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…
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.”
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-mcpInstalls 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@dba15a776f9773282fa590f42d7496f2833b5959Installs 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.
Claude Code plugin
/plugin install huggingface-skills@claude-plugins-officialThe 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
- SKILL.md11 KB · 8ee919e0dc36
- Dockerfile649 B · c538ccfc6544
- README.md5.8 KB · 958fcda92a94
- SPEC.md5.3 KB · 3814a7761caa
- pyproject.toml627 B · 0846ce3758a3
- space/
- README.md465 B · 84303321a1ce
- src/
- pwc_mcp/
- __init__.py68 B · 898473eb0acf
- app.py20 KB · 9cf11645f393
- catalog.py17 KB · ede1f50f2335
- cursors.py6.4 KB · 432f1052ce90
- models.py15 KB · 65641498edf6
- server.py41 KB · e0b9e6ccbf69
- tests/
- conftest.py268 B · 5aecb8a4018e
- test_app.py12 KB · ff4a11e6e762
- test_catalog.py14 KB · 4139155647ca
- test_cursors.py2.8 KB · 834047194e2c
- test_parity.py3.8 KB · d898d0eeb1f4
- test_server.py31 KB · 22ce0c6ed9fc
- test_skill.py1.5 KB · d7603f4a9f55
- uv.lock207 KB · 7f49f9a133e3
20 files, 398 KB in total. Each file has a sha256 in the pin's manifest; the first 12 characters are shown.
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Open roles at Hugging Face
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