Docs
PrefectHQ/fastmcp
Write or revise a page under docs/ for gofastmcp.com. An agent skill from PrefectHQ/fastmcp.
Rewrite outline/claimevidencematrix.md as a projection/index of evidence packs (NO PROSE), so claims/axes are driven by outline/evidencedrafts.jsonl rather than outline placeholders.
Install Claim Matrix Rewriter
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill claim-matrix-rewriter -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills claim-matrix-rewriter --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ 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/claim-matrix-rewriter .claude/skills/claim-matrix-rewriter && rm -rf skills-srcUse ~/.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/
Install the "claim-matrix-rewriter" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/claim-matrix-rewriter into .claude/skills/claim-matrix-rewriter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "claim-matrix-rewriter", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/claim-matrix-rewriterType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill claim-matrix-rewriter -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills claim-matrix-rewriter --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.codex/skills/claim-matrix-rewriter .agents/skills/claim-matrix-rewriter && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "claim-matrix-rewriter" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/claim-matrix-rewriter into .agents/skills/claim-matrix-rewriter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "claim-matrix-rewriter", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill claim-matrix-rewriter -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills claim-matrix-rewriter --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.codex/skills/claim-matrix-rewriter .cursor/skills/claim-matrix-rewriter && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "claim-matrix-rewriter" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/claim-matrix-rewriter into .cursor/skills/claim-matrix-rewriter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "claim-matrix-rewriter", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/WILLOSCAR/research-units-pipeline-skills.git --path .codex/skills/claim-matrix-rewriter--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill claim-matrix-rewriter -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills claim-matrix-rewriter --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.codex/skills/claim-matrix-rewriter .gemini/skills/claim-matrix-rewriter && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "claim-matrix-rewriter" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/claim-matrix-rewriter into .gemini/skills/claim-matrix-rewriter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "claim-matrix-rewriter", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install WILLOSCAR/research-units-pipeline-skills claim-matrix-rewriterInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill claim-matrix-rewriter -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/.codex/skills/claim-matrix-rewriter .github/skills/claim-matrix-rewriter && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "claim-matrix-rewriter" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/claim-matrix-rewriter into .github/skills/claim-matrix-rewriter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "claim-matrix-rewriter", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill claim-matrix-rewriter -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills claim-matrix-rewriter --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.codex/skills/claim-matrix-rewriter .opencode/skills/claim-matrix-rewriter && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "claim-matrix-rewriter" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/claim-matrix-rewriter into .opencode/skills/claim-matrix-rewriter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "claim-matrix-rewriter", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
claim-matrix-rewriter- GitHub stars
- 513
- Token cost
- ~620 tokens
- SKILL.md length
- 206 words
- Files
- 2 (incl. scripts)
- Skills in repo
- 107
- Repo updated
- First seen
- Licence
- None found
At a glance
Rewrite outline/claimevidencematrix.md as a projection/index of evidence packs (NO PROSE), so claims/axes are driven by outline/evidencedrafts.jsonl rather than outline placeholders.
- Tasks that involve Accessibility
- SKILL.md covers Triggers & routing, Inputs, Outputs and Non-negotiables, plus 3 more sections
- Runs Python scripts from its folder; calls uv
What it does
Claim Matrix Rewriter is an agent skill from WILLOSCAR/research-units-pipeline-skills. Rewrite outline/claimevidencematrix.md as a projection/index of evidence packs (NO PROSE), so claims/axes are driven by outline/evidencedrafts.jsonl rather than outline placeholders.
Its SKILL.md is about 620 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/run.py`).
It sits in Frontend & Design, covering Accessibility. It works with Python. 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…
When your agent uses it
- Tasks that involve Accessibility
Example prompts
- “/claim-matrix-rewriter”
Requirements
- Python 3
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
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
uv
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.
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
Claim Matrix Rewriter loads about 620 tokens when it runs. Until then it costs about 53 tokens; SKILL.md has 206 words of instructions outside code blocks.
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); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 206 words (~620 tokens).
“Purpose: make outline/claim_evidence_matrix.md a navigation/index layer that is driven by evidence packs (not by outline bullets).”
- name
- claim-matrix-rewriter
Files
SKILL.md and 1 other file (scripts) in .codex/skills/claim-matrix-rewriter of WILLOSCAR/research-units-pipeline-skills.
