vitel
Vitals / interoception for AI agents — graded observability that turns telemetry (metrics, SLOs,
error budgets) into a pass / warn / fail verdict, with every finding grounded in a Metric
(name, window, observed vs threshold, burn-rate).
vitel is a sense organ built on the shared agentsensory
contract — sibling to AgentVision (eyes), Audel (ears) and Verel (brain). Drop it into
CI/CD to gate a release on error-budget burn, or run it as a Verel sense so the brain won't mark a
deploy "done" until post-rollout vitals confirm health.
What it does
| Function | Behavior |
|---|---|
check(source, *, slo=None) |
deterministic threshold / SLO / burn-rate evaluation, no LLM — main path |
analyze(source, *, slo=None, backend=None) |
adds anomaly / LLM critique on top of check |
watch(source, *, window, interval) |
poll / stream over time; trend, degradation, liveness |
render(source) |
normalized series + rates / percentiles / burn-rate (the trustworthy signal) |
Install
pip install vitel # light base: JSON/CSV series + thresholds
pip install "vitel[prometheus]" # PromQL / Prometheus
pip install "vitel[otel]" # OpenTelemetry (OTLP)
pip install "vitel[cloud]" # Datadog / CloudWatch
pip install "vitel[psutil]" # process self-vitals
pip install "vitel[all]" # everything
License
MIT © Amit Patole
1 maintainer
Release files for vitel 0.1.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| vitel-0.1.0.tar.gz | 161.8 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| vitel-0.1.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 211.1 kB
Release files / vitel-0.1.0.tar.gz
| Download URL | vitel-0.1.0.tar.gz |
|---|---|
| Size | 161.8 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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| Uploaded via |
twine/6.2.0 CPython/3.12.13
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Release files / vitel-0.1.0-py3-none-any.whl
| Download URL | vitel-0.1.0-py3-none-any.whl |
|---|---|
| Size | 49.3 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.13
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