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.
| # | Tool | Relevance | Connect | Code | Seen |
|---|---|---|---|---|---|
| 151 | AETRE & The Governed Agent Decision-theoretic triage and fail-closed agent gating: 32 tools over stdio. | In description triage | HOSTEDLOCAL | Open | 3d ago |
| 152 | ghidra-retro-mcp Headless Ghidra MCP server with P-code emulation and multi-console ROM triage. | In description triage | HOSTEDLOCAL | Open | 3d ago |
| 153 | ClawPipe Cost-optimized LLM pipeline + 6 AI security skills (reasoning, triage, remediation, compliance). | In description triage | HOSTEDLOCAL | Open | 3d ago |
| 154 | Jev Decision Gate by BPJ Local Issue triage with optional Jev judgments and calibrated acceptance gates. | In description triage | HOSTEDLOCAL | Open | 3d ago |
| 155 | mcp-folder-scout Read-only folder triage: what is in a folder, what is stale, and where the space went. | In description triage | HOSTEDLOCAL | Open | 3d ago |
| 156 | QTM4J MCP server for QMetry Test Management for Jira (QTM4J) Open API. | In description jira | HOSTEDLOCAL | Open | 3d ago |
| 157 | devflow-mcp MCP server connecting Jira (Cloud + Server) with GitHub/GitLab. Branches, issues, PRs, flows. | In description jira | HOSTEDLOCAL | Open | 3d ago |
| 158 | email-mcp IMAP/SMTP email MCP server — 52 tools, stdio + HTTP, IMAP IDLE push, multi-account, AI triage. | In description triage | HOSTEDLOCAL | Open | 3d ago |
| 159 | spikes UI feedback for AI-assisted building. Click elements, rate them, agents triage via MCP. | In description triage | HOSTEDLOCAL | Open | 3d ago |
| 160 | math-mcp GPU-accelerated MCP server: symbolic algebra, numerical computing, FFT, optimization, linear algebra | In description linear | HOSTEDLOCAL | Open | 3d ago |
| 161 | Atlassian Attachments MCP server for downloading, uploading, and deleting Jira Cloud attachments by ID. | In description jira | HOSTEDLOCAL | Open | 3d ago |
| 162 | a2atlassian Jira & Confluence for AI agents. Pre-configured connections, compact output. | In description jira | HOSTEDLOCAL | Open | 3d ago |
| 163 | IMAP MCP Pro Production IMAP & SMTP for Claude: multi-account email search, triage, send, and spam checks. | In description triage | HOSTEDLOCAL | Open | 3d ago |
| 164 | hiveship-mcp-server MCP server for AI coding agents to interact with the Hiveship issue tracker | In description issue tracker | HOSTEDLOCAL | Open | 3d ago |
| 165 | RocketCyber MCP CLI and MCP server for RocketCyber Managed SOC: triage, MTTR, and posture analytics. | In description triage | HOSTEDLOCAL | Open | 3d ago |
| 166 | Servosity MCP Fleet-wide backup triage, stale-backup detection, and cross-engine analytics for any MCP agent. | In description triage | HOSTEDLOCAL | Open | 3d ago |
| 167 | Cork MCP Every Cork API operation, plus cross-client risk attribution and exploitability-first vuln triage. | In description triage | HOSTEDLOCAL | Open | 3d ago |
| 168 | devicecloud Triage failing DeviceCloud Maestro test runs: fail reasons, screenshots, flaky-flow analytics | In description triage | HOSTEDLOCAL | Open | 3d ago |
| 169 | quellgeist-commits Read-only MCP server: get_recent_commits over a local deploy log (Quellgeist triage). | In description triage | HOSTEDLOCAL | Open | 3d ago |
| 170 | Tag-per-Track Audio analysis and A&R scoring for music tracks: tags, lyrics, artist stats, demo triage. | In description triage | HOSTEDLOCAL | Open | 3d ago |
| 171 | Abscissa Safety-aware MCP server for Linear issues, projects, cycles, and dependencies. | In description linear | HOSTEDLOCAL | Open | 3d ago |
| 172 | SN-MCP-Server Multi-instance read-only MCP server for ServiceNow | In description servicenow | HOSTEDLOCAL | Open | 3d ago |
| 173 | NavisCoord Autodesk Navisworks coordination: clash triage, root causes, work plans and reports | In description triage | HOSTEDLOCAL | Open | 3d ago |
| 174 | Databasin Explore Databasin data, run read-only queries, and manage your support tickets with secure sign-in. | In description support tickets | HOSTEDLOCAL | Open | 3d ago |
| 175 | Trail Issue tracker and durable project memory for your coding agent, scoped to the folder you open. | In description issue tracker | HOSTEDLOCAL | Open | 3d ago |
| 176 | intent-engineering Audit, scaffold, and triage agent intent specs against a 9-section template. | In description triage | HOSTEDLOCAL | Open | 3d ago |
| 177 | Open & Async Draft decision docs, turn meetings into async artifacts, and triage sync vs async in your editor. | In description triage | HOSTEDLOCAL | Open | 3d ago |
| 178 | alces-mcp Alces for Jira Data Center — MCP server bridging Jira DC/JSM with AI agents | In description jira | HOSTEDLOCAL | Open | 3d ago |
| 179 | casemargin-mcp-server Turn a support ticket into a structured case brief, or score its L2 escalation readiness. | In description support ticket | HOSTEDLOCAL | Open | 3d ago |
| 180 | n0s1-mcp Secret scanner for Slack, Jira, Confluence, Asana, Wrike, Linear, Zendesk, GitHub and GitLab | In description jira | HOSTEDLOCAL | — | 3d ago |
| 181 | InnoDay Unified ticketing MCP server for Jira, Linear, Trello, Notion, and GitHub Issues. | In description ticketing | HOSTEDLOCAL | — | 3d ago |
| 182 | SandboxAPIs Drop-in read-only replicas of GitHub, Jira, Slack and 18 more, preloaded with one fake company. | In description jira | HOSTEDLOCAL | — | 3d ago |
Ready-made AI agents
- $45/mo · free plan
- Lorikeet51$2100/mo
- On quote
- $25/mo · free plan
- $7/mo · free plan
- $19/mo
Other use cases
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.