kelly-agent-observability SKILL.md skillA
kelly-agent-observability from mr-kelly/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mr-kelly/skills/kelly-agent-observability@git:20260824.d18190aPins git:20260824.d18190a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mr-kelly/skills
- Path
skills/kelly-agent-observability/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260824.d18190a, committed Aug 24, 2026
- First version recorded
- Jul 10, 2026
- Size
- 10,771 bytes
- Repository stars
- 6
- License
- MIT
Busabase App-in-Skill dashboard visualizing a generated MOCK fleet of LLM agents running behind a shared AI gateway for a generic organization. Use when the user invokes $kelly-agent-observability or /kelly-agent-observability, wants to review agent health, call volume, latency, error rates, cost, or trace-level chain breaks across an agent fleet. This is a demo/reference dashboard over a generated mock fleet snapshot seeded into Busabase by a trusted script — never a live monitoring…
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
# Agent Fleet Observability Desk ## Overview Kelly Agent Observability is a Busabase Cloud App-in-Skill. Its canonical product surface is the AirApp in Busabase, not a separate local-data product. The same Hono source supports an explicitly requested local preview with OAuth connection bootstrap. It gives an operator a read-mostly dashboard over a MOCK fleet of LLM agents running behind a shared AI gateway for a generic organization: per-agent call volume, latency (p50/p95), error/failure rate, cost, an hourly call-volume sparkline, and a Trace Detail view that highlights exactly where a chain of tool calls broke. This skill was never a live monitoring integration, even before this conversion — there is no real gateway, no real agents, and no real telemetry anywhere. The fleet snapshot (agents + metrics + traces) is generated by a deterministic, seeded function and written into Busabase by a trusted skill-root script (`scripts/generate_fleet_data.mjs`); the AirApp itself only ever **reads** whatever was last generated there. The only human action is narrow: append an "acknowledge" / "needs investigation" handoff note to an …
Read the whole file at its exact version.
How to install
mdr add mr-kelly/skills/kelly-agent-observability@sha256:e4a51ec196bb4347The line at the top of this page pins the label git:20260824.d18190a, 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_i6ndntzven25n72z)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Jul 10, 2026 and Aug 24, 2026, about one every 11 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260824.d18190a latest | 2026-08-24 | d18190a | 10,771 B | A | view · diff |
| git:20260808.5ce8d82 | 2026-08-08 | 5ce8d82 | 10,405 B | A | view · diff |
| git:20260806.bed1b85 | 2026-08-06 | bed1b85 | 10,324 B | A | view · diff |
| git:20260711.c9add96 | 2026-07-11 | c9add96 | 5,684 B | A | view · diff |
| git:20260710.afe1046 | 2026-07-10 | afe1046 | 5,449 B | A | view |
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 (10771 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
mr-kelly/skills · 6 stars · license MIT · pushed 2026-11-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_i6ndntzven25n72z GET https://markdownregistry.com/api/v1/resolve?ref=mr-kelly/skills/kelly-agent-observability GET https://markdownregistry.com/api/v1/blob/e4a51ec196bb4347a73648d5ea99f7ca3588bbbccb3976f0d91723d9b130ea74
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.