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20 Best Jira MCP Servers: compared and ranked, September 2026Ranked from 513 matching servers on stars, growth, downloads and maintenance. Updated .

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    Not graded
    quality
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    maintenance
    MCP server for Hacker News providing tools to fetch stories, threads, users, and search content via Firebase and Algolia APIs.
    380
    4
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Real human judgment as agent tools -- an AI agent can ask a question and get back a structured, schema-validated JSON answer from a real quality-scored human. 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required.
    7
    118
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Academic peer-review (HAKEM), research-gap finding, journal recommender (1,214 venues with predatory flags), duplicate publication checker, and article writer tools from Science AI Journal. Free local FTS5 tools + LLM-backed tools that bill the caller's account.
    7
    64
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server providing SEC EDGAR signal intelligence — insider trading (Form 4), 13F holdings, filing velocity, activist risk flags, and multi-company comparisons. Already on the official MCP Registry, awesome-mcp-servers (PR #5664 pending), and Apify Store with three-tier pay-per-event pricing. MIT license, TypeScript, comprehensive README.
    5
    65
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server for the NASA Astrophysics Data System (ADS) that enables searching, citation graph traversal, and bibliography management for astrophysics literature. It provides tools for computing citation metrics, resolving astronomical object names, and managing paper libraries through natural language.
    11
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for querying the Japanese KAKEN database of scientific research grants, enabling search of projects and researchers via Claude.
    4
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for S.C.A.L.A. Score API — search and retrieve data on 244M+ companies across 50+ countries. Tools for company lookup by name/VAT/ID, NACE sector search, geographic filtering, and financial data enrichment from official EU business registries.
    6
    93
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that gives AI assistants direct access to New Zealand stock market data via the NZXplorer API, enabling natural language queries for 130 NZX-listed companies, directors, stock prices, governance scores, insider trades, announcements, and more.
    58
    40
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server for NONMEM pharmacometric modeling that provides structured access to model parsing, execution, and results analysis. It enables users to perform diagnostics, manage PsN workflows, and translate models to mrgsolve for PK simulations through natural language.
    22
    15
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server for financial analysis that provides real-time and historical stock prices via Alpha Vantage and company fundamentals via Financial Modeling Prep.
    2
    13
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server providing access to XRootD file systems, allowing LLMs to browse directories, read file metadata, and access contents via the root:// protocol. It supports advanced features like campaign discovery, file searching, and ROOT file analysis for scientific data management.
    18
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    This project implements a Model Context Protocol (MCP) server providing Formula One racing data using the Python FastF1 library. Inspired by an existing TypeScript server, it offers similar F1 data functionalities natively in Python via FastF1.
    8
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server providing 124 tools for censorship intelligence, encrypted agent messaging, and Voidly Pay onboarding, enabling AI assistants to access real-time censorship data, risk forecasts, and agent-to-agent communication.
    100
    93
    2
    MIT