claude-code-orchestra: Skill for Claude Code

.claude/skills/research-lib/SKILL.md

research-lib is a skill for Claude Code from DeL-TaiseiOzaki/claude-code-orchestra. It costs 18 tokens per session (1,419 once invoked), scanned A, original, MIT.

A research task that investigates a software library and writes documentation about it in the project's library-docs folder. A software library is reusable code that a project depends on.

In plain words
What is it for?
Use it to document libraries such as FastAPI or ruamel.yaml, including the version the project uses. Any suggested dependency update is recorded as an action item instead of being applied.
Why use it?
It gives developers a project-specific reference without changing application code or dependency files. Versions are checked from the project's declared and locked dependencies rather than guessed.

Skill for Claude Code

Written for Claude Code: disable-model-invocation in frontmatter. Also seen: reads .claude/ paths; mentions subagents.

This is DeL-TaiseiOzaki/claude-code-orchestra's own configuration. It tells Claude Code how to work on claude-code-orchestra itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything claude-code-orchestra configures →

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is python3 .claude/skills/_shared/workspace.py --skill research-lib \.

Reuse

Borrowing it

Nothing to install: this file belongs to DeL-TaiseiOzaki/claude-code-orchestra. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/DeL-TaiseiOzaki/claude-code-orchestra/main/.claude/skills/research-lib/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/DeL-TaiseiOzaki/claude-code-orchestra

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for research-lib

README.md
[![agentmods](https://agentmods.dev/badge/skills/del-taiseiozaki/claude-code-orchestra/research-lib/github.svg)](https://agentmods.dev/skills/del-taiseiozaki/claude-code-orchestra/research-lib)
Your own site
<a href="https://agentmods.dev/skills/del-taiseiozaki/claude-code-orchestra/research-lib"><img src="https://agentmods.dev/badge/skills/del-taiseiozaki/claude-code-orchestra/research-lib/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for research-lib

Your own site · 80×15
<a href="https://agentmods.dev/skills/del-taiseiozaki/claude-code-orchestra/research-lib"><img src="https://agentmods.dev/badge/skills/del-taiseiozaki/claude-code-orchestra/research-lib.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 18 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,419 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Agent Snooping · line 72
    Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.
    Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00018 $0.01419
Opus 5 $0.00009 $0.00709
Sonnet 5 $0.00004 $0.00284
Haiku 4.5 $0.00002 $0.00142

Measured 5d ago against content hash 16de11a7bd7e, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

research-lib scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/skills/research-lib/SKILL.md · 203 lines

How it starts

The opening of the file, as written. The whole thing — 203 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Research Library

Research $ARGUMENTS and create documentation in .claude/docs/libraries/.

Scope: this skill produces documentation only. It never edits source code and never edits a dependency manifest or lockfile — if the research implies a version bump, report it as an action item instead of making it.

1. Resolve the Document Path

Derive the path once, from the script, and reuse the value everywhere below. $ARGUMENTS is raw user wording (FastAPI, ruamel.yaml, @scope/pkg); the script normalizes it the same way lib_inventory.py normalizes a declared dependency, so the doc filename and the dependency name always match.

python3 .claude/skills/_shared/workspace.py --skill research-lib \
  --title "$ARGUMENTS" --create

Emits {ok, skill, slug, paths: {lib_doc}, dirs, created, artifacts, verify}. Exit 0 on success, 1 on a bad argument. Use paths.lib_doc verbatim from here on — never re-derive it by hand, and never substitute $ARGUMENTS.md.

2. Resolve the Version This Project Uses

The declared and locked versions are facts with one correct answer, so read them instead of asking the web:

python3 .claude/skills/update-lib-docs/lib_inventory.py --library "$ARGUMENTS"

The dependencies array carries {name, declared_spec, declared_in, locked_version, locked_in, ecosystem}. > **Version Checked**: records locked_version when a lockfile pins one, otherwise the version satisfying declared_spec. If dependencies is empty the library is not (yet) a dependency of this project — record the version you are documenting against and say so in ## Constraints & Notes.

Exit codes: 0 ok, 1 bad argument, 2 a manifest could not be parsed (manifest_errors), 3 a library doc could not be read (read_error). On a non-zero exit, stop and report — do not fill the version in from a web search.

Newer upstream releases are research findings, not the project's version: note them under ## Constraints & Notes as an upgrade consideration. The blockquote is the only place a version number lives.

Read the full file on GitHub · 203 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 5d ago Changed · +1 tokens per session 16de11a7bd7e
  2. 10d ago First seen · 203 lines · 17 tokens per session scan A 2bcf83f3e32f

Subscribe to this mod's changes

research-lib is a skill published in the GitHub repository DeL-TaiseiOzaki/claude-code-orchestra (195 stars, last pushed today), licensed MIT. It adds 18 tokens to every session and 1,419 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Related

Other skills, from other repositories

systematic-debugging

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes.

obra/superpowers · 21 tokens

local-ai-agents

Build local-first AI agents that run entirely on a developer workstation with Microsoft Foundry Local and Qwen function-calling models. Covers Small Language Models (SLMs), the OpenAI-compatible local endpoint, sandboxed local tools, local RAG with Chroma, local MCP servers, hybrid cloud/local routing, and the…

microsoft/ai-agents-for-beginners · 200 tokens

next-cache-components-adoption

Turn on Cache Components in a Next.js app and resolve the blocking routes it surfaces. Use when the user wants to enable, adopt, or migrate to Cache Components, flip the cacheComponents flag, work through a flood of blocking-prerender / instant validation errors, run the cache-components-instant-false codemod, or…

vercel/next.js · 95 tokens

insight-error-page

Write or audit an insight-kind error page for the Next.js dev overlay. Use when creating a new errors/ .mdx page, auditing an existing one, or checking that a page matches the framework fix cards. Covers page structure, title alignment, FixCard cards with Copy prompt button, code snippets, terminology verification…

vercel/next.js · 83 tokens

next-cache-components-optimizer

Drive a Next.js route to instant navigation by setting up an agentic loop, under Cache Components / PPR, on initial load (hard navigation) and client-side navigation (soft navigation). Encode the goal as a failing @next/playwright instant() e2e and work it to green, one verified route at a time; the shipped test then…

vercel/next.js · 170 tokens

next-partial-prefetching-adoption

Turn on Partial Prefetching in a Next.js app and work through the insights it surfaces. Use when the user wants to enable or adopt Partial Prefetching, flip the partialPrefetching flag, opt routes in with export const prefetch = 'partial', audit Link prefetch={true} behavior, preserve existing prefetched UI with…

vercel/next.js · 103 tokens