# Paperswithcode (npm · @pipeworx/mcp-paperswithcode)

Papers (ML research) MCP.

- Trust score: 84/100 (high trust)
- Change this week: +3
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-11-05

## Components

- remote · `gateway.pipeworx.io`: 63/100, [markdown](https://verifymcp.io/servers/pipeworx-io-paperswithcode/paperswithcode-mcp.md), [page](https://verifymcp.io/servers/pipeworx-io-paperswithcode/paperswithcode-mcp)
- npm · `@pipeworx/mcp-paperswithcode`: 84/100 (this document), [markdown](https://verifymcp.io/servers/pipeworx-io-paperswithcode/pipeworx-mcp-paperswithcode.md), [page](https://verifymcp.io/servers/pipeworx-io-paperswithcode/pipeworx-mcp-paperswithcode)

## Channel facts

- Registry: `npm`
- Package: `@pipeworx/mcp-paperswithcode`
- Version: `0.2.1`
- Transport: `stdio`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-11-05.

- **Supply Chain Security**: 100/100
  - No malware found by supply-chain analysis.
  - No known CVEs affecting this package version or its production dependencies.
  - No install/post-install scripts declared.
  - No production dependencies, so there is no dependency health to assess.
- **Provenance & Transparency**: 97/100
  - Source repository is publicly reachable at the declared URL.
  - Cryptographically verified build provenance (signed, bound to pipeworx-io/mcp-paperswithcode).
  - Clear OSI-approved license (MIT).
  - Actively maintained (last published 1 days ago).
  - Disclosure check failed: no security disclosure policy was found in the source repository.
- **Schema Quality & AI Usability**: 76/100
  - AI-judged instruction clarity (good).
  - Tool/resource definitions use about 435 tokens (~108/item across 4 items; 4 tools + 0 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 23/100
  - Stability observed for 7 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 4 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 5 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## Install

### How do I install the Paperswithcode MCP server?

Paperswithcode runs locally as an npm package, launched with npx -y @pipeworx/mcp-paperswithcode. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

### Claude

```bash
claude mcp add pipeworx-io-paperswithcode -- npx -y @pipeworx/mcp-paperswithcode
```

### Cursor

```json
{
  "mcpServers": {
    "pipeworx-io-paperswithcode": {
      "command": "npx",
      "args": [
        "-y",
        "@pipeworx/mcp-paperswithcode"
      ]
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "pipeworx-io-paperswithcode": {
      "command": "npx",
      "args": [
        "-y",
        "@pipeworx/mcp-paperswithcode"
      ]
    }
  }
}
```

### Codex

```bash
codex mcp add pipeworx-io-paperswithcode -- npx -y @pipeworx/mcp-paperswithcode
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "pipeworx-io-paperswithcode": {
      "type": "local",
      "command": [
        "npx",
        "-y",
        "@pipeworx/mcp-paperswithcode"
      ],
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add pipeworx-io-paperswithcode --command npx --arg -y --arg @pipeworx/mcp-paperswithcode
```

### Hermes

```yaml
mcp_servers:
  pipeworx-io-paperswithcode:
    command: "npx"
    args: ["-y", "@pipeworx/mcp-paperswithcode"]
```

### Netclaw

```json
{
  "McpServers": {
    "pipeworx-io-paperswithcode": {
      "Transport": "stdio",
      "Command": "npx",
      "Arguments": [
        "-y",
        "@pipeworx/mcp-paperswithcode"
      ]
    }
  }
}
```

### Vellum

```bash
assistant mcp add pipeworx-io-paperswithcode -t stdio -c npx -a -y @pipeworx/mcp-paperswithcode
```

### Other

```json
{
  "mcpServers": {
    "pipeworx-io-paperswithcode": {
      "command": "npx",
      "args": [
        "-y",
        "@pipeworx/mcp-paperswithcode"
      ]
    }
  }
}
```

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-11-04 (score 84, +1)

- [functional] Package version: 0.2.0 → 0.2.1

### 2026-11-02 (score 83, +1)

No change was recorded against any check on this day. Stability & Change Management went from 10 to 13. That category is still filling its 30-day observation window: 3 days of observed history at the previous scan, 4 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-30 (score 82, +1)

No change was recorded against any check on this day. Stability & Change Management went from 0 to 3. That category is still filling its 30-day observation window: 0 days of observed history at the previous scan, 1 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-29 (score 81)

First indexed and scored.

