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"Methods to Improve or Enhance a Prompt" matching MCP servers:

  • reelier

    seldonframe
    A
    license
    A
    quality
    A
    maintenance
    Record an agent's MCP tool-call workflow once, replay it deterministically for zero tokens, and get a receipt — a snapshot-testing and deterministic-execution layer for Agent Skills.
    5
    886
    2
    MIT
  • pinnedai-mcp by pinnedai

    pinnedai-mcpofficial

    pinnedai
    A
    license
    A
    quality
    A
    maintenance
    Stops your AI from re-introducing bugs, leaking provider keys, or weakening tests. Bug fixes become permanent regression guards; blocked mistakes become AI lessons the agent reads and learns from before its next edit.
    6
    2
    Apache 2.0

  • 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

  • quantakrypto pqc-tools

    quantakrypto
    A
    license
    A
    quality
    A
    maintenance
    Post-quantum readiness for AI coding agents: scans code for quantum-vulnerable cryptography (RSA/ECDH/ECDSA/DH) and returns NIST ML-KEM/ML-DSA/SLH-DSA (and hybrid) migration guidance, with fix verification and dependency checks. Content-based, advisory tools only; runs local (npx @quantakrypto/mcp) or as a hosted OAuth endpoint.
    16
    10
    Apache 2.0

  • Railway MCP Server

    antonioevans
    A
    license
    A
    quality
    D
    maintenance
    Enables management of Railway.app infrastructure through natural language, including deploying services from GitHub repos or Docker images, managing environment variables, monitoring deployments, and configuring networking and volumes.
    36
    49
    MIT
  • atlasent-mcp by AtlaSent-Systems-Inc

    atlasent-mcpofficial

    AtlaSent-Systems-Inc
    A
    license
    A
    quality
    A
    maintenance
    Enforces authorize-before-execute for any MCP-compatible AI agent. Exposes atlasent_evaluate and atlasent_verify_permit tools so a protected tool call only runs after AtlaSent issues and verifies a signed, single-use permit — fail-closed on any error, timeout, or malformed response.
    40
    12
    MIT

  • GitHub Actions MCP

    ArkTechNWA
    A
    license
    A
    quality
    -
    maintenance
    Connects AI assistants to GitHub Actions workflows to monitor CI/CD pipelines, view run logs, diagnose failures, and optionally trigger or manage workflows with granular permission controls.
    10
    1

  • citio

    lawrencehui
    A
    license
    B
    quality
    A
    maintenance
    Self-hosted coding agent that runs Claude Code or Codex in your own infrastructure and works from Slack. Exposes codebase investigation, file edits, branch and PR creation, allowlisted command execution, CI status and an audit log as MCP tools, keeping every credential behind the tool layer instead of handing it to the model.
    12
    21
    2
    MIT

  • Azure DevOps Multi

    nikydobrev
    A
    license
    B
    quality
    D
    maintenance
    Enables interaction with multiple Azure DevOps organizations simultaneously, providing access to pipelines, builds, repositories, and pull requests across different organizations without switching contexts or restarting the server.
    18
    Apache 2.0

  • coolify-mcp

    frndchagas
    A
    license
    B
    quality
    A
    maintenance
    MCP server for Coolify API that enables full deployment workflows from zero to production, including project, server, and application management.
    65
    1,920
    3
    MIT