Architecture topicIntegrations

Connected tools

FixBugs augments the stack customers already run

FixBugs is designed to sit between repository providers, issue trackers, observability systems, and model APIs. It does not replace APM or issue tracking; it turns their signals into a fix path.

FixBugs integrationsGitHubGitLabJira

Core insight

The product value comes from connecting the context sources that already exist. Alerts and issues remain in their systems of record while FixBugs prepares the debugging artifacts.

Supported integration categories

CategoryExamplesHow FixBugs uses it
Repository providersGitHub, GitLabRead code context, inspect history, prepare diffs, and create review artifacts.
Issue trackersGitHub Issues, GitLab Issues, JiraNormalize bug input, preserve comments, and post triage outcomes.
ObservabilityPrometheus, logs, traces, metrics, alertsCorrelate symptoms with code paths, recent changes, and service behavior.
LLM APIsZero Data Retention model endpointsRun model inference without provider-side training or retention.
Local toolsGit, terminal, test runners, workspace filesValidate hypotheses and generate reviewable diffs inside the developer workflow.

Provider boundaries

Modulo, providers, and LLM APIs are separate entities. Modulo handles subscription management and connected-tool access. Providers remain the systems of record for repositories, issues, alerts, logs, metrics, and traces. Zero Data Retention LLM APIs are third-party model endpoints used only for inference.

That separation is important for security review because each integration has its own permissions, logs, and policy controls.

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