debug-integration

debug-integration is a skill for Claude Code from resolve-ai-oss/resolve-ai-plugins. It costs 99 tokens per session (730 once invoked), scanned A, original, Apache-2.0.

A skill for diagnosing a failing or inactive Resolve integration. An integration connects Resolve to a data source such as Datadog, Grafana, or Prometheus.

In plain words
What is it for?
Use it to investigate a broken or quiet integration and understand its settings, health check, or related logs.
Why use it?
It helps explain configuration and identify why Resolve is not receiving or processing data from the connected system.

Skill for Claude Code

Written for Claude Code: argument-hint in frontmatter.

Part of the resolve-ai-admin plugin — 4 skills shipped together

Good fit Use it to investigate a broken or quiet integration and understand its settings, health check, or related logs.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/resolve-ai-oss/resolve-ai-plugins/debug-integration
Install

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.

Any agent
npx skills add resolve-ai-oss/resolve-ai-plugins --skill debug-integration
Clone the repo
git clone --depth 1 https://github.com/resolve-ai-oss/resolve-ai-plugins

Made for: Claude Code.

Or install resolve-ai-admin, the plugin that ships this one along with the rest of its 4 skills.

Wrote 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.

agentmods badge for debug-integration

README.md
[![agentmods](https://agentmods.dev/badge/skills/resolve-ai-oss/resolve-ai-plugins/debug-integration/github.svg)](https://agentmods.dev/skills/resolve-ai-oss/resolve-ai-plugins/debug-integration)
Your own site
<a href="https://agentmods.dev/skills/resolve-ai-oss/resolve-ai-plugins/debug-integration"><img src="https://agentmods.dev/badge/skills/resolve-ai-oss/resolve-ai-plugins/debug-integration/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.

agentmods 80×15 button for debug-integration

Your own site · 80×15
<a href="https://agentmods.dev/skills/resolve-ai-oss/resolve-ai-plugins/debug-integration"><img src="https://agentmods.dev/badge/skills/resolve-ai-oss/resolve-ai-plugins/debug-integration.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 99 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 730 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00099 $0.00730
Opus 5.5 $0.00040 $0.00292
Sonnet 5.5 $0.00020 $0.00146
Haiku 4.5 $0.00010 $0.00073

Measured 1mo ago against content hash 48ae7ac2c5d2, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

debug-integration 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 1mo 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.

plugins/claude/resolve-ai-admin/skills/debug-integration/SKILL.md · 49 lines

How it starts

The opening of the file, as written. The whole thing — 49 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Debug a Resolve integration

Use when the user wants Resolve to diagnose or explain one of their integrations. The Resolve agent has internal tools to list integrations, load schema + redacted values + last health check + satellite scope, and (for satellite-backed integrations) read pod logs scoped to the right namespace.

This skill is read-only. To create or mutate integrations, see resolve-ai-admin:create-integration. To edit satellite Helm values, see resolve-ai-admin:satellite-configs.

Arguments

If $ARGUMENTS is non-empty, treat it as the user's question and proceed.

If $ARGUMENTS is empty (skill invoked without a clear question), ask the user once what's wrong with which integration. Treat their next reply as the base message.

Composing the ask

Compose one message for resolve-ai:ask. The agent will discover the target integration internally (list_integrations → get_integration_details) and invoke its own integration-debug skill to apply the diagnostic discipline (kubectl scoping rules, structured output formats).

You don't need to specify the integration instance id — describing the integration by name and symptom is sufficient. The agent will resolve which instance the user means.

Enrich the base message with conversation context that directly supports debugging this integration. Be ruthlessly selective:

  • Error messages, log lines, or stack traces the user has shown that name the symptom
  • Recent changes (deploys, config edits) that might be tied to the failure
  • Health-check output the user pasted, if any

Format the enriched message as the user's question first, then a brief ## Local context block with only the relevant items. Hand that single composed message to resolve-ai:ask; it owns sending, scoping, streaming, and canvas URL handling.

After asking

Once resolve-ai:ask has produced its streamed or settled answer, expect a Mode A 4-block diagnosis (starts with **What's failing:** and includes Evidence / Likely cause / Suggested next step) when the user asked about a failure, or a Mode B field tour when they asked about config fields. Surface this verbatim — don't paraphrase the structured blocks.

Read the full file on GitHub · 49 lines

Changes

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.

  1. 1mo ago First seen · 49 lines · 99 tokens per session scan A 48ae7ac2c5d2

Subscribe to this mod's changes

debug-integration is a skill published in the GitHub repository resolve-ai-oss/resolve-ai-plugins (4 stars, last pushed 2d ago), licensed Apache-2.0. It adds 99 tokens to every session and 730 once invoked, about $0.0004 per session on Opus 5.5. 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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