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licenseA
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maintenanceA local stdio MCP server that exposes compact semantic observations from UI elements annotated with data-agent-* hints, designed to work alongside the official Playwright MCP for browser automation.
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"Semantic UI" matching MCP servers:
- AlicenseBqualityDmaintenanceProvides professional UI/UX design expertise and frontend development tools for analyzing interfaces, generating design systems, and creating modern components with accessibility and best practices built-in. Supports React, Vue, Angular and other frameworks with seamless Claude Code CLI integration.Last updated421MIT
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- Alicense-qualityAmaintenanceEnables AI agents to autonomously debug UIs by delegating high-level stories to a small agent that drives browsers or desktop apps and reports structured pass/fail findings with evidence.Last updated242MIT
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- AlicenseAqualityAmaintenanceCybersecurity AI - MCP server providing AI-powered tools and automation by MEOK AI LabsLast updated51MIT
- AlicenseAqualityAmaintenanceMulti-agent swarm orchestrator for AI workflows. Exposes blackboard read/write, agent dispatch, permission gating (AuthGuardian), token budget enforcement (FederatedBudget), and audit log tools over MCP. Supports 14 AI framework adapters including LangChain, AutoGen, CrewAI, Codex, and A2A — mix any frameworks in one swarm with race-condition-safe shared state.(Traffic light for agents)Last updated2493867MIT
- AlicenseAqualityAmaintenanceEnables real-time user intervention for MCP agents through a web UI, allowing users to review context and provide feedback when AI agents drift from intent, keeping them on track.Last updated116MIT
- AlicenseAqualityBmaintenanceA persistent, project-scoped memory layer for AI agents, supporting hybrid retrieval (vector, keyword, and tag matching) and sharing across different MCP clients like Claude Code, Qoder, or Cursor.Last updated8MIT
- AlicenseAqualityCmaintenancePlaywright for the entire OS. Give AI agents eyes and hands on any desktop app — find, click, type, and read UI elements across Linux, macOS, and Windows.Last updated2741MIT
- AlicenseAqualityDmaintenanceZeroTrusted-ai PII Detection AgentLast updated1Apache 2.0
- AlicenseAqualityCmaintenanceEnables prompt optimization loops and regression test suites for Claude Code, with a companion web UI for real-time visualization of scores and prompt revisions.Last updated19MIT
- AlicenseAqualityAmaintenanceSemantix-Verify is an MCP server for semantic validation of AI/LLM outputs. It exposes a single tool, verify_text_intent(text, intent_description, threshold), which uses a local quantized NLI cross-encoder (INT8 ONNX) to return a 0.0–1.0 probability that the text satisfies the given intent — and, when it doesn't, a structured correction prompt for agent retry loops. Useful for building comLast updated14MIT
- AlicenseAqualityCmaintenanceEnables running multiple AI CLI tools (Claude, Codex, Gemini, Forge, OpenCode) as background processes with automatic permission handling, allowing LLMs to execute async multitasking and combine different AI models.Last updated916920MIT
- AlicenseAqualityAmaintenancesemantic browser observation for AI agents via MCP, 100% local, zero telemetryLast updated12207MIT
- AlicenseAqualityCmaintenancePersistent semantic memory for AI agents. SQLite-backed, local-first, zero config. Semantic search via Ollama embeddings with keyword fallback. Tools: remember, recall, history, forget, stats.Last updated176281MIT
dltHub-AI-workbenchofficial
FlicenseAqualityBmaintenanceIt gives Claude Code, Cursor, and Codex structured workflows and an MCP server for building data pipelines with dlt - covering REST API ingestion, transformations, data quality, and exploration.Last updated1752- AlicenseAqualityBmaintenanceConnects MCP clients directly to a live Godot editor, enabling AI assistants to build scenes, edit nodes, and control the editor through over 120 operations.Last updated431,046MIT
- AlicenseAquality-maintenanceAn MCP server for managing work logs, research results, and task checkpoints to enable seamless collaboration and state recovery between AI agents. It provides a persistent memory layer for tracking project history and resuming workflows across different sessions or tools.Last updated73
- AlicenseAqualityDmaintenanceEnables AI models to dynamically create and execute their own custom tools through a meta-function architecture, supporting JavaScript, Python, and Shell runtimes with sandboxed security and human approval flows.Last updated510MIT
