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"Understanding the concept of perplexity" matching MCP servers:

  • Sense

    luuuc
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    quality
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    maintenance
    An MCP server for codebase context that gives AI coding agents structural understanding through symbol graph, semantic search, blast radius, and convention detection tools.
    30
    MIT

  • tailscale-mcp-server

    pnocera
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    quality
    D
    maintenance
    An MCP (Model Context Protocol) server for managing Tailscale resources using the official Tailscale Go client library v2. This server provides complete coverage of the Tailscale API with enhanced, self-descriptive tools powered by OpenAPI documentation.
    2
    MIT

  • M.I.M.I.R - Multi-agent

    orneryd
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    quality
    C
    maintenance
    Provides AI assistants with persistent graph database memory using Neo4j, enabling task management, relationship understanding, semantic search with embeddings, file indexing, and multi-agent coordination through the Model Context Protocol.
    6
    280
    MIT

  • gopls-mcp

    xieyuschen
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    https://gopls-mcp.org/ MCP server for golang projects development: Expand AI Code Agent ability boundary to have a semantic understanding and determinisic information for golang projects.
    57
    BSD 3-Clause

  • MCP Language Server

    isaacphi
    A
    license
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    quality
    F
    maintenance
    Runs a language server and provides tools for communicating with it. Language servers excel at tasks that LLMs often struggle with, such as precisely understanding types, understanding relationships, and providing accurate symbol references.
    1,577
    BSD 3-Clause

  • CKB

    SimplyLiz
    F
    license
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    quality
    A
    maintenance
    Transforms a codebase into a queryable knowledge base for code understanding, impact analysis, ownership lookup, and more via CLI, HTTP API, or MCP.
    109

  • LogMCP

    kascada
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    maintenance
    MCP server — read-only log access for AI assistants. Debug your Linux server with AI, without giving the AI shell access.
    7
    4
    MIT

  • runecho

    inth3shadows
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    license
    A
    quality
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    maintenance
    A deterministic symbol oracle over a locally built index of the repository: whether a symbol exists, what a file declares, and what changed structurally since the last snapshot. It also ships a PreToolUse guard that stops an Edit/Write referencing a function, constant or type the repo does not declare, before the write lands rather than after the build fails. No LLM, no API keys, no network, no l
    6
    MIT

  • ltm

    dennisdevulder
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    license
    A
    quality
    C
    maintenance
    Portable memory protocol for AI coding sessions. Push the state of a session (goal, decisions, attempts, next step) from one MCP-capable agent and pull it back from another.
    12
    8
    Apache 2.0

  • failure-memory

    CongBao
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    license
    A
    quality
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    maintenance
    Failure Memory provides AI coding agents with a shared local memory of failures, enabling them to record, recall, and learn from mistakes across sessions.
    2
    MIT

  • ORAS MCP Server

    shizhMSFT
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    license
    A
    quality
    D
    maintenance
    Enables users to interact with container registries through the ORAS CLI, providing information about container images, platforms, and signatures via natural language queries.
    7
    Apache 2.0

  • cashpilot-mcp

    GeiserX
    A
    license
    A
    quality
    A
    maintenance
    MCP server that exposes any CashPilot instance to LLMs, enabling monitoring of passive income earnings, managing bandwidth-sharing services, and controlling fleet workers
    10
    65
    3
    GPL 3.0

  • rhizome-mcp

    Odrin
    A
    license
    B
    quality
    A
    maintenance
    rhizome-mcp is a local-first MCP server for task tracking and coordination of autonomous AI coding agents, providing crash-safe issue claiming, durable project memory, and dependency graphs using SQLite. It enables agents from different MCP-compatible clients to share a consistent view of project work with no accounts, Docker, or network dependency.
    35
    Apache 2.0

  • workflowy

    mholzen
    A
    license
    B
    quality
    C
    maintenance
    A WorkFlowy MCP Server with node creation, recursive gets, updates, completions, search and replace (with a dry run mode), usage reports, a configurable list of exposed commands and customizable log output.
    10
    70
    MIT

  • Slack MCP

    korotovsky
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    license
    B
    quality
    C
    maintenance
    The most powerful MCP server for Slack Workspaces. This integration supports both Stdio and SSE transports, proxy settings and does not require any permissions or bots being created or approved by Workspace admins 😏.
    2
    1,780
    MIT
  • NetDefense for OPNsense by netdefense-io

    NetDefense for OPNsenseofficial

    netdefense-io
    A
    license
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    quality
    A
    maintenance
    Manage a fleet of OPNsense firewalls from an AI agent, inside guardrails it can't drive around. MCP server for central management of OPNsense firewall fleets. 129 tools across devices, config sync, tasks, schedules, templates, backups and remote consoles - destructive actions confirmation-gated, MCP-issued tokens lifetime-bounded, backup and storage secrets excluded from the toolset entirely.
    Apache 2.0
  • passninja by flomio

    passninjaofficial

    flomio
    A
    license
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    quality
    A
    maintenance
    MCP server for managing Apple Wallet and Google Wallet passes via the PassNinja API. Provides tools to create, list, update, and delete pass templates, passes, and webhooks.
    MIT