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  • A
    license
    A
    quality
    B
    maintenance
    Provides persistent, searchable memory across AI coding agent and chat history (Claude Code, Codex, Gemini CLI, ChatGPT, and more) via retrieval-augmented generation, enabling semantic and hybrid search to retain context across sessions.
    5
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Local-first MCP proxy with BM25 tool discovery, quarantine security, Docker isolation, OAuth support, activity logging, and web UI. Routes multiple upstream MCP servers through a single endpoint.
    9
    379
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that lets AI publish markdown documents to a clean, themed web UI. One tool call creates a shareable doc.
    8
    4
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Drives an Android emulator or a physical device over adb. The agent screenshots, reads the UI hierarchy with true device-pixel coordinates, taps and types, manages app lifecycle, reads logcat, and runs Gradle builds and tests.
    79
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Prices your Claude Code and Codex sessions from the transcripts on disk, shows what each agent cost over any period, and tells you in plain English what would have been cheaper. CLI, Browser UI and MCP server.
    8
    5
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP-native agent-to-agent messaging hub for AI swarms. Agents communicate via channels and DMs through MCP protocol — zero SDKs needed. Includes web UI, semantic search, analytics dashboard. Single Go binary, local-first.
    2
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    A command-line interface and MCP server for managing and monitoring multiple development services through a unified terminal UI. It enables users to interact with service logs, filter messages, and control development environments directly via Model Context Protocol integration.
    -
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to send HTML documents to a local viewer, where they are stored and displayed in a live web UI for browsing and searching.
    3 npm
    ISC
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables controlling your own Linux desktop machines from any MCP-capable LLM client, with opt-in agent capabilities for shell, filesystem, processes, screenshots, system info, and input injection.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables MCP-capable agents to join Landfall incident war rooms as live investigators, contributing findings and widgets to the incident timeline in realtime while pulling other investigators' discoveries, with single-use share links or authenticated sessions.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to interact with real terminal sessions across local and remote hosts, driving multi-turn interactive programs like TUIs, REPLs, and SSH prompts through MCP.
    33
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    swagger-mcp is a tool designed to scrape Swagger UI by extracting the swagger.json file and dynamically generating well-defined mcp tools at runtime. These tools can be utilized by the MCP client for further tool selection.
    81
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables discovering and managing MCP servers through a registry, supporting listing, searching, and configuration.
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to communicate with business agents across company boundaries using Google's A2A protocol, with tools for discovery, messaging, and connection management.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to query Zabbix for current problems, host investigations, alert triage, metrics, and maintenance operations through task-shaped tools with bounded JSON output and human-approval safeguards for any changes.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to create, manage, and track tasks within plans using Valkey as the persistence layer. Supports plan and task management with Markdown notes, status tracking, and prioritization through multiple transport protocols (SSE, Streamable HTTP, STDIO).
    25
    BSD 3-Clause