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

  • runmeter

    Aptica-Solutions
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that provides cost and reliability observability for LLM and agent workflows. It records model calls and allows querying and aggregating telemetry data through MCP tools.
    6
    MIT

  • jdwp-mcp

    dronsv
    A
    license
    B
    quality
    C
    maintenance
    Сonnects to live JVMs via JDWP protocol, enabling LLM agents to autonomously debug Java applications — attach to a running process, pause threads, set breakpoints (including conditional), inspect stacks with auto-resolved object fields, evaluate methods, set variable values, and diagnose issues like deadlocks and hung queries.
    28
    1
    MIT

  • looplens-mcp

    musaceylan
    A
    license
    B
    quality
    D
    maintenance
    An MCP server for detecting retry loops and analyzing iteration patterns in agentic coding workflows, providing structured debugging intelligence to improve repair attempts.
    16
    5
    MIT

  • Matomo MCP Server

    alexgenovese
    F
    license
    B
    quality
    B
    maintenance
    Enables LLMs to directly query a Matomo analytics instance, execute reporting methods, fetch historical trends, report metadata, and dynamically generated chart images through typed MCP tools.
    6

  • mcpstat

    tekkidev
    A
    license
    -
    quality
    C
    maintenance
    A Python utility for adding usage tracking, analytics, and audit trails to MCP servers using SQLite-backed persistence. It enables developers to monitor tool, prompt, and resource activity and expose these statistics directly to LLM clients.
    4
    MIT

  • MCP Enterprise Tool Gateway

    BhavikMoradiya
    A
    license
    -
    quality
    C
    maintenance
    An enterprise MCP server scaffold that provides secure, governed access to internal tools through RBAC, audit logging, rate limiting, and prompt-injection boundaries, with a FastAPI control plane and OpenTelemetry observability.
    MIT

  • MCP PageSpeed Insights

    NicolasET
    A
    license
    -
    quality
    C
    maintenance
    Connects LLMs to Google PageSpeed Insights to analyze web performance, accessibility, SEO, and best practices, enabling AI assistants to audit and improve any web page.
    MIT

  • Token Analyzer MCP

    cordlesssteve
    F
    license
    -
    quality
    -
    maintenance
    Provides intelligent analysis of token usage patterns and optimization recommendations to improve efficiency and reduce costs in Claude Code sessions. Offers real-time analysis, cost metrics, and actionable insights for better context window and tool usage optimization.
    3

  • mq-sentinel

    pramodreddyboddu
    F
    license
    -
    quality
    B
    maintenance
    A read-only IBM MQ diagnostic MCP server that safely provides AI agents with typed root-cause analysis and verified IBM documentation, while incorporating prompt-injection defense, OIDC+RBAC, and tamper-evident audit.

  • ComputeLedger MCP Server

    RudrenduPaul
    A
    license
    A
    quality
    B
    maintenance
    Provides cryptographically signed, tamper-evident compute usage receipts via a Model Context Protocol server, exposing tools to record usage, verify receipts, list the ledger, and verify ledger integrity without requiring any account, API key, or single cloud provider.
    4
    448
    Apache 2.0

  • iris-eval/mcp-server

    iris-eval
    A
    license
    A
    quality
    A
    maintenance
    MCP-native agent evaluation and observability server. Log traces, evaluate output quality with 12 built-in rules (PII detection, prompt injection, cost thresholds), and track agent costs. Real-time dashboard, OTel-compatible spans. Self-hosted, MIT licensed.
    9
    346
    7
    MIT
  • ThinkNEO MCP SMB by thinkneo-ai

    ThinkNEO MCP SMBofficial

    thinkneo-ai
    A
    license
    A
    quality
    A
    maintenance
    8 standalone MCP servers for SMBs — Guardrails (prompt injection, PII, secrets detection), FinOps (AI cost tracking and budgets), Observability (agent tracing), Smart Router (17+ models, 9 providers), Trust Score (governance scoring 0-100), Memory (persistent agent memory), ThinkSecure (runtime security + SOC2/GDPR audit), and A2A Lite (agent-to-agent protocol). 37 tools total, TNC credits
    4
    1
    MIT

  • teamspend

    RudrenduPaul
    A
    license
    A
    quality
    A
    maintenance
    Compares AI coding tool spend before and after a migration -- Cursor, Claude Code, GitHub Copilot, OpenCode, Codex CLI -- via an MCP server, real numbers from each vendor's own API or local logs.
    1
    465
    Apache 2.0

  • dbt-mcp

    qraza
    F
    license
    A
    quality
    C
    maintenance
    An MCP server that exposes a dbt project's run state as tools, enabling AI assistants to answer questions like 'is the warehouse healthy?' or 'what broke and why?' via plain English, using read-only access to dbt artifacts and warehouse data.
    4
  • @sixty-sh/mcp by sixty-sh

    @sixty-sh/mcpofficial

    sixty-sh
    A
    license
    A
    quality
    C
    maintenance
    Enables coding agents to read performance findings from sixty, get detailed evidence for each finding, and close or resolve them with descriptions, while also checking service telemetry and providing installation instructions.
    6
    23
    MIT