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"Qdrant vector database and search engine" matching MCP servers:

  • DiffGate

    srbsa
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    license
    A
    quality
    A
    maintenance
    Diffgate MCP server acts as a code review engine, enabling AI coding agents to analyze and validate code diffs before application. It enhances AI workflows by providing self-checking capabilities to optimise and secure code changes.
    7
    93
    4
    Apache 2.0
  • Lintbase by lintbase

    Lintbaseofficial

    lintbase
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    license
    A
    quality
    B
    maintenance
    Developers are constantly feeding context files to AI tools like Cursor, Windsurf, Copilot Workspace, and Claude Code. If your agent doesn't understand your real database schema, it writes code that fails in production. LintBase acts as the bridge. It connects directly to your database, reads the ground truth of your live documents, and generates structured context optimized for AI. šŸ¤– Stops AI
    3
    2
    MIT

  • MigrationPilot

    mickelsamuel
    A
    license
    A
    quality
    A
    maintenance
    Blocks unsafe PostgreSQL migrations before an AI agent writes or runs them. check_before_apply returns a pass/fail gate; reads the real Postgres parser, classifies the lock each statement takes, checks 112 safety rules. Runs offline, no database required.
    7
    212
    5
    MIT

  • MCP Tasks

    flesler
    A
    license
    A
    quality
    B
    maintenance
    A comprehensive and efficient Model Context Protocol server for task management that works with Claude, Cursor, and other MCP clients, providing powerful search, filtering, and organization capabilities across multiple file formats.
    5
    18
    47
    MIT

  • MCP Atlas

    mpreziuso
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    license
    A
    quality
    D
    maintenance
    An MCP server that enables AI assistants to manage database migrations and validate schemas using the Ariga Atlas CLI. It provides tools for applying migrations, generating diffs, linting, and checking migration status through natural language.
    6
    11
    1
    MIT

  • 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

  • GitLab Forum MCP

    ahnmichael
    A
    license
    B
    quality
    D
    maintenance
    Enables searching, reading, and analyzing discussions on GitLab's community forum for troubleshooting CI/CD issues and GitLab features. Pre-configured with GitLab-specific search filters and optimized workflows for support scenarios.
    8
    16
    MIT

  • Bitbucket Cloud MCP Server

    Lexmata
    A
    license
    B
    quality
    C
    maintenance
    Enables interaction with Bitbucket Cloud through 25+ tools for managing repositories, pull requests, branches, commits, issues, pipelines, and code search with OAuth 2.0 authentication.
    34
    13
    1
    MIT

  • Puppet Master MCP Server

    ldco
    F
    license
    B
    quality
    C
    maintenance
    Provides 26 tools for Puppet Master framework operations including initialization, development, database management, deployment, builds, linting, testing, configuration, knowledge retrieval, contribution workflows, and code reviews.
    26

  • mctl

    mctlhq
    A
    license
    B
    quality
    D
    maintenance
    AI-native control plane for Kubernetes and GitOps. Provides 30+ tools for service deployment, database provisioning, and log management via natural language.
    1
    1
    MIT