aspire-debugging SKILL.md skillA

aspire-debugging from chrisreddington/flight-school is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add chrisreddington/flight-school/aspire-debugging@git:20260521.85a9cc1

Pins git:20260521.85a9cc1 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
chrisreddington/flight-school
Path
.github/skills/aspire-debugging/SKILL.md
Versions recorded
1
Latest version
git:20260521.85a9cc1, committed May 21, 2026
Size
946 bytes
Repository stars
30
License
MIT

Debug Flight School with Aspire Dashboard telemetry and Aspire MCP tools.

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

# Aspire debugging workflow

Use this skill when diagnosing runtime issues in Flight School API routes, GitHub API calls, or Copilot SDK sessions.

## Steps

1. Start the dashboard:

```bash
npm run dashboard
```

2. Start the app:

```bash
npm run dev
```

3. Start Aspire MCP in dashboard mode:

```bash
npm run aspire:mcp
```

4. Use Aspire telemetry tools:
- `list_resources` for service health
- `list_structured_logs` for error diagnostics
- `list_traces` for request timelines
- `list_trace_structured_logs` for trace-level logs

## Notes

- `dashboard` uses `--allow-anonymous`, so run it on local trusted machines only.
- Prefer trace inspection when debugging Copilot SDK latency (`sendAndWait`, streaming first token, tool calls).
- Prefer structured logs when validating GitHub API failures and rate-limit headers.

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add chrisreddington/flight-school/aspire-debugging@sha256:18f5df3470f0bccd

The line at the top of this page pins the label git:20260521.85a9cc1, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_pyxa7s3shxu4yugx.svg)](https://markdownregistry.com/a/art_pyxa7s3shxu4yugx)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on May 21, 2026.

versioncommittedcommitsizeaudit
git:20260521.85a9cc1 latest2026-05-21 85a9cc1 946 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (946 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

GitHub

chrisreddington/flight-school · 30 stars · license MIT · pushed 2026-10-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_pyxa7s3shxu4yugx
GET https://markdownregistry.com/api/v1/resolve?ref=chrisreddington/flight-school/aspire-debugging
GET https://markdownregistry.com/api/v1/blob/18f5df3470f0bccd633865c46ec1d8e16c572538de5d567f4e879a05e8bed5f8

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.

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