ducknng-development
Use for ducknng implementation, build, or RPC/transport contract changes.
Skill by sounkou-bioinfo
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Install
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.
npx agentmarket install skill/sounkou-bioinfo-ducknng-development
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: documents
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/ducknng-development
What's inside
- Skill name
ducknng-development- Description
- Use for ducknng implementation, build, or RPC/transport contract changes.
- License
- MIT
- Instructions
- 32 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
# ducknng development ## Authorities and layers Follow repository instructions and consult the current branch contract for the affected registry, session, or carrier. The registry is the semantic authority; generated RPC manifests/descriptors are derived. Keep these layers distinct: 1. SQL/RPC registry and validation; 2. service/session/request state; 3. Quack/Arrow serialization; 4. NNG, HTTP, and WebSocket carriers; 5. DuckDB adapters and generated public catalog. A carrier changes bytes and framing, not RPC/session/auth semantics. ## Invariants - Make server, listener/socket, session, AIO, request, payload, and callback ownership explicit. - Never reuse or free AIO/request buffers while callbacks can observe them. - Bind session tokens to their owner and fail closed on malformed, oversized, unauthenticated, or cross-session input. - `query_open` can mutate state even when opt-in unary `exec` is absent — do not treat it as read-only by default. - Bound frames, vectors, recursion, decompression, and retained requests before allocation. - Keep unstable DuckDB APIs behind the repository compatibility layer and audit supported versions. - Return errors through DuckDB/transport surfaces; never abort the host. - Regenerate public manifests/catalogs from their authority; do not hand-edit generated copies. ## Gates Use the smallest changed-carrier test while iterating. Before runtime/build handoff, run the gates required by the current Makefile for that contract; release and interop claims retain their full gates. Typical targets include `release`, `test_release`, `prop`, `prop-sanitize`, `function_catalog`, `rdm`, and `check_news`. Prose-only changes need the relevant documentation checks, not an automatic browser/sanitizer run.
From sounkou-bioinfo/pi-skills, MIT.
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duckqc-design
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Use when designing DuckDB-native variant consequence prediction, including transcript and haplotype semantics.
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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…
SkillBFreshness: B★ 2Claude Code +9 - 0.556score
r-c-anti-slop
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Use to audit R/C helper sprawl, redundant checks, complexity, or host-unsafe assertions with Tree-sitter.
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duckhts-development
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Use for DuckHTS implementation, build, or public SQL/R API changes.
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biomedical-evidence-search
sounkou-bioinfo
Use for variant, gene, trait, eQTL/PheWAS, score, or literature lookups via biomedical_search.
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duckhts-wasm-debugging
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Use when debugging DuckHTS in webR, duckdb-wasm, or Emscripten/browser workers.
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 - 0.554score
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
duckvep-design
sounkou-bioinfo
Use when designing DuckDB-native variant consequence prediction, including transcript and haplotype semantics.
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
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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Cite this page
ducknng-development skill. Agent Mart. https://agentmart.dev/skills/sounkou-bioinfo-ducknng-development (last updated 2026-10-24)