A
licenseA
qualityC
maintenanceMCP server that provides tools for evaluating LLM agent reliability, including adversarial task generation, automated LLM-as-judge assessment, and confidence statistics.
3
1
MIT
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"Testing Web App Code Changes in Browser Using LLM for Console Logs" matching MCP servers:
- AlicenseAqualityCmaintenanceIntegrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.3Apache 2.0
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- AlicenseAqualityAmaintenanceBlind multi-model councils with anonymous LLM seats and direct 1:1 chat as a local MCP server. Enables asking one question to get independent answers from multiple model CLIs, then blind scoring and reveal.17AGPL 3.0
- AlicenseAqualityAmaintenanceCentralized encrypted gateway that routes requests to 11+ LLM providers (API keys and CLI subscriptions) through a single OpenAI-compatible endpoint, with MCP tools for vault operations, code search, and shared state.30181MIT
- AlicenseBqualityCmaintenanceMCP server that provides a live coordination layer for AI agents, including attributable handoffs, a shared event ledger, atomic work-claiming, and advisory file leases to prevent collisions.277AGPL 3.0
- MIT
- AlicenseDqualityBmaintenanceEnables Claude Code as a team leader to delegate tasks to GPT and Gemini experts, supporting multi-LLM collaboration with tools for consultation, code review, design, and background execution.767MIT
- AlicenseNot gradedqualityAmaintenanceUltra-lightweight headless browser for AI agents. Provides MCP tools for navigating URLs, extracting structured content, and building autonomous agent workflows.2Apache 2.0
- AlicenseNot gradedqualityAmaintenanceAn MCP server that translates human GUI actions into machine-executable commands, enabling AI agents to control real software applications like Zoom, Excel, and WeChat via natural language or API calls.1MIT
- AlicenseNot gradedqualityBmaintenanceEnables governed browser automation for AI agents with human-in-the-loop approval, audit logging, and read-only replay, supporting both ASK and AUTO autonomy modes.MIT
- AlicenseNot gradedqualityBmaintenanceProvides MCP supervision and knowledge tools for controlling an LLM-driven Meridian 59 character, enabling durable goal management, persona configuration, and audited gameplay.MIT
- FlicenseNot gradedqualityBmaintenanceMCP server for the Neuralpunk.app Phase 1 slice, enabling AI agents to read approved capabilities, join resident debates, and propose Signals while preserving canon integrity.
- FlicenseNot gradedqualityDmaintenanceEnables LLMs to autonomously create characters, join matchmaking, and battle other LLMs in a turn-based game using 7 tools for status, abilities, and actions.
- AlicenseAqualityCmaintenanceEnables multi-agent council workflows for coding assistants, providing parallel independent reviews, plans, brainstorms, validation, and research with strict read-only boundaries.6MIT
Cerebras Code MCP Serverofficial
AlicenseAqualityDmaintenanceThis MCP server is designed for planning with Claude Code, Cline, or Cursor and making changes with Cerebras to maximize speed and intelligence while avoiding API limits. It uses the Qwen 3 Coder model for high-quality code generation and can be embedded in IDEs.151MIT- AlicenseAqualityBmaintenanceThe MCP for the Web Speed Agent SDK that enables post-auth agents.173GPL 3.0
- AlicenseAqualityBmaintenanceAn orchestrator MCP server that takes a plain-language app description and guides agents through a full workflow from intake to deployment, including design, audit, and maintenance.32125MIT
- AlicenseAqualityDmaintenanceSelf-hosted MCP server for AI browser automation. Connects to your own Chromium instance via CDP, providing tools for browser control, navigation, interaction, and content extraction.191MIT
- AlicenseAqualityCmaintenanceGives an AI assistant a persistent, stealth-configured Chrome browser that stays logged in across sessions, supports interactive first login, and can autofill credentials from the macOS Keychain and replay WebAuthn passkeys for sites that block scripted login.16MIT
