Agent Native

pwc-mcp

This skill connects an agent to the Papers With Code catalog to search papers by keywords or semantics, retrieve paper metadata and evaluations, inspect AI/ML…

by Hugging FaceOfficial publisherNot reviewed

Identity proven by GitHub's verified organisation badge (huggingface)

Agents
Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode
License
No license stated
Pin
dba15a7pinned Oct 9, 2026
Context cost
about 2,600 tokenswhen the skill loads
GitHub stars
188on huggingface/pwc-cli
Scripts
13 scripts

What it does

“Papers With Code MCP tools for searching and reading AI/ML papers, discovering recent and trending research, finding related work and paper lineage, browsing tasks, methods, conferences, organizations, and frameworks, and inspecting benchmark leaderboards with model-size and metric filters through the public Papers With Code catalog. Use whenever the user asks to find papers, survey literature, compare research, inspect an arXiv paper, explore AI/ML taxonomy or conferences, discover benchmarks or state-of-the-art models, or mentions Papers With Code, the PwC MCP server, or paperswithcode.co/mcp.”
The author's description, from SKILL.md

Generated summary from the skill's own text

This skill connects an agent to the Papers With Code catalog to search papers by keywords or semantics, retrieve paper metadata and evaluations, inspect AI/ML research taxonomy including tasks, methods, and conferences, and browse benchmark leaderboards with filtering by model size and metrics. It enables agents to survey literature, compare research approaches, and discover state-of-the-art models through structured read-only access to the public Papers With Code database.

When to use it

  • Agent needs to find papers on specific AI/ML topics or by authors
  • User wants to compare benchmark results or model performance
  • Discovering related work, paper lineage, or research trends required
  • Exploring AI/ML taxonomy, conferences, frameworks, or research methods

When not to

  • No internet connection to Papers With Code public catalog available
  • User requires paper editing, authentication, or publication capabilities
  • Agent needs image content or embedding operations from papers

Install

No license stated: install from the publisher's repository, and ask the author before you reuse or share it.

These commands install from the publisher's repository and need no account.

skills CLI

npx skills add huggingface/pwc-cli --skill pwc-mcp

Installs from the repository's default branch, which may have changed since the commit we checked.

GitHub CLI 2.90 or later

gh skill install huggingface/pwc-cli pwc-mcp@dba15a776f9773282fa590f42d7496f2833b5959

Installs the commit we checked (dba15a7).

Copy by hand

Download the folder at dba15a7 and put it in .claude/skills/pwc-mcp for Claude Code and in .agents/skills/pwc-mcp for Codex, Cursor, Gemini CLI, GitHub Copilot and OpenCode.

Skill folder on GitHub at dba15a7

Claude Code plugin

/plugin install huggingface-skills@claude-plugins-official

The publisher's plugin in Claude's official marketplace. It may hold more than this skill, and we have not pinned it.

Copy for your agent

A prompt for any coding agent. It installs this skill from GitHub at the pinned commit, copies the files as they are, and runs nothing unless you ask.

Prompt

Install the agent skill "pwc-mcp" by Hugging Face.

Source, pinned to commit dba15a776f9773282fa590f42d7496f2833b5959:
https://github.com/huggingface/pwc-cli/tree/dba15a776f9773282fa590f42d7496f2833b5959/mcp_server

1. Download that folder at exactly this commit. Do not use the default branch.
2. Copy every file unchanged, keeping the folder structure, into .claude/skills/pwc-mcp/ for Claude Code and .agents/skills/pwc-mcp/ for Codex, Cursor, Gemini CLI, GitHub Copilot and OpenCode. Create the folders if they do not exist.
3. Do not edit the files, and do not run any script in the folder unless I ask you to.
4. When you are done, list the files you copied and where you put them.

Its license is restricted or not stated. Show me the license terms from the repository before you copy anything.

Listing and checks: https://www.agentnative.dev/skills/hugging-face/pwc-mcp

SKILL.md at the pin

The license of this skill does not let us show its files here.

Files

20 files, 398 KB in total. Each file has a sha256 in the pin's manifest; the first 12 characters are shown.

Skill folder on GitHub at dba15a7

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Open roles at Hugging Face

The skills listed here are third-party software, collected from public GitHub repositories as a catalog of recent skills and provided as is. Agent Native does not write or control them and is not responsible for any harm, loss or damage caused by installing or using them. Labels and checks describe what we saw at one commit and are not a guarantee. Read a skill's files before you run it. Terms of use