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20 Best Jira MCP Servers: compared and ranked, November 2026Ranked from 647 matching servers on stars, growth, downloads and maintenance. Updated .

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    Enables users to compute symbolic derivatives and integrals, including definite and improper cases, and verify antiderivatives through SymPy-backed MCP tools.
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    MIT
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    Provides AI assistants with direct access to Jamf official documentation, enabling them to answer Jamf-related questions by searching, retrieving articles, and browsing product documentation.
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    361 npm
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    MIT
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    Enables AI agents to read, reply, send images, and search LINE messages by logging in as a secondary device, without official API or browser.
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    1,027 npm
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    MIT
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    A demo MCP server that returns an interactive dashboard (bar chart with dataset selector) as an MCP App via the official MCP Apps extension (SEP-1865).
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    MIT
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    Gives AI assistants live access to US prescription drug prices by pharmacy with observation dates, the free discount card, and vetted US equivalents of foreign-brand medicines, all through the Model Context Protocol.
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    33 PyPI
    MIT
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    Enables MCP clients to measure a track's loudness and peak levels, strip artifacts left by AI generators, compare mastering presets, and master single tracks or batches to streaming targets via a hosted remote server or a local stdio bridge. Tracks are supplied as public HTTPS links, with analysis, cleanup and previews free and full masters limited by a daily free quota or credits.
    9
    MIT
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    An MCP server that lets LLM agents autonomously play retro games by driving a real OpalEmu emulator in a Playwright-controlled browser, exposing tools for loading ROMs, controlling buttons, and capturing screenshots.
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    AGPL 3.0
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    placement for the depractaed Amazon Product Advertising endpoint. You ask Claude to find something, it searches the live Amazon catalogue, and it hands you back a finished HTML card - image, price, savings, star rating, your Associates tag already baked into the link, and the disclosure footer Amazon requires, by Houtini
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    94 npm
    3
    MIT
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    A unified MCP server for your self-hosted media stack (Radarr, Sonarr, Jellyfin, etc.). It correlates across services to answer questions no single service can, with safety features like untrusted-output fencing and safe-by-default deletions.
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    141
    MIT
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    MCP server demo by Banco D that shows a loan application interactive widget across six steps, demonstrating three levels of agent visibility (full, result-only, and hidden) per MCP Apps (SEP-1865). It enables users to simulate a loan request with plan selection, PIN authorization, and disbursement while controlling what the agent sees.
    9
    MIT
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    MCP server for B2B lead generation and company search using the Generect Live API. Provides tools to search leads, companies, generate emails, and get lead by URL.
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    351 npm
    1
    MIT
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    Official Talonic MCP server. Lets AI agents extract structured, schema-validated data from any document, including PDFs, scans, images, spreadsheets, and forms, directly inside the chat.
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    191 npm
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    MIT
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    Remoet turns job search into a curated agent workflow. Connect Claude, Cursor, or any MCP client, search companies by real tech stack data (not recruiter keywords), star the ones that fit, and let your agent surface fresh jobs from your shortlist. Profile, applications, digests all over MCP.
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    MIT
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    Enables AI agents to create, validate, review, patch, save, share, and preview Minecraft textures and skins by compiling JSON specs deterministically to PNG, with review sheets, art feedback, docs, examples, and workspace-safe file operations.
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    77 npm
    1
    MIT
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    Deterministic, LLM-first control of Word documents (.docx). An agent reads the outline, finds text by phrase, and applies edits as tracked changes and comments in one atomic batch, with a safety layer that refuses edits based on a stale read and rolls back failed batches. It works on .docx files directly, and can also drive an open document in Microsoft Word on Windows or in LibreOffice Writer.
    68
    MIT
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    Lets Claude read your own Spotify playlists, run stats and searches, find duplicate tracks, compare playlists, and group thousands of tracks into draft playlists by decade, genre family or chosen genres. Previews every change and writes the result back to Spotify as playlists containing the exact tracks, caching your collection locally so it never floods the conversation.
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    MIT
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    Enables ChatGPT to answer ordinary chemistry questions by calling local RDKit tools that draw molecules inline, rotate them in 3D, and report stereochemistry, IUPAC numbering and lone pairs. Also resolves molecule names, enumerates stereoisomers, and finds substructure matches.
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    MIT
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    repo-release-tools mcp-server automates the software release process by managing version bumps, changelog generation, and releases. It streamlines repository maintenance by handling repetitive release tasks directly through your AI assistant.
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    542 PyPI
    1
    MIT
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    Local-first astrology calculations powered by Swiss Ephemeris, with natal charts, classical techniques, progressions, returns, and structured fact verification over stdio or Streamable HTTP. Includes Saturn–Jupiter lifetime tables and panoramic charts, house ingress dates, multi-technique timelines, and PNG chart rendering; interpretation stays with the client.
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    AGPL 3.0
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    Enables ChatGPT Developer Mode to operate as a local coding agent by connecting to your own repository through MCP, allowing it to read, write, search, edit files, run safe verification commands, and manage handoff context for continued work.
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    122 npm
    MIT
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    Enables Claude to independently check an AI agent's work in a local git repository by recording a baseline, running only the checks relevant to the changed files, and cross-checking what the agent claimed. Returns a compact, evidence-labelled report with a verdict and a ready-to-paste next prompt, so unverified success claims can't slip through.
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    MIT
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    Enables AI assistants to audit a website's AI visibility by checking crawler access, identity files, and page signals, and running a full scored audit across ChatGPT, Claude, Gemini, and Perplexity.
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    108 npm
    MIT
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    Enables AI agents to audit Spanish VERI*FACTU invoice chains and exported XML by recomputing AEAT fingerprints and verifying record links, generate AEAT tax QR codes and images, and build or validate Facturae 3.2.2 invoices offline. It also exposes helpers for NIF checks, QR URL checks, compliance deadlines, and credit balances.
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    Business Source 1.1
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    Enables interactive Ghidra reverse-engineering inside an AI client by rendering live decompiler, function browser, and call graph views. Users can click symbols to rename them and follow calls to navigate, all without leaving the conversation.
    10
    316 npm
    MIT
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    This MCP server enables AI agents to perform exploratory UI testing of live web apps by providing a structured view of page elements, deterministic correctness oracles, enforced read-only or opt-in write policies, persistent cross-run memory, and gap-checked coverage reports.
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    639 npm
    2
    MIT
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    Enables AI assistants to query Garmin training and recovery data—including activities, laps, strength sets, sleep, HRV, stress, and Body Battery—through the official read-only Garmin Connect Personal API. It also enables generating training dashboards and reviewing workouts, recovery, and readiness inside the chat.
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    1,325 npm
    MIT
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    Turns a pull request from GitHub, GitLab, Bitbucket or Azure DevOps into feature sections, each with a project map, the original diff and reviewer comments, so a chat host can review changes by feature instead of by file. Supports tools, prompts, resources and an embeddable app card with fullscreen workspace.
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    MIT
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    Enables Claude to read and search an owners' association portal's messages, news, document archive and info pages, including listing by upload date or name and reading PDFs as text. It also provides an interactive in-chat browser plus prompts for catching up on what's new, summarising documents, and preparing for the general meeting.
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    MIT