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"Agentic RAG: Understanding or Exploring Its Meaning and Applications" matching MCP servers:

  • Sequential Thinking MCP Server

    mustafaskyer
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    Enables structured, step-by-step problem-solving through dynamic thinking processes that can be revised, branched, and adjusted as understanding deepens. Supports breaking down complex problems into manageable steps with the ability to revise previous thoughts and explore alternative reasoning paths.
    1
    133,826
    Inno Setup
  • ejentum-mcp by ejentum

    ejentum-mcpofficial

    ejentum
    A
    license
    A
    quality
    C
    maintenance
    Exposes the four Ejentum cognitive harnesses (reasoning, code, anti-deception, memory) as MCP tools any agentic client can call. Drop-in scaffolding that catches LLM failure modes like sycophancy, hallucination, and reasoning shortcuts.
    4
    89
    14
    MIT

  • deepseek-as-subagent

    PsChina
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    license
    A
    quality
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    maintenance
    Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI — not just a single LLM call. DeepSeek gets its own 7-tool agent loop (Read/Write/Edit/Bash/Glob/Grep/NotebookEdit) inside a sandboxed workspace.
    2
    23
    MIT

  • firepass-mcp

    jameshgrn
    A
    license
    A
    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.
    4
    2
    MIT

  • repowise

    repowise-dev
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    license
    A
    quality
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    maintenance
    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.
    11
    5,825
    AGPL 3.0

  • claude-octopus

    xiaolai
    A
    license
    A
    quality
    D
    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.
    5
    146
    16
    ISC

  • DPS-Superskills-MCP

    Eilodon
    A
    license
    A
    quality
    B
    maintenance
    Exposes 31 high-assurance agentic coding skills as MCP tools and resources, enabling AI agents to invoke structured workflows across DISCIPLINE, TECHNIQUE, KNOWLEDGE LAYER, and REFERENCE registers.
    5
    Apache 2.0

  • unstuck-mcp

    SamuelH98
    F
    license
    A
    quality
    C
    maintenance
    Prevents coding agents from repeatedly attempting the same failed fix by tracking attempts and blocking further fixes until the agent uses its own web search tool.
    4

  • copilot-cloud-agent-mcp

    fvegiard
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    license
    A
    quality
    F
    maintenance
    Enables Claude or any MCP client to drive the GitHub Copilot cloud agent via its REST API, allowing it to research, edit, and open pull requests on repositories without manual intervention.
    11
    MIT

  • sharplens-mcp

    pzalutski-pixel
    A
    license
    A
    quality
    A
    maintenance
    A Model Context Protocol (MCP) server providing 62 AI-optimized tools for .NET/C# semantic code analysis, navigation, refactoring, and code generation using Microsoft Roslyn. Built for AI coding agents - provides compiler-accurate code understanding that AI cannot infer from reading source files alone.
    62
    31
    MIT

  • chrysalide-mcp

    oumar5
    A
    license
    A
    quality
    B
    maintenance
    Agentic MCP server that receives a feature specification from an IDE, autonomously implements it in an isolated sandbox via an internal loop (plan-act-validate-correct), and returns a structured report with diffs and test results, without modifying the original repository.
    4
    MIT

  • Serena MCP Server

    Raheem-19
    A
    license
    B
    quality
    D
    maintenance
    Provides IDE-like semantic code retrieval and editing tools for LLMs, enabling precise code understanding and manipulation in large codebases via the Model Context Protocol.
    25
    MIT
  • DawnMCP by dawnmcp

    DawnMCPofficial

    dawnmcp
    F
    license
    B
    quality
    C
    maintenance
    A fully local, privacy-first MCP server that gives AI coding assistants deep repository intelligence with file-and-line-cited answers, persistent semantic memory, and agentic abilities like task planning and code review—all without any cloud API calls.
    23