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Tools · Ticket Triage

Best MCP servers for ticket triage

182 MCP servers in the Official MCP Registry do ticket triage. 89 can be used as a hosted endpoint, with nothing to install, and 137 publish their source code.

#ToolRelevanceConnectCodeSeen
151AETRE & The Governed Agent
Decision-theoretic triage and fail-closed agent gating: 32 tools over stdio.
In description
triage
HOSTEDLOCALOpen3d ago
152ghidra-retro-mcp
Headless Ghidra MCP server with P-code emulation and multi-console ROM triage.
In description
triage
HOSTEDLOCALOpen3d ago
153ClawPipe
Cost-optimized LLM pipeline + 6 AI security skills (reasoning, triage, remediation, compliance).
In description
triage
HOSTEDLOCALOpen3d ago
154Jev Decision Gate by BPJ
Local Issue triage with optional Jev judgments and calibrated acceptance gates.
In description
triage
HOSTEDLOCALOpen3d ago
155mcp-folder-scout
Read-only folder triage: what is in a folder, what is stale, and where the space went.
In description
triage
HOSTEDLOCALOpen3d ago
156QTM4J
MCP server for QMetry Test Management for Jira (QTM4J) Open API.
In description
jira
HOSTEDLOCALOpen3d ago
157devflow-mcp
MCP server connecting Jira (Cloud + Server) with GitHub/GitLab. Branches, issues, PRs, flows.
In description
jira
HOSTEDLOCALOpen3d ago
158email-mcp
IMAP/SMTP email MCP server — 52 tools, stdio + HTTP, IMAP IDLE push, multi-account, AI triage.
In description
triage
HOSTEDLOCALOpen3d ago
159spikes
UI feedback for AI-assisted building. Click elements, rate them, agents triage via MCP.
In description
triage
HOSTEDLOCALOpen3d ago
160math-mcp
GPU-accelerated MCP server: symbolic algebra, numerical computing, FFT, optimization, linear algebra
In description
linear
HOSTEDLOCALOpen3d ago
161Atlassian Attachments
MCP server for downloading, uploading, and deleting Jira Cloud attachments by ID.
In description
jira
HOSTEDLOCALOpen3d ago
162a2atlassian
Jira & Confluence for AI agents. Pre-configured connections, compact output.
In description
jira
HOSTEDLOCALOpen3d ago
163IMAP MCP Pro
Production IMAP & SMTP for Claude: multi-account email search, triage, send, and spam checks.
In description
triage
HOSTEDLOCALOpen3d ago
164hiveship-mcp-server
MCP server for AI coding agents to interact with the Hiveship issue tracker
In description
issue tracker
HOSTEDLOCALOpen3d ago
165RocketCyber MCP
CLI and MCP server for RocketCyber Managed SOC: triage, MTTR, and posture analytics.
In description
triage
HOSTEDLOCALOpen3d ago
166Servosity MCP
Fleet-wide backup triage, stale-backup detection, and cross-engine analytics for any MCP agent.
In description
triage
HOSTEDLOCALOpen3d ago
167Cork MCP
Every Cork API operation, plus cross-client risk attribution and exploitability-first vuln triage.
In description
triage
HOSTEDLOCALOpen3d ago
168devicecloud
Triage failing DeviceCloud Maestro test runs: fail reasons, screenshots, flaky-flow analytics
In description
triage
HOSTEDLOCALOpen3d ago
169quellgeist-commits
Read-only MCP server: get_recent_commits over a local deploy log (Quellgeist triage).
In description
triage
HOSTEDLOCALOpen3d ago
170Tag-per-Track
Audio analysis and A&R scoring for music tracks: tags, lyrics, artist stats, demo triage.
In description
triage
HOSTEDLOCALOpen3d ago
171Abscissa
Safety-aware MCP server for Linear issues, projects, cycles, and dependencies.
In description
linear
HOSTEDLOCALOpen3d ago
172SN-MCP-Server
Multi-instance read-only MCP server for ServiceNow
In description
servicenow
HOSTEDLOCALOpen3d ago
173NavisCoord
Autodesk Navisworks coordination: clash triage, root causes, work plans and reports
In description
triage
HOSTEDLOCALOpen3d ago
174Databasin
Explore Databasin data, run read-only queries, and manage your support tickets with secure sign-in.
In description
support tickets
HOSTEDLOCALOpen3d ago
175Trail
Issue tracker and durable project memory for your coding agent, scoped to the folder you open.
In description
issue tracker
HOSTEDLOCALOpen3d ago
176intent-engineering
Audit, scaffold, and triage agent intent specs against a 9-section template.
In description
triage
HOSTEDLOCALOpen3d ago
177Open & Async
Draft decision docs, turn meetings into async artifacts, and triage sync vs async in your editor.
In description
triage
HOSTEDLOCALOpen3d ago
178alces-mcp
Alces for Jira Data Center — MCP server bridging Jira DC/JSM with AI agents
In description
jira
HOSTEDLOCALOpen3d ago
179casemargin-mcp-server
Turn a support ticket into a structured case brief, or score its L2 escalation readiness.
In description
support ticket
HOSTEDLOCALOpen3d ago
180n0s1-mcp
Secret scanner for Slack, Jira, Confluence, Asana, Wrike, Linear, Zendesk, GitHub and GitLab
In description
jira
HOSTEDLOCAL—3d ago
181InnoDay
Unified ticketing MCP server for Jira, Linear, Trello, Notion, and GitHub Issues.
In description
ticketing
HOSTEDLOCAL—3d ago
182SandboxAPIs
Drop-in read-only replicas of GitHub, Jira, Slack and 18 more, preloaded with one fake company.
In description
jira
HOSTEDLOCAL—3d ago
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FAQ

How many MCP servers are there for ticket triage?

Electra Index lists 182 active MCP servers for ticket triage from the Official MCP Registry. 89 offer a hosted endpoint and 137 publish their source code.

Is there a ready-made AI agent for ticket triage instead?

Yes. If you prefer a finished product to plugging tools into your own assistant, Crisp AI Agent, Lorikeet and Forethought do this out of the box.

How this list is ordered: a tool comes first when the use case appears in its name rather than only in its description, then when it offers a hosted endpoint, then when its source code is public, then by how recently our robot saw it in the Official MCP Registry. The match to ticket Triage comes from the publisher's description (keyword method), not from a test of the tool. Only active tools with a real description are listed. No tool pays to appear here.