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"Servers Offering MCP Prompts as Prompt Primitives" matching MCP servers:

  • Prompt Cleaner MCP Server

    dacebt
    A
    license
    C
    quality
    D
    maintenance
    Enables cleaning and sanitizing prompts through an LLM-powered tool that removes sensitive information, provides structured feedback with notes and risks, and normalizes prompt formatting. Supports configurable local or remote OpenAI-compatible APIs with automatic secret redaction.
    4
    1
    MIT

  • vibe-prompt-mcp

    saurabhjambure-pixel
    A
    license
    D
    quality
    C
    maintenance
    Fix your vibe coding prompts before they reach the AI. Scores and rewrites across 4 dimensions — no API key, no server, just npx. Now with codebase-aware context injection for design, database, API, auth, testing, and state management.
    2
    14
    MIT

  • ARM Verification MCP Servers

    bivex
    F
    license
    -
    quality
    D
    maintenance
    A collection of MCP servers providing structured tools for ARM specification, verification, assembly analysis, and performance checks. They enable LLM agents and engineers to perform formal verification, analyze assembly code, and evaluate performance constraints.

  • Claude Code Prompt Engineer

    gr3enarr0w
    A
    license
    B
    quality
    D
    maintenance
    Intelligently engineers and optimizes prompts for Claude Code with automatic language detection, task type recognition, and interactive refinement capabilities. Works entirely offline without external API dependencies to transform natural language requests into structured, Claude Code-optimized prompts.
    4
    12
    MIT

  • repo-context-mcp

    nduc99911
    A
    license
    A
    quality
    B
    maintenance
    MCP server that helps AI coding agents understand a repository by providing lightweight tree/map, code search, and token-budgeted context packing tools without dumping the entire monorepo into the prompt.
    3
    29
    8
    MIT

  • mcp-security-toolkit

    x0base
    A
    license
    A
    quality
    C
    maintenance
    14 atomic MCP tools for AppSec and AI Security engineers: source/schema/prompt audit primitives, JWT inspect, HTTP diff, pentest atoms (default creds, GraphQL introspect, phpggc, interactsh OOB), and a defensive helpers library that fixes the bugs the detectors flag. SARIF output, PyPI Trusted Publishing with Sigstore provenance.
    14
    MIT

  • mcp-gauge

    sogawa-yk
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that enables coding agents to autonomously test, evaluate, and tune other MCP servers by acting as a proxy and providing linting, trace recording, evaluation, comparison, and reporting tools.
    7
    MIT

  • mcp-forge

    Flagler-County-BoCC
    A
    license
    A
    quality
    B
    maintenance
    Provides tools to retrieve deterministic prompts for rewriting any Node.js project to production-quality TypeScript, supporting incremental and single-pass workflows.
    5
    1
    MIT

  • MCP Sage

    jalehman
    F
    license
    A
    quality
    D
    maintenance
    An MCP server that provides tools for getting second opinions or detailed code reviews from Gemini 2.5 Pro by embedding file contents in prompts, allowing it to handle large codebases with extensive context.
    3
    10

  • mcp-security-scanner

    badchars
    A
    license
    A
    quality
    A
    maintenance
    Security scanning for MCP servers from the inside out. Provides runtime inspection, AST-based static analysis, config audit, dependency analysis, and OWASP MCP Top 10 compliance in a single MCP server.
    55
    21
    5
    MIT