JODMCP

Agentic AI ops desktop app. Logs, traces, metrics — via MCP tools.

Agentic AI ops with a cursor-like chat — across CloudWatch logs, traces, metrics and your code.

JODMCP connects observability backends and code repos as MCP tools. Ask questions, triage incidents, and open PRs — all from the desktop chat, with security and audit by default.

What you can do today

Find errors in CloudWatch by service, path, or customer cohort

Get detailed reports: 4xx vs 5xx, top offenders, trend deltas

Create GitHub PRs to fix errors with guided diff proposals

Correlate logs ↔ traces ↔ metrics to shorten MTTR

Backends and repos are MCP tools — connect once, use in the JODMCP desktop app (macOS, Windows, Linux).

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Incident Q&A

Natural questions over logs, traces, and metrics with grounding in your data.

Error analytics

Breakdown by 4xx/5xx, top endpoints, p95 latency, and anomaly alerts.

Code-aware fixes

Use GitHub context to propose patches and open PRs with checks.

MCP-first design

Each backend is an MCP tool — portable, permissioned, auditable.

Security

Security is the default. Sensitive data never leaves your boundary without controls.

PII masking

Mask tokens, emails, phone numbers and secrets in logs before model access.

Encrypted chat history

AES-256 at rest, TLS in transit, with org-level key rotation and retention controls.

Scoped tokens & audit

Per-tool scopes via MCP, signed execution logs, and immutable audit trails.

How it works

Connect sources as MCP tools, chat to investigate, then act with confidence.

Connect tools

CloudWatch, GitHub, Grafana today — Datadog, Splunk, Loki next. All via MCP.

Investigate in chat

Ask for error distributions, trace correlations, or “why did p95 spike?”

Fix with PRs

Generate diffs grounded in your repo, open PRs, and link to the incident.

Integrations

First-class today: CloudWatch, GitHub, Grafana. Roadmap: Datadog, Splunk, Loki, OpenTelemetry collectors. Surface: JODMCP Desktop (macOS/Windows/Linux).

AWS CloudWatch

GitHub

Grafana

OpenTelemetry

JODMCP Desktop

Datadog (soon)

Splunk (soon)

Loki (soon)

Want early access, security review, or a custom backend? Drop us a message and we'll get back to you.

For early access, security reviews, or custom backends, email us or join the waitlist:

jodmcp@jodmcp.com Join waitlist

We typically reply within 2 business days