ralph-analytics SKILL.md skillA
ralph-analytics from jmagly/aiwg is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jmagly/aiwg/ralph-analytics@git:20260913.7be8bcfPins git:20260913.7be8bcf in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- jmagly/aiwg
- Path
agentic/code/addons/agent-loop/skills/ralph-analytics/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260913.7be8bcf, committed Sep 13, 2026
- First version recorded
- Apr 4, 2026
- Size
- 1,650 bytes
- Repository stars
- 228
- License
- MIT
Show analytics and metrics from agent loop execution history.
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
# Al Analytics Command Display aggregate analytics and metrics from agent loop execution history. ## Instructions When invoked, analyze agent loop data and present metrics: 1. **Scan Loop History** - Load all loop records from `.aiwg/ralph/` - Load reflections from `.aiwg/ralph/reflections/` - Load debug memory from `.aiwg/ralph/debug-memory/` 2. **Calculate Metrics** - **Success rate**: % of loops that completed successfully - **Average iterations**: Mean iterations to completion - **Reflection reuse rate**: % of reflections applied in subsequent loops - **Stuck loop rate**: % of loops that hit stuck detection - **Escalation rate**: % requiring human intervention 3. **Pattern Analysis** - Most common failure types - Most effective fix patterns - Average time per iteration - Quality trajectory per loop 4. **Display Dashboard** - Summary metrics table - Trend indicators (improving/stable/degrading) - Recommendations for improvement ## Arguments - `--since [date]` - Analyze loops from date (default: all) - `--loop [id]` - Analyze specific loop - `--export [path]` - Export analytics to file - `--brief` - Show summary only …
Read the whole file at its exact version.
How to install
mdr add jmagly/aiwg/ralph-analytics@sha256:2f8c15b314cdce08The line at the top of this page pins the label git:20260913.7be8bcf, 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_j762nvl5ne4l4so4)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Apr 4, 2026 and Sep 13, 2026, about one every 81 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260913.7be8bcf latest | 2026-09-13 | 7be8bcf | 1,650 B | A | view · diff |
| git:20260404.f8108b9 | 2026-04-04 | f8108b9 | 1,635 B | A | view · diff |
| git:20260404.7958dcc | 2026-04-04 | 7958dcc | 1,619 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 (1650 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
jmagly/aiwg · 228 stars · license MIT · pushed 2026-11-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_j762nvl5ne4l4so4 GET https://markdownregistry.com/api/v1/resolve?ref=jmagly/aiwg/ralph-analytics GET https://markdownregistry.com/api/v1/blob/2f8c15b314cdce080b979043ef69a184ebcaab02fa94ea57677470bd8a6e8fc8
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.