paperclip

paperclip is a skill for Claude Code from agentlas-ai/agentlas-desktop. It costs 171 tokens per session (5,911 once invoked), scanned C, a copy of paperclip, Apache-2.0.

A command-line interface for searching and reading biomedical papers, regulatory documents, clinical-trial records, and protein or drug databases through a read-only virtual file system. Documents are divided into numbered lines so cited passages can be checked directly.

In plain words
What is it for?
Finding biomedical evidence, checking FDA, PMDA, or EMA documents, reading clinical-trial protocols, and looking up UniProt, PDB, or ChEMBL records with line-specific citations.
Why use it?
It makes source-based reading easier to verify by pointing to exact lines instead of relying on search snippets or unsupported summaries.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: mentions Claude Code; mentions Codex; built for openclaw.

Good fit Finding biomedical evidence, checking FDA, PMDA, or EMA documents, reading clinical-trial protocols, and looking up UniProt, PDB, or ChEMBL records with line-specific citations.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/agentlas-ai/agentlas-desktop/paperclip
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add agentlas-ai/agentlas-desktop --skill paperclip
Clone the repo
git clone --depth 1 https://github.com/agentlas-ai/agentlas-desktop

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for paperclip

README.md
[![agentmods](https://agentmods.dev/badge/skills/agentlas-ai/agentlas-desktop/paperclip/github.svg)](https://agentmods.dev/skills/agentlas-ai/agentlas-desktop/paperclip)
Your own site
<a href="https://agentmods.dev/skills/agentlas-ai/agentlas-desktop/paperclip"><img src="https://agentmods.dev/badge/skills/agentlas-ai/agentlas-desktop/paperclip/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for paperclip

Your own site · 80×15
<a href="https://agentmods.dev/skills/agentlas-ai/agentlas-desktop/paperclip"><img src="https://agentmods.dev/badge/skills/agentlas-ai/agentlas-desktop/paperclip.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 171 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,911 The whole file, excluding the scripts and references it only reads on demand.
Security scan C 2 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 100% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00171 $0.05911
Opus 5.5 $0.00068 $0.02364
Sonnet 5.5 $0.00034 $0.01182
Haiku 4.5 $0.00017 $0.00591

Measured 1mo ago against content hash ea7d7ad27f0d, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade C, and why

paperclip scanned grade C with 2 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Downloads and executes remote codehighSupply chain

curl | sh runs whatever the server returns today, which is not necessarily what it returned when this was reviewed.

curl -fsSL https://paperclip.gxl.ai/install.sh | bash # macOS/Linux; ~/.local/bin/paperclip

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -fsSL https://paperclip.gxl.ai/install.sh | bash # macOS/Linux; ~/.local/bin/paperclip
Origin

This is a copy

100% identical to paperclip — 477 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

plugins/agentlas-science-skills/skills/paperclip/SKILL.md · 431 lines

How it starts

The opening of the file, as written. The whole thing — 431 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Paperclip CLI

Paperclip exposes roughly 11M full-text papers, 217K+ regulatory documents, 110K+ clinical trial protocols, and 574K+ protein entries as a read-only virtual filesystem navigated with Unix commands, backed by server-side semantic search and LLM readers.

Every document is line-numbered, and that is the point of the tool: you cite #L45 and a reader jumps to the exact sentence. Read the lines you cite, do not paraphrase past what they say, and never present a semantic-search snippet as if you had read the paper.

Step 1 — preflight

Run this before anything else. It answers "is it installed" and "who am I" in one call.

command -v paperclip >/dev/null || echo "paperclip NOT INSTALLED"
command -v paperclip >/dev/null && { paperclip --version; [ -f .env ] && { set -a; . ./.env; set +a; }; paperclip config 2>&1 | grep -E "Auth|Health"; }

Read the Auth: line — it decides everything that follows:

Output Meaning Do this
✓ API key (env) The API key loaded. Correct state. Proceed, using the auth prefix below
✓ [email protected] The key did not load — this is stored OAuth, a different identity If .env holds a key, you forgot the prefix. Fix it
✗ (run: paperclip login) No credential at all Ask the user to authenticate — see Installing
paperclip NOT INSTALLED No binary See Installing

Health: ✓ server reachable is an unauthenticated probe, and Auth: ✓ only means a credential is present, not valid. A junk key produces the same two lines. Prove the credential with a real query:

[ -f .env ] && { set -a; . ./.env; set +a; }; paperclip search -s pmc "test" -n 1
# invalid key → "[error] Authentication failed (API key invalid)." and exit 1

Step 2 — operating rules

These are the rules that make the difference between working and silently-wrong. They matter more than any individual command.

1. Put the auth prefix in every command

Shell state does not survive between tool calls. Exporting the key in one call and running paperclip in the next means the key is gone — and Paperclip does not error, it silently falls back to stored OAuth, i.e. a different identity and possibly a different account.

Read the full file on GitHub · 431 lines

Files

What ships with it

6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 431 lines · 171 tokens per session scan C ea7d7ad27f0d

Subscribe to this mod's changes

paperclip is a skill published in the GitHub repository agentlas-ai/agentlas-desktop (6 stars, last pushed yesterday), licensed Apache-2.0. It adds 171 tokens to every session and 5,911 once invoked, about $0.0007 per session on Opus 5.5. A static security scan graded it C with 2 findings (downloads and executes remote code, makes network calls). It is 100% identical to paperclip, differing in 477 lines, and is treated as a copy.

Related

Other skills, from other repositories

tbtools

Use when the user asks about TBtools, TBtools-II, TBtools RPC API, TBtools CLI, or bioinformatics operations available through TBtools such as sequence manipulation, BLAST, GFF/GTF/GXF processing, expression tables, heatmaps, trees, MCScanX, DIAMOND, HMMER, MUSCLE, and IQ-TREE.

xuzhougeng/wispterm · 77 tokens

electron-expert

Expert in Electron framework, desktop app development, IPC, and cross-platform packaging. Use when the user mentions desktop, Node.js, cross platform, Windows, macOS, or Linux, or when the task involves Electron Architecture, Process Types, IPC Communication, or App Lifecycle.

personamanagmentlayer/pcl · 59 tokens

research-orchestrator

Becomes a principal research scientist who orchestrates deep, multi-source research by coordinating evidence gathering, grading source quality, and synthesizing findings with explicit confidence levels. Use when the user needs a comprehensive research report on a complex topic, evidence-based analysis with source…

FerroxLabs/wayland · 109 tokens

autoresearch

Run an auto research / autoresearch loop for measurable improvements. Use when optimizing a skill, agent, prompt, code path, benchmark, or other target with a mechanical metric: baseline, mutate one thing, verify, keep or discard, log, chart progress, and optionally save improved custom skills or agents through Open…

joe-broadhead/open-cowork · 0 tokens

architecture-diagram

How to draw and maintain the architecture diagram Ensemblr keeps for a workspace — ensemblrgetarchitecturediagram to fetch the stored one (it answers with null when nobody has drawn this workspace yet), the IR shape, how to derive it from the codebase, and ensemblrupdatearchitecturediagram to store it. Read this when…

ensemblr-hq/ensemblr · 94 tokens

scaffold-lean-library

Scaffold a Lean 4 library with Mathlib or PFR, Lake tests, and CI. Use for "new Lean project"; to edit Lean, use write-lean-code.

cboone/agent-harness-plugins · 43 tokens