform Social Orchestrator, Viral Hooks, Smart Splitter & MCP Server (design influenced by Material 3)

一个窗口，十个测绘引擎。基于 Rust + GPUI 的跨平台网络空间测绘聚合搜索客户端，支持统一查询语法、资产导出与 MCP 服务。

MCP Server for providing read only access to your shell prompt

Unified OPA/Gatekeeper, Kyverno, and Azure Policy MCP server

Kubernetes, OpenShift, ROSA HCP, Helm and RHACS rulebook your AI calls as tools. No AI inside.

Starlight Intelligence System — substrate (SIP protocol, alliance forging method, attestation) + reference operational layer (6 semantic vaults, SQLite hybrid retrieval, temporal reasoning, MCP server, platform adapters, sanitization gateway, empirical sa

Multi-channel social media platform. Manage Facebook, Instagram, LinkedIn, TikTok, and X from one dashboard. AI content generation, approval workflows, 17 content skills, scales to 100 pages.

Free, open-source hacking platform for Realm of the Mad God (RotMG / Exalt). Autonexus, autododge, autoloot, pathfinding, hack builder. Every line on GitHub.

QuantDinger is an open-source AI trading platform for quantitative trading across crypto, stocks, and forex. Run strategy backtests, paper trading, and live execution with multi-agent research in a self-hosted stack that includes API access, MCP tools, and optional monitoring.

GatherThread 共序：本地 AI 编程 Agent 多人联机协作、实时共享上下文。Self-hostable collaboration for local AI coding agents, Codex Desktop connector & DeepSeek Harness plugin.

Desktop app that keeps a long project handoff-ready for any AI agent — tasks, decisions and a live handoff snapshot as diffable files. MCP hub. Tauri + Rust + React, local-first.

Code Intelligence Platform for AI Coding Assistants

Open Data Platform for analysts, quants and AI agents.