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assistant-ui

The MCP server tools have been designed to allow an agent to query the specific information it needs to complete an assistant-ui related task - for example: implementing chat components, integrating with different runtimes, understanding component architecture, and troubleshooting issues.

awslabs-mcp

AWS MCP servers for seamless integration with AWS services and resources.

evermind-ai-everos

Use when you want the agent's memory to be plain Markdown on your own disk rather than a hosted database.

zilliz-claude-context

Provides semantic code search and indexing using vector embeddings and AST-based code splitting, enabling natural language queries across codebases with automatic file filtering and support for multiple embedding providers and vector databases.

beehiveinnovations-gemini

Give your development workflow access to all state of the art AI models for enhanced code analysis, problem-solving, and collaborative development.

memtensor-memos

Use when memory should persist across tasks and be reused, not just retrieved once per conversation.

phoenix

Arize Phoenix: open-source LLM observability with built-in evals, span tracing, and dataset curation for RAG and agents.

praisonai

Multi-agent framework with self-reflection capabilities

desktop-commander

Integrates terminal and filesystem capabilities for executing system commands, managing processes, and performing advanced file operations on the local system.

ccstatusline

A highly customizable status line formatter for Claude Code CLI that displays model info, git branch, token usage, and other metrics in your terminal.

lauriewired-ghidra

Decompile and analyze binaries in Ghidra.

uno-platform

Cross-platform .NET development framework documentation and prompts

ottomator-agents

Open source AI Agents hosted on the oTTomator Live Agent Studio platform

kubeshark

Real-time Kubernetes network traffic visibility and API analysis for HTTP, gRPC, Redis, Kafka, and DNS.

openllmetry

OpenTelemetry-based observability for LLM applications. It auto-instruments OpenAI, Anthropic, LangChain, and 20+ providers with zero code changes.

lharries-whatsapp-bridge

Provides a secure bridge to your WhatsApp account, enabling message search, contact management, and sending capabilities while keeping all data stored locally on your device.

sooperset-atlassian

Access Confluence pages and Jira issues via Atlassian API.

plastic-labs-honcho

Memory library for building stateful agents

Contributed by Sentinel

computer-agent-windows-desktop-control

Enables AI to control Windows desktop applications through UIAutomation and PyAutoGUI, providing capabilities for launching programs, executing commands, and performing mouse/keyboard actions with tree-based UI element identification.

sonnylazuardi-talk-to-figma

Enables bidirectional communication with Figma designs through a plugin and WebSocket server, allowing creation and manipulation of design elements directly from conversations.

repowise

Provides AI coding agents with five intelligence layers (dependency graph, git history, documentation, architectural decisions, code health) via nine MCP tools, enabling deep codebase understanding and reducing exploration cost.

search-1

Search Airweave collections with natural language queries.

swe-bench

SWE-bench: benchmark for evaluating LLMs on real-world GitHub issue resolution across 12 popular Python repositories.

browsermcp-mcp

Automate your local Chrome browser