bio-alignment-validation SKILL.md skillA
bio-alignment-validation from fridrichmethod/awesome-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add fridrichmethod/awesome-skills/bio-alignment-validation@git:20260712.2ff971bPins git:20260712.2ff971b in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- fridrichmethod/awesome-skills
- Path
skills/alignment-validation/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260712.2ff971b, committed Jul 12, 2026
- First version recorded
- May 17, 2026
- Size
- 14,860 bytes
- Repository stars
- 15
- License
- a license file GitHub does not identify
Validate alignment quality with insert size distribution, proper pairing rates, GC bias, strand balance, and other post-alignment metrics. Use when verifying alignment data quality before variant calling or quantification.
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
## Version Compatibility Reference examples tested with: matplotlib 3.8+, numpy 1.26+, picard 3.1+, pysam 0.22+, samtools 1.19+ Before using code patterns, verify installed versions match. If versions differ: - Python: `pip show <package>` then `help(module.function)` to check signatures - CLI: `<tool> --version` then `<tool> --help` to confirm flags If code throws ImportError, AttributeError, or TypeError, introspect the installed package and adapt the example to match the actual API rather than retrying. # Alignment Validation Post-alignment quality control to verify alignment quality and identify issues. **"Check alignment quality"** -> Compute post-alignment QC metrics (mapping rate, pairing, insert size, strand balance) to identify issues before downstream analysis. - CLI: `samtools flagstat`, `samtools stats`, Picard `CollectAlignmentSummaryMetrics` - Python: `pysam.AlignmentFile` iteration with metric calculations ## Two Different Validations | Concern | Tools | What it catches | |---------|-------|-----------------| | **File integrity** | `samtools quickcheck`, `picard ValidateSamFile` | Truncation, missing EOF, malformed records, wrong CIGAR, MAPQ out of range | …
Read the whole file at its exact version.
How to install
mdr add fridrichmethod/awesome-skills/bio-alignment-validation@sha256:748b149783ead64bThe line at the top of this page pins the label git:20260712.2ff971b, 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_ulzmzbrcrfqnsyex)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between May 17, 2026 and Jul 12, 2026, about one every 19 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260712.2ff971b latest | 2026-07-12 | 2ff971b | 14,860 B | A | view · diff |
| git:20260531.6e617c4 | 2026-05-31 | 6e617c4 | 14,433 B | A | view · diff |
| git:20260528.89ddef6 | 2026-05-28 | 89ddef6 | 14,434 B | A | view · diff |
| git:20260517.81511a7 | 2026-05-17 | 81511a7 | 14,263 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 (14860 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
fridrichmethod/awesome-skills · 15 stars · license a license file GitHub does not identify · pushed 2026-10-18 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ulzmzbrcrfqnsyex GET https://markdownregistry.com/api/v1/resolve?ref=fridrichmethod/awesome-skills/bio-alignment-validation GET https://markdownregistry.com/api/v1/blob/748b149783ead64bd122bd9fd4b716c77411ca64e4d8a9f450cc48c454d9d26e
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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