AI reliability tooling

Detect, diagnose, and fix routing drift in AI skill deployments with scans, maps, audits, linting, and self-contained reports.

Homingo gives AI skill fleets a repeatable routing-health workflow: scan for overlap, map capabilities, audit conflicts, lint before shipping, and review self-contained reports.

Homingo

Routing drift console

v0.15.1

scan

map

audit

lint

Fleet healthreport.html

Problem

AI skill deployments can accumulate routing drift, skill overlap, and scope overload. Homingo makes those failure modes visible before they become production behavior.

Audience

Builders operating AI agents, skill libraries, or routing layers that need repeatable checks instead of manual inspection alone.

Access

Free for the current public version.

Authentication

No Google OAuth integration is part of the current public landing page.

Capabilities

  • Instant fleet scans with local heuristic overlap and scope overload analysis
  • Capability maps with clusters, nearest neighbors, merge candidates, and overloaded hotspots
  • Read-only audits using LLM-powered simulation in pairwise and full-fleet modes
  • Pre-deploy linting with adversarial routing tests and fix suggestions
  • HTML reports and a built-in logs viewer

Data use

  • Reads skill definitions, configuration, or fleet files supplied to Homingo commands.
  • Runs local heuristic analysis for scan and map workflows.
  • Can run LLM-powered simulation for audit workflows in pairwise and full-fleet modes.
  • Writes diagnostic outputs such as reports and logs rather than rewriting the user’s skill files.

Trust notes

  • Designed as a diagnostic and evaluation tool for AI skill fleets.
  • Scan and map workflows run locally with zero API calls according to the live product page.
  • Audit workflows can use LLM-powered simulation; product docs carry the command-level details.
  • Reports are generated as self-contained HTML artifacts.