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"Kotlin RAG (Retrieval-Augmented Generation) implementation resources" matching MCP servers:

  • MCP RAG Agent Server

    karthikeyanramu
    F
    license
    Not graded
    quality
    D
    maintenance
    This MCP server enables intelligent API testing automation by combining RAG knowledge retrieval with tool execution capabilities. It allows QA engineers to perform natural language-driven API testing with contextual knowledge support.

  • sswp-mcp

    VrtxOmega
    A
    license
    A
    quality
    D
    maintenance
    SSWP MCP — Deterministic software attestation for AI-augmented development. Witness any repo through a 5-gate pipeline, adversarially probe dependencies, and produce self-verifying .sswp.json attestations. Fleet registry across 131 nodes with tamper-proof audit ledger and FTS5 search. Agent-native — one tool call from Hermes, Claude, or Cline.
    8
    3
    MIT

  • Yellhorn MCP

    msnidal
    F
    license
    A
    quality
    D
    maintenance
    An MCP server that connects Gemini 2.5 Pro to Claude Code, enabling users to generate detailed implementation plans based on their codebase and receive feedback on code changes.
    5
    14
  • LocalStack MCP Server by localstack

    LocalStack MCP Serverofficial

    localstack
    A
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol (MCP) server for LocalStack that enables management of local AWS development environments, including container lifecycle operations, infrastructure deployments, log analysis with IAM policy generation, chaos injection, and Cloud Pods state management.
    7
    236
    25
    Apache 2.0

  • gh_mcp

    fvanevski
    A
    license
    A
    quality
    A
    maintenance
    A Python MCP server that wraps the GitHub CLI (gh) to provide structured tools for searching, reading, and managing GitHub resources like repos, issues, PRs, releases, and workflows, with write commands disabled by default.
    61
    MIT

  • argocd-mcp

    severity1
    A
    license
    A
    quality
    D
    maintenance
    An MCP (Model Context Protocol) server that integrates with the ArgoCD API, enabling AI assistants and large language models to manage ArgoCD applications and resources through natural language interactions.
    10
    12
    MIT
  • Octopus Deploy MCP Server by OctopusDeploy

    Octopus Deploy MCP Serverofficial

    OctopusDeploy
    A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to inspect, query, and diagnose problems within Octopus Deploy instances. Provides read-only access to deployments, releases, projects, environments, and other DevOps resources to transform AI into your ultimate DevOps wingmate.
    30
    2,560
    101
    Mozilla Public 2.0

  • Ploi MCP Server

    sudanese
    A
    license
    B
    quality
    A
    maintenance
    Integrates Ploi.io API functionality into AI assistants for managing servers, sites, and databases through natural language. It enables features like one-command deployments, project linking, server log retrieval, and database backup management.
    46
    18
    3
    MIT

  • sqemo-mcp

    sqemo
    A
    license
    B
    quality
    B
    maintenance
    MCP server for Sqemo, a web-based ERD tool with team naming standards. 34 tools: read/edit entities, attributes, and relationships; generate physical names from a shared glossary and naming rules; SQL (7 dialects) and DBML import/export; ERD lint, diff, and ALTER generation.
    36
    MIT

  • Spec-driven Development MCP

    kevinlin
    A
    license
    B
    quality
    D
    maintenance
    An MCP server that enables AI-powered IDEs to implement a structured development workflow from requirements gathering to code implementation, guiding users through goal collection, requirements specification, design documentation, task planning, and execution.
    9
    15
    21
    MIT

  • mcp-jenkins

    lanbaoshen
    A
    license
    B
    quality
    A
    maintenance
    The Model Context Protocol (MCP) Jenkins integration is an open-source implementation that bridges Jenkins with AI language models following Anthropic's MCP specification. This project enables secure, contextual AI interactions with Jenkins tools while maintaining data privacy and security.
    33
    140
    MIT

  • AAP MCP Server

    srinivassrinu842
    A
    license
    B
    quality
    B
    maintenance
    Enterprise-grade MCP server exposing Ansible Automation Platform 2.x as a complete AI interface for LLMs, enabling natural language management of automation resources.
    86
    1
    Apache 2.0

  • Jenkins MCP Server

    umishra1504
    A
    license
    B
    quality
    D
    maintenance
    Enables comprehensive Jenkins automation through MCP interface, allowing users to manage builds, jobs, artifacts, and queues with natural language commands. Supports build triggering, monitoring, artifact retrieval, and system status checks with automatic CSRF protection and authentication.
    14
    54
    MIT