XOps Labs builds self-hosted tools that turn opaque operational domains into inspectable, automatable systems: LLM usage and cost, post-quantum readiness, climate-risk screening, and live space/mission visibility.
XOps Labs is an open-source lab for practical infrastructure and intelligence tools. The projects are intentionally different in domain, but they share the same operating shape: public or self-owned data in, transparent logic in the middle, useful operational signals out.
flowchart LR
Data["Open or self-owned data"] --> Rules["Inspectable logic"]
Rules --> Signals["Operational signals"]
Signals --> Action["Actionable workflows"]
Action --> Feedback["Better systems"]
Feedback --> Data
| Theme | Direction |
|---|---|
| AI operations | LLM usage telemetry, token and cost visibility, provider-level metrics, AI FinOps |
| Secure operations | Post-quantum cryptography discovery, crypto-agility scoring, SARIF CI gating |
| Public-data intelligence | Climate-risk screening, satellite and mission visibility, explainable data products |
| Platform engineering | Self-hosted services, Docker-first demos, OpenTelemetry, Prometheus, clean APIs |
| Developer experience | Clear docs, local-first workflows, honest roadmap boundaries, practical examples |
| Repository | What it does | Why it matters |
|---|---|---|
| llm-usage-exporter | Self-hosted Prometheus exporter for LLM usage, token volume, request counts, and USD cost telemetry across OpenAI, Azure OpenAI, Anthropic Claude, Google Gemini, and AWS Bedrock. | Makes AI spend and usage visible in the same observability stack teams already operate. |
| relixq-oss | Open-source post-quantum cryptography scanner for source code, dependencies, TLS endpoints, and CI gating with SARIF. | Helps teams find quantum-vulnerable cryptography and build crypto-agility plans before migrations become urgent. |
| ClimateRiskIQ | Self-hosted climate due-diligence screener for real estate, using public climate and hazard data with transparent 0-100 rules-based scoring. | Turns climate exposure from opaque property claims into an auditable first-pass screening report. |
| AstroTrack | 3D satellite and mission tracker with SGP4 orbits, public CelesTrak data, NASA mission context, WebGL visualization, and pass prediction. | Makes orbital infrastructure visible and teachable for students, educators, hobbyists, and mission teams. |
- Self-hosted before SaaS-dependent: operators should be able to run the tool and inspect the data path.
- Open standards over proprietary lock-in: Prometheus, OpenTelemetry, SARIF, Docker, OpenAPI, TLE/SGP4, and public-data APIs where they fit.
- Transparent logic over black boxes: scoring, parsing, and reporting should be readable source code.
- Low-friction local demos: a useful project should be easy to clone, configure, and run.
- Honest docs: shipped means the code path exists, runs, and changes real output.
- Production-minded defaults: observability, security posture, and operational limits are part of the product, not polish after the fact.
| If you need... | Start here |
|---|---|
| LLM usage, cost, and provider telemetry | llm-usage-exporter |
| Post-quantum crypto inventory and CI evidence | relixq-oss |
| Property climate-risk screening from public data | ClimateRiskIQ |
| Satellite visibility, SGP4 propagation, and mission context | AstroTrack |
Bring issues, examples, integrations, dashboards, tests, docs, and real-world operational feedback. XOps Labs projects are built to become sharper when operators, builders, educators, and researchers push on them.
Explore the repositories: github.com/xops-labs
