friction-detector SKILL.md skillA
friction-detector from athola/claude-night-market is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add athola/claude-night-market/friction-detector@git:20260807.a9dd9e6Pins git:20260807.a9dd9e6 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- athola/claude-night-market
- Path
plugins/abstract/skills/friction-detector/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260807.a9dd9e6, committed Aug 7, 2026
- First version recorded
- May 21, 2026
- Size
- 7,155 bytes
- Repository stars
- 348
- License
- MIT
Detect friction signals; graduate patterns into rules. Use for session retrospectives.
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
# Friction-to-Learning Pipeline ## Overview Detect friction signals during agent execution, track them across sessions, and graduate recurring patterns into permanent guidance. Bridges the gap between ephemeral session friction and durable CLAUDE.md rules. **Research backing**: Claude Coach (hook-based friction detection with SQLite storage), alirezarezvani's self-improving-agent (three-tier MEMORY to CLAUDE.md graduation), and the ACE framework (arXiv: evolving playbooks from execution feedback, +10.6% on agent tasks). **Current gap**: LEARNINGS.md exists but requires manual aggregation via `/abstract:aggregate-logs`. This skill adds automatic friction detection and a structured promotion path. ## Friction Signal Types | Signal | Detection Method | Weight | |--------|-----------------|--------| | Repeated corrections | User overrides same tool call 2+ times in session | High | | Command failures | Exit code != 0 patterns (same command type fails repeatedly) | Medium | | Permission denials | User denies tool call, indicating unexpected behavior | High | | Re-reads | Same file read 3+ times in session (lost context) | Low | …
Read the whole file at its exact version.
How to install
mdr add athola/claude-night-market/friction-detector@sha256:ed663e25ff214afeThe line at the top of this page pins the label git:20260807.a9dd9e6, 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_ekl3vyho3zw6ascx)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between May 21, 2026 and Aug 7, 2026, about one every 20 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260807.a9dd9e6 latest | 2026-08-07 | a9dd9e6 | 7,155 B | A | view · diff |
| git:20260726.e7e9ab8 | 2026-07-26 | e7e9ab8 | 7,124 B | A | view · diff |
| git:20260622.63c6c16 | 2026-06-22 | 63c6c16 | 7,079 B | A | view · diff |
| git:20260601.8d67212 | 2026-06-01 | 8d67212 | 6,498 B | A | view · diff |
| git:20260521.810b41c | 2026-05-21 | 810b41c | 6,500 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 (7155 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
athola/claude-night-market · 348 stars · license MIT · pushed 2026-11-05 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_ekl3vyho3zw6ascx GET https://markdownregistry.com/api/v1/resolve?ref=athola/claude-night-market/friction-detector GET https://markdownregistry.com/api/v1/blob/ed663e25ff214afe66c4ee2db42305e12a8b7df35393939965c8ed2cf0a0b46d
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.