duckhts-development
Use for DuckHTS implementation, build, or public SQL/R API changes.
Skill by sounkou-bioinfo
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
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About
Use cases: backend
Reviews
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Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
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Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/duckhts-development
What's inside
- Skill name
duckhts-development- Description
- Use for DuckHTS implementation, build, or public SQL/R API changes.
- License
- MIT
- Instructions
- 42 lines in SKILL.md · view on GitHub
Files (4)
- SKILL.md
- repo-workflow.md · references/
- rewrite-porting.md · references/
- testing-checklist.md · references/
SKILL.md (first lines)
# DuckHTS development ## Authorities Follow repository `AGENTS.md`; repository instructions win over this skill. Consult `ARCHITECTURE.md` for component boundaries, `STYLE.md` for code conventions, and the relevant entry in `design/README.md` for design changes—not the whole stack for every edit. - `functions.yaml` is the only hand-maintained public SQL catalog. - Extension source is under `src/`; R package integration is under `r/Rduckhts/`. - `.sync/` pinned mirrors precede secondary sources for compatibility work. - `r/duckhtsbench` owns benchmark/corpus artifact identity, derivation, staging, and receipts. ## Completion gates Every user-visible change updates root `NEWS.md`; update `r/Rduckhts/NEWS.md` only for package-visible changes. Public features normally need SQL conformance and R tinytests. Use affected tests while iterating. Before handing off extension-source changes, run the repository's integration gates, including: ```bash cd /root/duckhts/r/Rduckhts Rscript bootstrap.R /root/duckhts THREADS=4 make test ``` Never run `R CMD INSTALL .` from `r/Rduckhts/`; build and install a tarball. New translation units must enter `src/duckhts_sources.tsv` so native, Unix R, and Windows R builds agree. For public function/signature/docs changes: edit `functions.yaml`, run `python3 scripts/render_function_catalog.py`, bootstrap Rduckhts, and verify generated package/catalog output. Do not commit the local `community-extensions/` sync copy. Render README files only from their corresponding `.Rmd`. Use deterministic, offline extension builds. Pin/checksum vendors and patch through ledgered files; do not edit vendored source directly. Preserve core fixtures and clean generated test output. ## Compatibility rewrites For mosdepth/bcftools/samtools/VEP-like behavior, record upstream version/commit, supported subset, output/error contract, unsupported features, attribution, and exact comparison commands. Read `.sync/` first and validate continuously against pinned upstream behavior. Baseline SQL/tinytest coverage is not a substitute for upstream conformance. Use `references/rewrite-porting.md` for the full rewrite/porting checklist and documentation obligations. ## Native invariants Keep ownership explicit and bound input-driven allocation. Mutable htslib handles, iterators, and caches are per-thread. Do not conflate htslib decompression workers with DuckDB parallelism. Preserve declared VCF-header typing; broken headers require explicit repair layers. Keep coverage counting models on separate surfaces: fixed-width bins use arithmetic, `cgranges` is for irregular interval joins only, and each counting model gets its own function with R wrappers, `functions.yaml` entries, and benchmarks (Phase-10 guidance in `AGENTS.md`). CSQ/ANN/BCSQ typing rules live in `src/vep_parser.c`, seeded from bcftools mirror behavior; unresolved fields default to `String`, and extending the rules requires updating both SQL and R tests. For WisecondorX/dedup-style streaming work, `FILE_OFFSET` ordering in `read_bam()` matters for exact streaming order reproduction. For wasm-specific debugging, use `duckhts-wasm-debugging`.
From sounkou-bioinfo/pi-skills, MIT.
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architecture-refinement
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Use for consequential architecture review, exploratory coding and theory-building when requirements or behavior are uncertain, technical issue refinement, and…
SkillAFreshness: A★ 2Claude Code +9 - 0.563score
bioinformatics-rewrites
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Use when reusing, binding, porting, or redesigning a bioinformatics implementation - reuse decisions, native FFI/bindings, compatibility with a named upstream…
SkillBFreshness: B★ 2Claude Code +9 - 0.561score
duckqc-design
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Use when designing DuckDB-native sequencing QC metrics, reductions, or compatibility outputs.
SkillBFreshness: B★ 2Claude Code +9 - 0.561score
duckvep-design
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Use when designing DuckDB-native variant consequence prediction, including transcript and haplotype semantics.
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s7-development
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Use when implementing or changing R S7 classes, properties, methods, or package integration.
SkillBFreshness: B★ 2Claude Code +9 - 0.559score
duckdb-c-extension
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Use for C DuckDB extension architecture, ownership, concurrency, API compatibility, vendoring, function catalogs, or packaging and exposing the extension…
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r-c-anti-slop
sounkou-bioinfo
Use to audit R/C helper sprawl, redundant checks, complexity, or host-unsafe assertions with Tree-sitter.
SkillBFreshness: B★ 2Claude Code +9 - 0.556score
r-package-development
sounkou-bioinfo
Use for R package metadata, documentation generation, builds, checks, or release work.
SkillBFreshness: B★ 2Claude Code +9 - 0.556score
duckhts-wasm-debugging
sounkou-bioinfo
Use when debugging DuckHTS in webR, duckdb-wasm, or Emscripten/browser workers.
SkillBFreshness: B★ 2Claude Code +9 - 0.556score
biomedical-evidence-search
sounkou-bioinfo
Use for variant, gene, trait, eQTL/PheWAS, score, or literature lookups via biomedical_search.
SkillBFreshness: B★ 2Claude Code +9 - 0.554score
local-review
sounkou-bioinfo
Use for Plannotator plan or local diff review, or for a short Pi tree exploration followed by returning to implementation.
SkillBFreshness: B★ 2Claude Code +9 - 0.554score
project-orientation
sounkou-bioinfo
Re-establish working context after a handoff, when resuming unfamiliar repository work, or when requirements, source, tests and remembered decisions conflict.
SkillBFreshness: B★ 2Claude Code +9
Signals
- Stars
- 2
- Forks
- 1
- Open issues
- 2
- Last commit (this folder)
- Sep 6, 2026 (1 month ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/sounkou-bioinfo/pi-skills
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from sounkou-bioinfo
- 0.598score
architecture-refinement
sounkou-bioinfo
Use for consequential architecture review, exploratory coding and theory-building when requirements or behavior are uncertain, technical issue refinement, and…
SkillAFreshness: A★ 2Claude Code +9 - 0.563score
bioinformatics-rewrites
sounkou-bioinfo
Use when reusing, binding, porting, or redesigning a bioinformatics implementation - reuse decisions, native FFI/bindings, compatibility with a named upstream…
SkillBFreshness: B★ 2Claude Code +9 - 0.561score
duckqc-design
sounkou-bioinfo
Use when designing DuckDB-native sequencing QC metrics, reductions, or compatibility outputs.
SkillBFreshness: B★ 2Claude Code +9 - 0.561score
duckvep-design
sounkou-bioinfo
Use when designing DuckDB-native variant consequence prediction, including transcript and haplotype semantics.
SkillBFreshness: B★ 2Claude Code +9 - 0.561score
s7-development
sounkou-bioinfo
Use when implementing or changing R S7 classes, properties, methods, or package integration.
SkillBFreshness: B★ 2Claude Code +9 - 0.559score
duckdb-c-extension
sounkou-bioinfo
Use for C DuckDB extension architecture, ownership, concurrency, API compatibility, vendoring, function catalogs, or packaging and exposing the extension…
SkillBFreshness: B★ 2Claude Code +9
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duckhts-development skill. Agent Mart. https://agentmart.dev/skills/sounkou-bioinfo-duckhts-development (last updated 2026-10-24)