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Paper to Tools - Match Research Methods to AI Agents
by
Johnny Chen
· GitHub ↗
· v1.0.0
· MIT-0
130
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0
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0
Active Installs
1
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Install in OpenClaw
/install paper-to-tools
Description
Paste a paper abstract or methods section → get matched AI agent tools that can reproduce the analysis. Maps methodology keywords to 131+ curated science age...
Usage Guidance
This skill appears low-risk and coherent: it is a local mapping/information helper that returns links and install hints for other science agents. Before installing or following its recommendations you should (1) review any linked agents individually—those agents may request credentials, external installs, or access to data you should protect (especially clinical/PHI data); (2) avoid pasting sensitive or private data (patient information, proprietary methods) into the skill unless you are sure the target agent and your environment are appropriate; and (3) verify links (claw4science.org and GitHub pages) and the install commands for any third-party tools before running them. If you want additional assurance, ask the skill author for provenance of the mapping table or for an auditable source for the 131+ agents.
Capability Analysis
Type: OpenClaw Skill
Name: paper-to-tools
Version: 1.0.0
The 'paper-to-tools' skill is a purely informational mapping tool designed to help researchers find AI agents relevant to specific scientific methodologies. The SKILL.md file contains a lookup table matching keywords (e.g., CRISPR, RNA-seq) to existing open-source projects and provides users with installation commands and links to the claw4science.org directory. There is no executable code, no evidence of data exfiltration, and no malicious prompt injection; the instructions are strictly aligned with the stated purpose of keyword extraction and tool recommendation.
Capability Assessment
Purpose & Capability
Name/description match the runtime instructions: the SKILL.md describes extracting methodology keywords and mapping them to a static table of science agents. The skill declares no binaries, env vars, or installs, which is appropriate for a purely informational mapping skill.
Instruction Scope
Runtime instructions are scoped to extracting keywords from user-pasted text, matching them to the provided mapping table, ranking results, and returning agent links and installation hints. The instructions do not direct reading of system files, access to environment variables, or transmitting data to unexpected endpoints. They do recommend 'npx skills add' or linking to GitHub for installation of other agents (which is a valid, limited action to suggest).
Install Mechanism
No install spec or code files are present; the skill is instruction-only and therefore does not install anything itself. This is the lowest-risk model and matches the skill's purpose.
Credentials
The skill requests no environment variables, credentials, or config paths. Nothing in the SKILL.md attempts to access secrets or unrelated services.
Persistence & Privilege
always is false and the skill does not request persistent presence or modify agent/system configs. The default ability for agents to invoke the skill autonomously remains, which is expected and appropriate for a lookup/mapping skill.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install paper-to-tools - After installation, invoke the skill by name or use
/paper-to-tools - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of the "paper-to-tools" skill.
- Paste a paper abstract or methods section to get matched AI agent tools for reproducing analysis.
- Maps methodology keywords to 131+ curated science agents from the Claw4Science directory.
- Provides concise agent recommendations with installation instructions and links.
- Supports a wide range of science domains, including genomics, drug discovery, clinical data, and research automation.
Metadata
Frequently Asked Questions
What is Paper to Tools - Match Research Methods to AI Agents?
Paste a paper abstract or methods section → get matched AI agent tools that can reproduce the analysis. Maps methodology keywords to 131+ curated science age... It is an AI Agent Skill for Claude Code / OpenClaw, with 130 downloads so far.
How do I install Paper to Tools - Match Research Methods to AI Agents?
Run "/install paper-to-tools" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Paper to Tools - Match Research Methods to AI Agents free?
Yes, Paper to Tools - Match Research Methods to AI Agents is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Paper to Tools - Match Research Methods to AI Agents support?
Paper to Tools - Match Research Methods to AI Agents is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Paper to Tools - Match Research Methods to AI Agents?
It is built and maintained by Johnny Chen (@johnnychen1113); the current version is v1.0.0.
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