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"Top 20 MCP servers in the search category based on star ratings" matching MCP servers:

  • spm-search-mcp

    detailobsessed
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    license
    A
    quality
    F
    maintenance
    An MCP server that allows coding agents to search the Swift Package Index and retrieve GitHub READMEs without requiring an API key. It features comprehensive search filters for stars, platforms, and licenses, providing token-efficient responses optimized for LLM comprehension.
    Last updated
    3
    MIT

  • Smart Code Search MCP Server

    stevenjjobson
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    license
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    quality
    D
    maintenance
    Enables semantic code search across projects using AI embeddings to find code by meaning rather than just text matching. Provides fast intelligent search, symbol analysis, and code similarity detection with multi-language support.
    Last updated
    MIT

  • Zen MCP Enhanced

    199-mcp
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    maintenance
    An enhanced Model Context Protocol server that enables Claude to seamlessly collaborate with multiple AI models (Gemini, OpenAI, local models) for code analysis and development tasks, maintaining context across conversations.
    Last updated
    20
    53
    Apache 2.0

  • GLM Subagent MCP

    djerok
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    license
    A
    quality
    A
    maintenance
    Enables Claude Code to use GLM (Zhipu) as a cheap, full-capability subagent for file editing, code generation, and bash commands, with automatic routing between Opus and GLM based on task complexity.
    Last updated
    4
    4
    2
    MIT

  • firepass-mcp

    jameshgrn
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    license
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    quality
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    maintenance
    MCP server that turns Kimi K2.6 Turbo into an agentic coding assistant with tools for file operations, shell commands, and code search.
    Last updated
    4
    1
    MIT

  • ast-editor

    kambleakash0
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    license
    A
    quality
    A
    maintenance
    A robust, language-agnostic Model Context Protocol (MCP) server that provides AI coding agents with the ability to edit files surgically via Abstract Syntax Trees (AST) instead of relying on token-heavy, brittle search-and-replace or diff operations.
    Last updated
    28
    7
    MIT

  • claude-octopus

    xiaolai
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    license
    A
    quality
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    maintenance
    Wraps the Claude Agent SDK as MCP servers, letting you spawn multiple specialized Claude Code agents — each with its own model, tools, system prompt, and personality — from any MCP client.
    Last updated
    5
    90
    15
    ISC
  • Cerebras Code MCP Server by Cerebras

    Cerebras Code MCP Serverofficial

    Cerebras
    A
    license
    A
    quality
    F
    maintenance
    This 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.
    Last updated
    1
    51
    MIT

  • Agent MCP Gateway

    roddutra
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    license
    A
    quality
    C
    maintenance
    Provides per-Subagent MCP controls to any coding agent or client across all your MCPs and prevents context window waste. Loads only 3 tools instead of all your MCP Server's tool definitions. Agents discover tools on-demand, only when needed and only the servers and tools they are allowed.
    Last updated
    4
    41
    MIT

  • Kage

    kage-core
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    license
    A
    quality
    B
    maintenance
    Shared, code-grounded memory for developers and their coding agents. Capture a learning once and the whole team plus every agent recalls it; memory is grounded in your code and stored as git-tracked JSON reviewed in PRs, with citations validated on write and stale memory withheld from recall. Works with any MCP client.
    Last updated
    11
    29
    GPL 3.0

  • mcp-ashigaru

    crunchtools
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    license
    A
    quality
    C
    maintenance
    An MCP server that enables autonomous code development by pulling GitHub issues, fixing them in a sandboxed environment, running tests, opening PRs, and promoting to production upon human approval.
    Last updated
    3
    AGPL 3.0

  • skills-master-mcp

    adarc8
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    license
    A
    quality
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    maintenance
    Connects AI coding agents to the SkillsMP marketplace, allowing users to search, read, and install over 8,000 community-made skills. It enables agents to gain new capabilities either through on-the-spot instruction or permanent installation without requiring an API key.
    Last updated
    5
    43
    8
    MIT