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"Multi-agent AI systems for collaborative code development" matching MCP servers:

  • state-of-ai-in-design-systems

    kaelig
    F
    license
    -
    quality
    B
    maintenance
    Read-only MCP server for the July 2026 survey of AI in open-source design systems, enabling agents to query 19 systems' affordances, coercion techniques, and platform data via 9 tools, 2 resources, and 2 prompts.
    1

  • waste-for-agents

    elekli
    F
    license
    -
    quality
    B
    maintenance
    MCP server that silently monitors state changes in structured data sources (e.g., government open data) and provides a pull-based channel for AI agents to retrieve real mutations since their last cursor.

  • geo-agent

    KavyaAgarwal2001
    F
    license
    A
    quality
    B
    maintenance
    Exposes live earth-science data (e.g., earthquakes from USGS) as tools for MCP-compatible AI agents, enabling them to fetch and reason about real-time geophysical events.
    1

  • salary-mcp-agent

    yschang1688
    A
    license
    A
    quality
    C
    maintenance
    MCP server exposing Taiwan's MOPS salary data (2019-2025) via four read-only tools, enabling LLMs to query company salaries, industry stats, and trends under strict constraints.
    4
    MIT

  • AI-Scholarly-Mode

    adarshrkumar
    F
    license
    C
    quality
    D
    maintenance
    Enables AI assistants to search and retrieve peer-reviewed academic articles exclusively from Springer Nature's open access collection. It provides a specialized mode for research-driven conversations, allowing users to toggle scholarly-only search and fetch full article content.
    4
    1
  • ai-visibility-index by creanlab

    ai-visibility-indexofficial

    creanlab
    A
    license
    -
    quality
    A
    maintenance
    Read-only access to the AI Visibility Index: the measured share of answer that 20 SaaS and 24 crypto brands hold across ChatGPT, Perplexity and Gemini, re-measured weekly on a frozen prompt panel with every past release kept at a permanent URL. Five tools — full index, one brand, brand list, complete history, methodology — served from dabyte.ai and dablock.ai with no API key and no auth; the data
    MIT

  • job-agent-mcp

    Shreya123989
    A
    license
    -
    quality
    C
    maintenance
    MCP server that aggregates and deduplicates job listings from multiple public sources, ranks them against a user's resume, and exposes tools for searching, viewing details, explaining fit, and tracking applications.
    MIT

  • federal-spend-ai

    SBPnet
    A
    license
    -
    quality
    B
    maintenance
    MCP server for analyzing Canadian federal spending data, offering tools for contract search, NLP, semantic search, anomaly detection, and money-flow tracing.
    MIT

  • Legal Research Agent

    jcpask
    A
    license
    -
    quality
    B
    maintenance
    MCP server for legal research that enables searching US case law via CourtListener, retrieving full opinion text, and looking up legal definitions from Cornell's Wex. Students can connect via a remote connector in Claude.ai to cite real, free legal sources.
    1
    MIT

  • Country Explorer Athena Agent

    ImMalkah
    A
    license
    -
    quality
    C
    maintenance
    An MCP server that provides country information lookup and an interactive dashboard, exposing a get_country_info tool and HTTP endpoints for querying demographic, geographic, and economic data.
    1
    MIT

  • Currency Agent MCP Server

    shrprabh
    A
    license
    -
    quality
    B
    maintenance
    MCP server for currency conversion with real-time exchange rates via the Frankfurter API. Enables agents to retrieve latest currency data and perform conversions.
    Apache 2.0

  • Agent Signals MCP

    hassanahashish-design
    F
    license
    -
    quality
    B
    maintenance
    One MCP server that gives AI agents nine live data tools — company hiring signals, SEC filings, academic papers, GitHub repos, Hacker News, Stack Overflow, clinical trials, Federal Register, and global news — all as flat, citation-ready JSON with pay-per-result billing.

  • AI Product Index

    110kc3
    F
    license
    -
    quality
    C
    maintenance
    Machine-readable directory of AI products that register themselves, plus an agent-readability grader for any URL.
    1

  • Weather MCP Agent

    yehyaabk
    F
    license
    A
    quality
    B
    maintenance
    Provides current weather and forecast data for any city via OpenWeatherMap. Can be used with Ollama or Claude Desktop for natural-language weather queries.
    2

  • readypermit-mcp

    Galax-ai
    A
    license
    A
    quality
    D
    maintenance
    AI-powered property intelligence for instant zoning analysis, buildability assessments, ADU eligibility, flood risk, and development feasibility reports for any US address.
    5
    1
    MIT