integration-monitoring SKILL.md skillA
integration-monitoring from amey-thakur/ai-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add amey-thakur/ai-skills/integration-monitoring@git:20260728.419e522Pins git:20260728.419e522 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- amey-thakur/ai-skills
- Path
skills/api-integration/integration-monitoring/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260728.419e522, committed Jul 28, 2026
- Size
- 1,709 bytes
- Repository stars
- 14
- License
- MIT
Observe external dependencies so their degradation is visible before users report it and attributable when it happens. Use when your service depends on APIs you do not control.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Integration monitoring When a third party degrades, your service degrades and your dashboards show your own errors. Monitoring integrations separately is what turns an hour of confused investigation into an immediate attribution. ## Method 1. **Measure each dependency separately.** Latency, error rate, and timeout rate per integration, so a problem is attributable at a glance (see observability). 2. **Alert on their error rate, not only on yours.** A rising provider error rate is your early warning before it becomes user-visible. 3. **Track quota consumption.** Approaching a limit is a predictable incident that monitoring can prevent (see rate-limit-handling). 4. **Watch latency percentiles, not averages.** A provider degrading at the tail affects a subset of users invisibly in the mean. 5. **Monitor webhook delivery gaps.** Absence of events looks identical to quiet, so expected-rate alerts catch silent failures (see webhook-consumption). 6. **Subscribe to their status page and changelog.** Their incident communication is a signal your monitoring cannot produce. 7. **Log correlation identifiers from both sides.** Their request id …
Read the whole file at its exact version.
How to install
mdr add amey-thakur/ai-skills/integration-monitoring@sha256:938f0e86670d8846The line at the top of this page pins the label git:20260728.419e522, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_dv2wkqocnydy7tnt)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 28, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (1709 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
amey-thakur/ai-skills · 14 stars · license MIT · pushed 2026-09-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_dv2wkqocnydy7tnt GET https://markdownregistry.com/api/v1/resolve?ref=amey-thakur/ai-skills/integration-monitoring GET https://markdownregistry.com/api/v1/blob/938f0e86670d8846cf4de70e359d1539ed8963c45e7c8d83710c26bc61f590a0
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.