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"Adding functionality to large language models" matching MCP servers:

  • MCP Language Server

    isaacphi
    A
    license
    -
    quality
    F
    maintenance
    Runs a language server and provides tools for communicating with it. Language servers excel at tasks that LLMs often struggle with, such as precisely understanding types, understanding relationships, and providing accurate symbol references.
    1,577
    BSD 3-Clause

  • Beelzebub MCP Honeypot

    beelzebub-labs
    A
    license
    -
    quality
    A
    maintenance
    Description: Introduce Beelzebub, an MCP‑based honeypot framework that enables creating decoy tools to detect prompt injection and malicious agent behavior. Motivation: Strengthen the security of LLM workflows by adding a non‑intrusive detection mechanism.
    2,141
    GPL 3.0

  • simple-mcp-runner

    mjmorales
    A
    license
    -
    quality
    D
    maintenance
    Simple MCP Runner makes it effortless to safely expose system commands to language models via a lightweight MCP server—all configurable with a clean, minimal YAML file and zero boilerplate.
    MIT

  • Keeper Secrets Manager - MCP

    Keeper-Security
    A
    license
    -
    quality
    A
    maintenance
    KSM MCP is a Model Context Protocol (MCP) server that acts as a secure intermediary between AI language models (like Claude) and Keeper Secrets Manager (KSM). It allows AI agents to manage your KSM secrets-such as listing, creating, retrieving, and deleting records and folders-while protecting your
    10
    MIT

  • LLM Optimizer

    jonradoff
    A
    license
    -
    quality
    B
    maintenance
    LLM Optimizer is an AI visibility intelligence platform. It analyzes how large language models and AI search engines perceive, cite, and recommend brands; then provides research-backed optimization strategies to improve that visibility.
    10
    MIT

  • MCP-KiCad

    unmateria
    F
    license
    -
    quality
    A
    maintenance
    An MCP server that enables language models to design real KiCad electronic schematics from plain-language descriptions, placing parts, wiring nets, and running KiCad's electrical rules check to produce editable .kicad_sch files.
    2

  • mcp-rae

    rae-api-com
    F
    license
    -
    quality
    D
    maintenance
    Model Context Protocol (MCP) server for the Royal Spanish Academy (RAE) API. It allows language models to interact with RAE's dictionary and linguistic resources.
    6

  • KCC MCP Server

    fkc1e100
    F
    license
    -
    quality
    D
    maintenance
    Enables AI assistants to contribute to Google Cloud Platform's k8s-config-connector by adding fields to resources, migrating from Terraform to direct controller architecture, and creating properly attributed commits.

  • konbu

    krtw00
    A
    license
    A
    quality
    A
    maintenance
    MCP server for a self-hostable personal planner — exposes memo, todo, calendar event, and cross-resource full-text search tools so Claude, Cursor, or any MCP client can manage your schedule and notes in natural language.
    18
    1
    MIT

  • gograph

    ozgurcd
    A
    license
    A
    quality
    A
    maintenance
    A local AST and type-aware Go repository context indexer that uses CHA to map symbols, call graphs, dependencies, and architecture patterns. Built for AI coding agents that need to navigate and reason about large Go codebases without reading raw files.
    65
    208
    MIT

  • agent-lsp

    blackwell-systems
    A
    license
    A
    quality
    A
    maintenance
    MCP server that keeps language server sessions warm and routes multiple languages through one process. Agents get persistent cross-file awareness, speculative execution (simulate edits before writing to disk), and 20 skills that encode correct multi-step operations like safe rename, blast-radius analysis, and end-to-end refactoring. Single Go binary, no runtime dependencies.
    50
    106
    MIT

  • ORAS MCP Server

    shizhMSFT
    A
    license
    A
    quality
    D
    maintenance
    Enables users to interact with container registries through the ORAS CLI, providing information about container images, platforms, and signatures via natural language queries.
    7
    Apache 2.0

  • coremcp

    CoreBaseHQ
    A
    license
    B
    quality
    B
    maintenance
    Connect Legacy Databases to AI Agents via Model Context Protocol. Open-source bridge for LLM data analysis.
    9
    11
    Apache 2.0
  • Bitrise MCP Server by bitrise-io

    Bitrise MCP Serverofficial

    bitrise-io
    A
    license
    -
    quality
    A
    maintenance
    A server interface for Bitrise CI/CD platform that enables app management, build operations, artifact management, and release management through natural language interactions.
    41
    MIT
  • Grafana by grafana

    Grafanaofficial

    grafana
    A
    license
    -
    quality
    A
    maintenance
    A Model Context Protocol (MCP) server for Grafana. This provides access to your Grafana instance and the surrounding ecosystem.
    3,347
    Apache 2.0
  • GraphJin by dosco

    GraphJinofficial

    dosco
    A
    license
    -
    quality
    A
    maintenance
    Enables AI assistants to query databases using natural language, with automatic schema discovery and SQL compilation.
    1,118
    3,138
    Apache 2.0
  • pgEdge Postgres MCP Server by pgEdge

    pgEdge Postgres MCP Serverofficial

    pgEdge
    A
    license
    -
    quality
    A
    maintenance
    Enables SQL queries against PostgreSQL databases through MCP-compatible clients and includes a natural language agent for forming SQL queries from natural language.
    214
    PostgreSQL