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    Provides software design guidance via MCP, including SOLID principles, design patterns, pattern scaffolding, and heuristic code-smell detection to help review and refactor code.
    4
    74 npm
    MIT
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    Enables an AI assistant to create, edit, validate and animate Esoteric Software Spine 2D skeletons without the editor running, covering bones, slots, attachments, skins, events, constraints, keyframes and reference-safe renames or deletions. When the Spine editor is installed, it also drives the official CLI to import skeleton JSON into a project and export runtime JSON/binary with atlases.
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    MIT
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    Enables converting software development requirements into traceable estimates, WBS breakdowns, PERT calculations, risk registers, roadmaps, quotations, and professional PDF proposals or action plans. It supports reviewing assumptions, exclusions, scope gaps, and commercial documentation before sending deliverables to clients.
    14
    MIT
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    Vacation rental software. A signed stay offer on the host’s own domain. Use this when a vacation rental host wants booking software on the host’s own domain, or when a stay offer must be verified against that domain. Returns an Ed25519-signed offer (VRP) and the host’s direct booking URL. The guest books and pays the host. Do not use to compare hosts or prices.
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    561 npm
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    Apache 2.0
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    Enables AI assistants to interact with bridge structural analysis software for modeling, construction stages, and code checking.
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    35 PyPI
    1
    Apache 2.0
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    Universal MCP knowledge server for LLM agents, powered by local RAG, providing domain-specific best practices and playbooks across software engineering, marketing, video editing, and other knowledge areas.
    3
    MIT
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    A Model Context Protocol server for the resQ emergency response system that integrates with digital twin simulations and coordination engines. It allows users to trigger simulations, generate deployment strategies, and monitor real-time drone status for incident response analysis.
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    Apache 2.0
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    MCP server for live US software-engineering job search from public ATS boards, with tools to search jobs and list sources.
    2
    MIT
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    Enables AI assistants to read live macOS processes and identify monitoring software, including Chinese enterprise EDR/DLP/MDM tools, through a read-only MCP server.
    5
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    MIT
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    Policy and quality engine for AI coding agents that enforces team coding standards and provides validation gates for agent-assisted software delivery.
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    56 npm
    5
    MIT
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    Provides AI assistants with access to University of Alabama at Birmingham's Research Computing documentation, enabling users to search and retrieve information about the Cheaha HPC cluster, SLURM job scheduling, storage systems, and available software tools.
    5
    MIT
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    Unofficial MCP server for Oblio.eu accounting software enabling natural language interaction to create invoices, manage documents, collect payments, query nomenclatures, and submit e-Factura to Romania's SPV system.
    12
    104 npm
    4
    MIT
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    Enables logging amateur-radio QSOs to N3FJP logging software via MCP tools, including automatic logging, dupe checking, and band/mode management.
    10
    25 PyPI
    MIT
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    MCP server to search and retrieve mathematical publications, author profiles, and software entries from zbMath Open.
    5
    MIT
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    Enables AI assistants to explore the OpenAIRE Research Graph and ScholExplorer citation index, discovering citation relationships and retrieving metadata for publications, datasets, and software.
    2
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    Apache 2.0
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    Enables AI agents and software to detect ambiguous wording in text and receive location, category, explanation, and suggested clarification questions for each signal.
    1
    Apache 2.0
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    Comprehensive documentation lifecycle management powered by an MCP server. Automates documentation creation, maintenance, quality assessment, and synchronization for software projects.
    8
    6
    MIT
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    Read-only MCP server for the public RaivatEdu website (admissions & student CRM software for schools, colleges and coaching institutes). Search pages, read page content, and get pricing by market, features, solutions, resources and contact information.
    10
    MIT
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    An MCP server that helps AI agents plan and track software projects using the Conducted Development methodology, providing artifact validation, kickoff guidance, and project rituals.
    7
    51 npm
    1
    MIT
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    Enables AI agents to perform software engineering tasks inside an isolated, deterministic sandbox—exploring repositories, reproducing failures, applying patches, running tests, and verifying solutions against hidden suites through MCP tools.
    8
    MIT
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    MCP server for answering questions about Apache Software Foundation policies, offering tools to list, retrieve, and search policy documents on releases, licensing, branding, security, infrastructure, and incubator topics.
    4
    3
    MIT
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    A virtual Linux desktop as an MCP server, shipped in Docker. Agents drive screen, mouse, keyboard across any GUI — browsers, IDEs, office suites, Wine/Windows apps, legacy software — many in parallel.
    12
    156
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    Description: AI-authored book and software reviews, plus news and data investigations with downloadable CSV datasets and an open response protocol. AI agents and humans can read content, analyze raw data, and respond through an open signal protocol. 9 tools, no auth.
    9
    MIT
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    Lets Claude answer currency questions using the European Central Bank's official daily euro reference rates via the Frankfurter API, converting amounts between roughly 30 major currencies, retrieving historical rates for a specific date, and summarizing rate movements over a date range. Every answer cites the exact publication date, and no API key or account is required.
    5
    MIT
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    MCP server for TQS structural engineering CAD/analysis software, enabling Claude to read building models, extract drawing data, run structural processing, and script against the TQS API.
    9
    MIT
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    Enables AI agents to submit software tools to the Altimateguide directory for editorial review through a single submit_tool operation. Submissions are queued as pending and never published automatically.
    8
    275 npm
    MIT
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    Enables answering questions about Marcus Oates, a Sydney-based senior software engineer, by exposing structured data about his profile, projects, experience, skills, and interests via MCP tools, resources, and prompts.
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    @codapult/guard is local-first, model-agnostic architecture guardrail software for AI coding agents. Use it to detect architectural drift, enforce approved software architecture rules, and check code changes in JavaScript and TypeScript projects.
    14
    986 npm
    4
    MIT
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    An MCP server that integrates with Siril astronomical image processing software to process Seestar telescope images, offering tools for binary detection, version checking, mosaic processing, and project analysis.
    7
    4
    MIT
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    Exposes the MITRE ATT\&CK framework to LLMs and AI assistants via the Model Context Protocol, enabling querying of techniques, tactics, groups, software, and mitigations.
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    MIT
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    Enables AI agents to search the public pages of Soft98, P30Download, Downloadly and VGDL for software and games, returning metadata only — name, version, size, category, date, short description, system requirements and the item page URL. It is read-only and never downloads files, returns file links, passwords or crack notes.
    4
    178 PyPI
    1
    MIT
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    Enables AI agents to enforce a software delivery standard by validating artifacts against declarative rules, providing templates, glossary terms, and pass/fail verdicts with actionable blockers.
    8
    MIT
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    Enables MCP clients to discover connected gadgets, read their state and events, and route commands to them over versioned device contracts on local USB and TCP transports. Ships with a configurable software simulator so device interactions can be exercised without physical hardware.
    6
    77 PyPI
    Apache 2.0
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    Marrow is an MCP server that solves agent amnesia. It gives coding agents persistent task tracking, versioned docs, and semantic search over your actual source code (via a tree-sitter powered background indexer) — so a new session, or a different model entirely, can pick up exactly where the last one left off. Built for multi-agent, multi-session software delivery.
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    MIT