Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add Kong/ai-marketplace --skill konnect-observability-triagegit clone --depth 1 https://github.com/Kong/ai-marketplaceWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/kong/ai-marketplace/konnect-observability-triage)<a href="https://agentmods.dev/skills/kong/ai-marketplace/konnect-observability-triage"><img src="https://agentmods.dev/badge/skills/kong/ai-marketplace/konnect-observability-triage/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/kong/ai-marketplace/konnect-observability-triage"><img src="https://agentmods.dev/badge/skills/kong/ai-marketplace/konnect-observability-triage.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00057 | $0.01377 |
| Opus 5 | $0.00028 | $0.00688 |
| Sonnet 5 | $0.00011 | $0.00275 |
| Haiku 4.5 | $0.00006 | $0.00138 |
Grade A, and why
konnect-observability-triage scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 175 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Konnect observability triage
Goal
Explain why Konnect observability data is missing, partial, delayed, or scoped unexpectedly, and direct the operator to the right dataset and next action.
Default to proving traffic and scope before concluding that observability is broken. This skill owns observability diagnosis, not generic gateway connectivity, portal publication, or operator-access troubleshooting.
Tool Selection
- Use the shared
kong-konnectMCP server for live inspection of the relevant Konnect surface when available. - Use
kongctl-queryfor read-only checks on organizations, control planes, APIs, and adjacent resources that determine where telemetry should appear. - Preserve the repository's chosen declarative toolchain if the investigation turns into a configuration change rather than an observability diagnosis.
- Use
konnect-access-scopewhen the problem is primarily who can see the data. - Use
konnect-gateway-triagewhen the real issue is no traffic or unhealthy gateway connectivity. - If live Konnect state matters and
kong-konnectMCP is not connected, say so early and continue with CLI or user-provided artifacts.
References To Load
Load only the reference file that matches the active branch:
references/dataset-map.md- Load when the user may be looking in the wrong observability surface for the question they are asking.
references/scope-time-window-checks.md- Load when the likely issue is wrong control plane, entity, slice, or time range rather than ingestion failure.
references/visibility-vs-ingestion.md- Load when data may exist but is delayed, permission-limited, partially visible, or confused with total loss.
Inspection Order
1. Classify the expected signal first
Clarify what the user expects to see:
- aggregate analytics or trend data
- Explorer or other queryable usage data
- Debugger traces or request-level details
- API-oriented dataset visibility
- LLM-oriented dataset visibility
- platform or administrative activity data
What ships with it
3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 12d ago First seen · 175 lines · 57 tokens per session scan A 4cde75e50513
konnect-observability-triage is a skill published in the GitHub repository Kong/ai-marketplace (5 stars, last pushed 23d ago), licensed MIT. It adds 57 tokens to every session and 1,377 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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