Endpoint AIops MCP server

<!-- mcp-name: io.github.AIops-tools/endpoint-aiops -->

Endpoint AIops

Disclaimer: Community-maintained open-source project. Not affiliated with, endorsed by, or sponsored by any endpoint-management vendor. Product and trademark names belong to their owners. MIT licensed.

Governed AI-ops for managed-endpoint fleets — thin clients, VDI endpoints, and other centrally-managed devices — with a built-in governance harness: unified audit log, token/runaway budget guard, undo-token recording, and descriptive risk tiers. Vendor-neutral: it talks to an endpoint-management server's REST API (Bearer auth) through a configurable dialect — see Dialects. Self-contained: no dependencies beyond httpx and the MCP SDK. The test suite is mock-based; the endpoint-management REST paths have not yet been exercised against a live management server — see docs/VERIFICATION.md.

What it does

Two signature analyses, plus the guarded reads and writes around them:

detect the storm (bursts of concurrent logins in a sliding window) and rank the endpoints/users dragging login and boot times. Every flag is reported with its number, not a black-box verdict.

• Login-storm analysis — during a "everyone logs in at 9am" incident,

(outdated patch level, stray agent version, divergent OS build or config profile). With no declared baseline it derives one by fleet majority, so it works before a gold image exists.

• Patch / config drift — find endpoints that have drifted from the fleet

What works

• CLI (endpoint-aiops ...): init, overview, endpoint list/get/assign-profile/reboot, session list/storm, drift report/patch, secret set/list/rm/migrate/rotate-password, doctor, mcp.
• MCP server (endpoint-aiops mcp or endpoint-aiops-mcp): 13 tools (10 read, 3 write), every one wrapped with the bundled @governed_tool harness.
• Encrypted credentials: the management-server API key lives in an encrypted store ~/.endpoint-aiops/secrets.enc (Fernet + scrypt) — never plaintext on disk. Unlock with a master password from ENDPOINTAIOPSMASTER_PASSWORD (MCP/CI) or an interactive prompt (CLI).
• Reversibility: endpointassignprofile (high risk) captures the prior profile and records an inverse "reassign the prior profile" undo descriptor. endpoint_reboot (medium risk) captures the prior online state for the audit record but declares no undo (a reboot has no safe inverse).
• Safety: state-changing CLI ops (endpoint assign-profile, endpoint reboot) require double confirmation and support --dry-run.

Capability matrix (13 MCP tools)

The analysis tools (loginstormanalysis, driftreport, patchstatus, patchcompliance, endpointhealthscore) accept injected records for pure/offline analysis; endpointhealthscore and patchcompliance are injected-only, the others also pull live from a configured target.

What this tool does, and does not, decide

Shortened. The full README is on GitHub.