## MCP tools (4)

### `search_papers` (~112 tokens)

Search machine-learning / AI research papers (via Hugging Face Papers, the successor to Papers with Code). Returns arXiv id, title, authors, community upvotes, and a linked GitHub repo when available. Use for "papers on <topic>", "recent ML research about X".

Input parameters:

- `limit` (number): Max papers to return (1-50, default 10).
- `query` (string, required): Search terms (e.g. "mamba", "diffusion transformer", "RLHF").

### `trending_papers` (~90 tokens)

Today's trending ML/AI papers (or a given day's), ranked by community upvotes, via Hugging Face Papers. Use for "what are the hot AI papers", "trending ML research", "top papers this week".

Input parameters:

- `date` (string): Optional day YYYY-MM-DD (default: latest).
- `limit` (number): Max papers to return (1-50, default 15).

### `get_paper` (~82 tokens)

Get full detail for a paper by its arXiv id (e.g. "2312.00752"): title, authors, abstract, AI-generated summary and keywords, community upvotes, and counts of linked models / datasets / demo Spaces.

Input parameters:

- `arxiv_id` (string, required): arXiv identifier (e.g. "2312.00752").

### `get_repositories` (~96 tokens)

Find IMPLEMENTATIONS of a paper (by arXiv id): the linked GitHub repository plus the most popular Hugging Face models, demo Spaces, and datasets that implement or reproduce it — the "papers with code" view. Use for "code/implementation for <paper>", "models trained on <paper>".

Input parameters:

- `arxiv_id` (string, required): arXiv identifier (e.g. "2312.00752").

## Diagnostics

Captured diagnostic sections: Provenance, Dependencies. The full working is on the page: https://verifymcp.io/servers/pipeworx-io-paperswithcode/pipeworx-mcp-paperswithcode#diagnostics

## Score history

- 2026-11-05: 84
- 2026-11-04: 84
- 2026-11-03: 83
- 2026-11-02: 83
- 2026-11-01: 82
- 2026-10-31: 82
- 2026-10-30: 82
- 2026-10-29: 81

## Common questions

### What is the Paperswithcode MCP server?

Paperswithcode is an MCP server listed in the public MCP registry as io.github.pipeworx-io/paperswithcode. Papers (ML research) MCP. This page covers its npm package (@pipeworx/mcp-paperswithcode).

### Is the Paperswithcode MCP server safe to use?

Paperswithcode scores 84 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 5 November 2026. It declares no install or post-install scripts. Its build provenance is signed and verified. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

### What tools does the Paperswithcode MCP server expose?

Paperswithcode exposes 4 tools: search_papers, trending_papers, get_paper, get_repositories. Their descriptions and schemas cost roughly 380 tokens of context every time the server is loaded.

### Is the Paperswithcode MCP server still maintained?

Paperswithcode is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

### What licence is the Paperswithcode MCP server under?

Paperswithcode declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.

### What did VerifyMCP test on the Paperswithcode MCP server?

VerifyMCP ran 16 checks on Paperswithcode, covering Malware scan, Known CVEs, Install scripts, Dependency health and 12 more. Endpoint Security and Transport & Reachability do not apply to an npm package, so they were not tested. The score does not measure everything, and the scoring documentation lists what it leaves out.

## Links

- npm package: https://www.npmjs.com/package/@pipeworx/mcp-paperswithcode
- Socket report: https://socket.dev/npm/package/@pipeworx/mcp-paperswithcode
- Repository: https://github.com/pipeworx-io/mcp-paperswithcode
- Website: https://pipeworx.io/packs/paperswithcode
- Changelog RSS feed: https://verifymcp.io/servers/pipeworx-io-paperswithcode/pipeworx-mcp-paperswithcode.xml
- Changelog JSON feed: https://verifymcp.io/servers/pipeworx-io-paperswithcode/pipeworx-mcp-paperswithcode/changelog.json
- Trust report (JSON): https://verifymcp.io/servers/pipeworx-io-paperswithcode/pipeworx-mcp-paperswithcode.json
- HTML version of this page: https://verifymcp.io/servers/pipeworx-io-paperswithcode/pipeworx-mcp-paperswithcode