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Lets AI clients query SigNoz observability data such as metrics, traces, logs, alerts, and dashboards in natural language.
$claude mcp add signoz-mcp-server -- docker run -i --rm docker.io/signoz/signoz-mcp-server:v0.19.0
Enables AI clients to search, download, and manage YouTube media with automated metadata tagging and Plex playlist synchronization.
$claude mcp add rytdl -- npx -y @dinglebear/rytdl
Builds a semantic code graph of your codebase to provide AI agents with structured understanding of functions, classes, and call chains.
$claude mcp add codegraph -- npx -y @astudioplus/codegraph-mcp
Enables AI assistants to create, execute, and manage quantum circuits and jobs on IBM Quantum computing services.
$claude mcp add qiskit-ibm-runtime-mcp-server -- uvx qiskit-ibm-runtime-mcp-server
Allows an AI client to generate and edit images using OpenAI's gpt-image models with workspace sandboxing and structured error recovery.
$claude mcp add mcp-server-openai-image -- npx -y @mindstone/mcp-server-openai-image
Enables AI clients to search YouTube, download media, tag metadata, and sync audio to Plex playlists via yt-dlp and ffmpeg.
$claude mcp add ytdl-rmcp -- npx -y ytdl-rmcp
Lets an AI agent query self-hosted 3D scene analytics including heatmaps, meshes, performance, and session data using natural language.
$claude mcp add uptimizr -- npx -y @uptimizr/mcp
Generates mock API servers from OpenAPI specs and runs AI-driven load, error, and security tests with analytics.
Analyzes pull request blast radius and risk scores using git history to enable safe auto-approval of low-risk code changes.
$claude mcp add opendrs -- npx -y @error-path/opendrs
Enforces a safety envelope for ROS 2 robot manipulators by validating LLM-generated motions against joint limits, workspace zones, and human approval.
$claude mcp add armguard-mcp -- uvx armguard-mcp
Enables LLM agents to access databases, files, and graphs while providing a comprehensive data science toolkit for statistical analysis and modeling.
Provides persistent project memory, knowledge graph operations, and guided workflows for AI agents using SQLite and semantic search.
Provides unified context subsystems including memory, knowledge graphs, specifications, and code graphs for AI coding agents.
$claude mcp add cogmemory-mcp -- npx -y cogmemory-mcp
Helps AI agents resolve web access blocks by providing host agent policies, official API paths, and service status.
$claude mcp add --transport http agent-help-network https://agenthelpnetwork.com/mcp
Provides AI assistants with tools for repository analysis, Python code explanation, error debugging, dependency checking, and test execution.
AI writes the happy path. We finish the other 40% — detect and design the empty/loading/error/validation/toast + 5 more edge states AI generators skip. Engine + web app + MCP server.