beta-test-cycles SKILL.md skillA
beta-test-cycles from wildcard/caro is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add wildcard/caro/beta-test-cycles@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- wildcard/caro
- Path
.claude/skills/beta-test-cycles/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Jan 8, 2026
- Size
- 14,833 bytes
- Repository stars
- 40
- License
- AGPL-3.0
This skill should be used when the user asks to "run beta test cycle", "run next cycle", "test static patterns", "analyze test failures", "improve pass rate", or wants to systematically improve command generation quality through iterative testing and pattern refinement. Provides structured workflow for running test cycles, analyzing failures, implementing fixes, and documenting results.
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
# Beta Test Cycles Skill ## What This Skill Does This skill provides a systematic workflow for improving static pattern matchers through iterative test cycles. Use this approach to: - Analyze test failures by root cause - Fix patterns through strategic reordering and refinement - Document improvements with measurable metrics - Achieve high pass rates (80%+) efficiently **Core principle**: Fix patterns systematically by understanding specificity hierarchy and matching logic, not by adding more patterns. ## When to Use This Skill Activate this skill when: - Running beta test cycles for static pattern matchers - Analyzing test suite failures to identify root causes - Improving command generation pass rates - Reordering patterns for specificity - Fixing pattern over-matching or under-matching issues - Documenting cycle results with metrics **Example triggers:** - "Run the next beta test cycle" - "Analyze why these tests are failing" - "Improve the static matcher pass rate" - "Fix pattern ordering issues" ## Core Workflow ### Phase 1: Run Test Suite Execute the test suite and capture results: ```bash # Build the project cargo build --release # Run test suite …
Read the whole file at its exact version.
How to install
mdr add wildcard/caro/beta-test-cycles@sha256:a9960527673cde41The line at the top of this page pins the label v1.0.0, 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_7nsudwnw5ucstgrb)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jan 8, 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 (14833 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
wildcard/caro · 40 stars · license AGPL-3.0 · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_7nsudwnw5ucstgrb GET https://markdownregistry.com/api/v1/resolve?ref=wildcard/caro/beta-test-cycles GET https://markdownregistry.com/api/v1/blob/a9960527673cde41915568bc4c11d1539f6f2485779802df2396e5e0f210331a
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.