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QGISMCP is an integration project based on the Model Context Protocol (MCP), used to connect QGIS Desktop with Claude AI, enabling Claude to directly control and operate QGIS through natural language prompts. The project is built on BlenderMCP and uses sockets for two-way communication. Its main capabilities include: creating, loading, and saving QGIS projects; adding or removing vector/raster layers; executing processing algorithms from the Processing Toolbox; and running arbitrary Python code from Claude. The system consists of two parts: a QGIS plugin that establishes a socket server within QGIS, and a Python server that implements MCP and connects to the plugin. Before use, you need to install QGIS 3.X (only tested on 3.22), Python 3.10+, and the uv package manager, and follow the instructions to copy the plugin to the QGIS plugin directory, enable the plugin, and configure Claude Desktop's claude_desktop_config.json. After installation and startup, you can see the hammer icon and the tool list in Claude (such as ping, load_project, add_vector_layer, execute_processing, execute_code, etc.). Note: the ability to execute arbitrary Python code is very powerful and must be used with caution.
Pretrained large language model proposed by Alibaba Cloud.
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The easiest way to use Agentic RAG in any enterprise.
a framework that helps you evaluate your Retrieval Augmented Generation (RAG) pipelines.
RAGFlow
Meet Ray, your new personal trainer. You work with Ray like you'd work with a human trainer; tell Ray your goals, restri…
Experience Reflection 70B, the world's leading open-source AI model trained with Reflection-Tuning. Detect and correct reasoning mistakes in real-time.
Reflexio is a learning platform for AI agents, designed to let agents learn from user corrections, failed paths, and successful outcomes, so they improve their behavior over time and avoid repeating mistakes. It is not a traditional memory layer, but a behavior learning platform: agents publish actual interaction processes, Reflexio extracts reusable behavior rules, and these rules are read back on the next run, all without retraining the model. The platform supports wrapping existing LLM calls through a lightweight SDK, and can also be integrated via Python, REST, or CLI; the extracted signals include trigger conditions and feedback, and can be precisely injected into the relevant context to control token costs. Every learning can be viewed and reviewed, and can be approved, set to pending, or rejected, with rejected ones removed from retrieval. Official deployment options range from fully managed, bring-your-own model credentials, to BYOC/self-hosted, and learning data can be stored in the user's own database.
Create spaced-repetition flashcards in Rember to remember what you learn in your chats.
Requstory is an operating-model mapping product that helps operations teams sort out, review, and improve the way an organization works. Users can enter a company website address to generate an initial organizational map covering departments, processes, and customer journeys, and can browse and edit it for free; after logging in with a Google account, they can save or download the model. The product explicitly states that it does not use any AI calls; its extractor and interactive map are powered by JavaScript.
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A framework for serving and evaluating LLM routers - save LLM costs without compromising quality.
SeedRouter: one API for every model your product needs
Sentry integration for error tracking and performance monitoring.
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🎖️ 🐍 🏠 📟 🍎 🪟 🐧 - Control the Gearotons M17 open-source closed-loop NEMA-17 servomotor over RS-485: port discovery, motor auto-detection and the full firmware command set.
Manage AWS EC2, Hetzner, OVH and SSH servers: commands, logs, CloudWatch/CloudTrail queries, fleet health, IP banning and S3, with tiered safety guards.
Quote-to-cash for service businesses (machine shops, contractors, HVAC): jobs, quotes, customer memory, price signals, follow-ups and confirmed sends.
SGLang is a fast serving framework for large language models and vision language models.
Local guardrail proxy for MCP servers: blocks destructive tool calls, pins tool catalogs against rug pulls and scans for tool poisoning and prompt injection.
Security intelligence: HIBP password breach checks, email/domain/IP/URL reputation, prompt injection detection and skill supply chain scanning.
ShipAI is a full-stack SaaS starter kit positioned as "built for AI agents." It provides production-grade baselines out of the box for authentication, billing, database, background jobs, observability, SEO, and AI workflows, and comes with complete source code and a commercial license. It packages 21 pre-integrated tools and includes three product interfaces: a marketing site, the core application, and documentation. Its tech stack covers Bun, Next.js 16, TypeScript 5.5, PostgreSQL 17, Drizzle ORM, Redis 7.4, Vercel AI SDK v6, Groq and OpenAI, Qdrant, Neo4j 5.26, Docker, MinIO/S3, BullMQ, Tailwind v4, and Shadcn UI. It can run locally with Docker Compose or be deployed to any container environment, with no mandatory managed services. The official website also states that it includes built-in Telegram bot integration, 11 modular AI processors, a deep research workflow, an admin back office, 60+ UI components, and a programmatic SEO foundation, along with AGENTS.md and SKILL.md conventions for Claude Code, Codex, OpenCode, and GitHub Copilot to help autonomous coding agents understand and extend the project.
Publish a static site or edge function to the web in one call, then manage updates, custom domains, SSL, env vars, databases and email.
Shipmail business email: manage custom-domain mailboxes, read and send messages, draft replies, inspect threads and automate REST API and webhook workflows.
Infrastructure diagnostics: DNS checks, TLS certificate chain inspection, email security, global DNS propagation and DNS latency benchmarking.
Unofficial Shopify Storefront API access: discover storefronts and fetch products, collections and other store data.
Solana token safety oracle: byte-level SPL mint analysis, honeypot detection, freeze/mint authority checks, Birdeye market data and composite risk scoring.
🎖️ 📇 🏠 - Live and historical data for stocks, forex, crypto, commodities and DEXs, plus fundamentals, filings and market calendars.
Signal messenger via a local signal-cli: send and receive messages, manage groups and contacts, search history, and handle attachments and reactions.
Narrative and signal tracking for crypto, AI and macro: cross-source narrative convergence and capital-versus-narrative divergence.
The Generative AI Platform for Secure & Scalable Development
Unlock the Power of GPT-4 Powered API for Web Data Extraction In today's digital landscape, harnessing the capabilities of advanced technology is essential for effective data management. The GPT-4 powered API for web data extraction offers a seamless solution for businesses looking to gather and ana
Convert any URL into clean Markdown with structured metadata (title, byline, published date, language), paid per use via x402.