Agent skill

Limitation Weaver

by WILLOSCAR in WILLOSCAR/research-units-pipeline-skills

Rewrite limitation passages so the paper keeps limitations without falling into count-based slot phrases (e.g., \"Two limitations…\") across many H3s.

No licenceAuto-check passed

Install Limitation Weaver

skills CLI
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill limitation-weaver -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install WILLOSCAR/research-units-pipeline-skills limitation-weaver --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/limitation-weaver .claude/skills/limitation-weaver && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
limitation-weaver
GitHub stars
513
Token cost
~936 tokens
SKILL.md length
368 words
Files
1
Skills in repo
107
Repo updated
First seen
Licence
None found

At a glance

Rewrite limitation passages so the paper keeps limitations without falling into count-based slot phrases (e.g., \"Two limitations…\") across many H3s.

  • SKILL.md covers Triggers & routing, Inputs, Workflow (explicit inputs) and Outputs, plus 5 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Limitation Weaver is an agent skill from WILLOSCAR/research-units-pipeline-skills. Rewrite limitation passages so the paper keeps limitations without falling into count-based slot phrases (e.g., \"Two limitations…\") across many H3s.

Its SKILL.md is about 940 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: Research pipelines as semantic execution units: each skill declares inputs/outputs, acceptance criteria, and guardrails. Evidence-first methodology prevents hollow writing…

Example prompts

  • “Two limitations…\”
  • “/limitation-weaver”

What it can do on your machine

Read from SKILL.md and the folder at commit c92912a. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Limitation Weaver loads about 936 tokens when it runs. Until then it costs about 42 tokens; SKILL.md has 368 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~42
When it runs · the whole SKILL.md, loaded when a task matches
~936

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 368 words (~936 tokens).

“Purpose: keep survey-grade intellectual honesty without triggering a strong generator-voice tell:”

— opening of SKILL.md by WILLOSCAR
name
limitation-weaver
binding
library

Read the full SKILL.md on GitHub

Files

Just SKILL.md in .codex/skills/limitation-weaver of WILLOSCAR/research-units-pipeline-skills.

Open the folder on GitHubat commit c92912a

Compare with similar skills

Limitation Weaver next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Limitation Weaver compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Limitation Weaver this skillWILLOSCAR/research-units-pipeline-skills513—~936Automated safety check: PassNone
Rewrite Plannexu-io/open-design100k—~511Automated safety check: PassApache-2.0
Implementing API Abuse Detection With Rate Limitingmukul975/Anthropic-Cybersecurity-Skills34k—~3.4kAutomated safety check: PassApache-2.0
Web3 Rate Limiting Circuit Breakersickn33/agentic-awesome-skills47k1 repos~1.4kAutomated safety check: PassMIT
Limitsparcadei/Continuous-Claude-v33.9k1 repos~318Automated safety check: NotesMIT
Performing API Rate Limiting Bypassmukul975/Anthropic-Cybersecurity-Skills34k—~4.4kAutomated safety check: PassApache-2.0

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  • Arxiv Search

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  • Chapter Lead Writer

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    Write H2 chapter lead blocks (sections/S<secidlead.md) that preview the chapter's comparison lens and connect its H3 subsections, without adding new facts.

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  • Chapter Skeleton

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    Build a retrieval-informed chapter skeleton (outline/chapterskeleton.yml) from taxonomy/core scope before stable H3 decomposition.

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Questions about Limitation Weaver

What does Limitation Weaver do?

Rewrite limitation passages so the paper keeps limitations without falling into count-based slot phrases (e.g., \"Two limitations…\") across many H3s. Limitation Weaver is an agent skill from WILLOSCAR/research-units-pipeline-skills., \"Two limitations…\") across many H3s.

How do I install Limitation Weaver in Claude Code?

Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill limitation-weaver -a claude-code`. Or copy the skill folder (.codex/skills/limitation-weaver in WILLOSCAR/research-units-pipeline-skills) into .claude/skills/limitation-weaver in your project. Claude Code loads it when a task matches its description.

How do I install Limitation Weaver in Codex?

Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill limitation-weaver -a codex`. Or copy the skill folder (.codex/skills/limitation-weaver in WILLOSCAR/research-units-pipeline-skills) into .agents/skills/limitation-weaver in your project. Codex loads it when a task matches its description.

Can I use Limitation Weaver in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill limitation-weaver -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/limitation-weaver, .gemini/skills/limitation-weaver, .github/skills/limitation-weaver and .opencode/skills/limitation-weaver in your project.

What does Limitation Weaver need to run?

SKILL.md names no scripts, command-line tools or credentials: Limitation Weaver is instructions for the agent only.

Does Limitation Weaver access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Limitation Weaver safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Limitation Weaver use?

No licence was found for Limitation Weaver or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Limitation Weaver use?

About 936 tokens (SKILL.md is roughly 3.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Limitation Weaver?

Skills that share tags, products or a category with Limitation Weaver: Rewrite Plan (nexu-io/open-design, 100k stars), Implementing API Abuse Detection With Rate Limiting (mukul975/Anthropic-Cybersecurity-Skills, 34k stars), Web3 Rate Limiting Circuit Breaker (sickn33/agentic-awesome-skills, 47k stars) and Limits (parcadei/Continuous-Claude-v3, 3.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Limitation Weaver?

WILLOSCAR (a GitHub user) maintains it in WILLOSCAR/research-units-pipeline-skills, which has 513 GitHub stars. The repository holds 107 skills in this directory. The repository was last updated on October 5, 2026.

Source: WILLOSCAR/research-units-pipeline-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.