19,306 MCP servers crawled across 12 categories. 164 deterministic detection rules. Evidence chains, not vibes.
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AI-powered project analysis with risk identification, forecasting, and mitigation generation
MCP server con inteligencia de proyecto para Next.js + Prisma. Setup interactivo con OpenSpec, Engram, Skills comunitarios y Guardian Angel.
MCP Parasite
Generate and manage AI-powered project timelines and Gantt charts from plain-text descriptions.
Collect and structure project portfolio information through a guided conversation flow. Integrate with GitHub repositories and manage data via RESTful API endpoints. Deploy easily with Docker and Smithery for scalable usage.
Tessera — Memory layer for every AI. 58 MCP tools, 54 REST endpoints, local-first, AES-256 encrypted.
Analyze .NET solutions: Generate Mermaid graphs, ERDs, class diagrams, and project metrics.
Agent-first code intelligence using AST parsing across seven languages with 20 analysis tools, running offline.
SWI-Prolog as a logic calculator for LLMs
MCP Server for Prometheus Avatar — Give any AI agent an embodied avatar + AAA image generation (gpt-image-1) via Model Context Protocol. 9 tools.
Knowledge Network for AI Agents and creators: Search, rate, and review programming guides via MCP
An API-complete MCP server to manage Prometheus-compatible backends.
Promota.ai Google Calendar MCP server
Context-aware prompt enhancement MCP server
## About PromptForge PromptForge is an advanced AI prompt optimization MCP server that transforms your prompts into high-performance queries. Built by AI marketing strategist Steve Kaplan, this tool leverages proven optimization patterns to enhance prompt effectiveness across various AI models. ### 🚀 Key Features - **Intelligent Prompt Enhancement**: Automatically applies optimization patterns to improve clarity, context, and response quality - **Domain-Specific Tuning**: Tailors prompts for specific use cases (marketing, technical, creative writing, etc.) - **Analytics & Tracking**: Monitor prompt performance and optimization metrics over time - **Pattern Management**: Create, update, and manage custom optimization patterns for your specific needs - **Zero Configuration**: Works out of the box with sensible defaults, fully customizable when needed ### 💡 Why PromptForge? Getting the right response from AI models often requires carefully crafted prompts. PromptForge eliminates the guesswork by automatically enhancing your prompts with: - Clarity improvements - Context injection - Structure optimization - Domain-specific terminology - Response format specifications ### 🎯 Perfect For - **Content Creators**: Generate better blog posts, articles, and marketing copy - **Developers**: Get more accurate code generation and technical explanations - **Marketers**: Create compelling ad copy and campaign strategies - **Researchers**: Formulate precise queries for comprehensive results - **AI Enthusiasts**: Maximize the potential of any AI interaction ### 🛠️ Built by Practitioners Created by Steve Kaplan, founder of StudentAIDetector and developer of multiple AI marketing tools, PromptForge represents real-world experience in AI-driven content optimization. As a fractional CMO and AI implementation specialist, Steve built this tool to solve actual prompt engineering challenges faced by businesses leveraging AI for growth. ### 📈 Get Started in Seconds Simply install via Smithery and start optimizing your prompts immediately. No complex setup, no API keys required for basic usage - just instant prompt enhancement.
Scan prompts for injection attacks, redact PII, and audit LLM SDK usage from any MCP client
Prompt refinement with adaptive questioning and multi-provider LLM support
Model intelligence for AI agents — syntax, params, pricing for 67+ generative AI models.
Community-driven library of tested prompts and MCP tool configurations — npm for AI agent configs
Static linter for AI prompts: contradictions, redundancy, ambiguity, and fluff.
MCP server for Amazon Q Developer CLI that manages prompt files
An AI prompt optimizer for writing better prompts and getting better AI results.