- SKILL.md
- scripts/run.py
Open the folder on GitHubat commit c92912a
Compare with similar skills
Claim Matrix Rewriter 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Claim Matrix Rewriter this skillWILLOSCAR/research-units-pipeline-skills | 513 | — | ~620 | Automated safety check: Pass | None | |
| DocsPrefectHQ/fastmcp | 28k | — | ~1k | Automated safety check: Pass | Apache-2.0 | |
| Jarvis Setupethanplusai/jarvis | 846 | — | ~2.5k | Automated safety check: Notes | Custom licence | |
| Ibm A11y Route Scanlangflow-ai/langflow | 155k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Gui Debugnatsukium/dotfiles | 106 | — | ~909 | Automated safety check: Pass | CC0-1.0 | |
| Implementing Navigationancoleman/ai-design-components | 525 | — | ~1.8k | Automated safety check: Pass | MIT |
Similar skills
Jarvis Setup
ethanplusai/jarvis
A skill your agent uses when helping someone install, configure, or debug a fresh clone of JARVIS (this repo) — especially "the mic doesn't work", "JARVIS says his language systems are down", any…
Ibm A11y Route Scan
langflow-ai/langflow
Batch-scan Langflow frontend routes for accessibility issues using the Python IBM Equal Access scanner (scripts/a11y/a11yscan.py) and produce JSON/Markdown/HTML reports.
Gui Debug
natsukium/dotfiles
Verify a rendering or window-chrome change in any macOS GUI app unattended — find its CGWindowID via JXA, capture that window alone (with per-pixel alpha) using screencapture -l, and read exact RGBA…
Implementing Navigation
ancoleman/ai-design-components
Implements navigation patterns and routing for both frontend (React/TS) and backend (Python) including menus, tabs, breadcrumbs, client-side routing, and server-side route configuration.
Repomatic Test Matrix
kdeldycke/dotfiles
Choose what a repository's CI test matrix covers. An agent skill from kdeldycke/dotfiles.
More from WILLOSCAR/research-units-pipeline-skills
All 107 skills in this repoAppendix Table Writer
WILLOSCAR/research-units-pipeline-skills
Curate reader-facing survey tables for the Appendix (clean layout + high information density), using only in-scope evidence and existing citation keys.
Artifact Contract Auditor
WILLOSCAR/research-units-pipeline-skills
Audit one research Workspace for declared Unit outputs and Pipeline target Artifacts, writing output/CONTRACTREPORT.md; use for mid-Run coverage snapshots or final delivery completeness, not deep…
Arxiv Search
WILLOSCAR/research-units-pipeline-skills
Retrieve arXiv paper metadata with keyword queries or import an offline arXiv export, and save results as JSONL (papers/papersraw.jsonl).
Chapter Lead Writer
WILLOSCAR/research-units-pipeline-skills
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.
Chapter Skeleton
WILLOSCAR/research-units-pipeline-skills
Build a retrieval-informed chapter skeleton (outline/chapterskeleton.yml) from taxonomy/core scope before stable H3 decomposition.
Dedupe Rank
WILLOSCAR/research-units-pipeline-skills
A skill your agent uses when a broad paper candidate pool needs deterministic deduplication and a stable core set.
Related
Works with
Categories
Questions about Claim Matrix Rewriter
What does Claim Matrix Rewriter do?
Rewrite outline/claimevidencematrix.md as a projection/index of evidence packs (NO PROSE), so claims/axes are driven by outline/evidencedrafts.jsonl rather than outline placeholders. Claim Matrix Rewriter is an agent skill from WILLOSCAR/research-units-pipeline-skills.jsonl rather than outline placeholders.
When should I use Claim Matrix Rewriter?
Claim Matrix Rewriter fits situations like: tasks that involve Accessibility.
How do I install Claim Matrix Rewriter in Claude Code?
Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill claim-matrix-rewriter -a claude-code`. Or copy the skill folder (.codex/skills/claim-matrix-rewriter in WILLOSCAR/research-units-pipeline-skills) into .claude/skills/claim-matrix-rewriter in your project. Claude Code loads it when a task matches its description.
How do I install Claim Matrix Rewriter in Codex?
Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill claim-matrix-rewriter -a codex`. Or copy the skill folder (.codex/skills/claim-matrix-rewriter in WILLOSCAR/research-units-pipeline-skills) into .agents/skills/claim-matrix-rewriter in your project. Codex loads it when a task matches its description.
Can I use Claim Matrix Rewriter 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 claim-matrix-rewriter -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/claim-matrix-rewriter, .gemini/skills/claim-matrix-rewriter, .github/skills/claim-matrix-rewriter and .opencode/skills/claim-matrix-rewriter in your project.
What does Claim Matrix Rewriter need to run?
Going by SKILL.md and its folder, Claim Matrix Rewriter needs Python for the scripts in its folder and the command-line tools its instructions call (uv). Our summary lists: Python 3.
Does Claim Matrix Rewriter access the network?
SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Claim Matrix Rewriter 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Claim Matrix Rewriter use?
No licence was found for Claim Matrix Rewriter or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Claim Matrix Rewriter use?
About 620 tokens (SKILL.md is roughly 2.5k 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 Claim Matrix Rewriter?
Skills that share tags, products or a category with Claim Matrix Rewriter: Docs (PrefectHQ/fastmcp, 28k stars), Jarvis Setup (ethanplusai/jarvis, 846 stars), Ibm A11y Route Scan (langflow-ai/langflow, 155k stars) and Gui Debug (natsukium/dotfiles, 106 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Claim Matrix Rewriter?
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.