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lingzhi227 avatar

Idea Generation

lingzhi227/agent-research-skills
1.5k installs265 stars
Summary

This is a structured workflow for generating research ideas with built-in reality checks. It walks you through generating 3-5 ideas, iteratively refining them for up to 5 rounds each, then running novelty checks against Semantic Scholar to see if your brilliant insight already exists in the literature. Each idea gets scored on interestingness, feasibility, and novelty, with the explicit goal of being conference-paper worthy. The included Python script automates the literature search part, which is honestly the most tedious bit of validating whether an idea is worth pursuing. It's opinionated about keeping ideas feasible (no massive datasets or compute) and not overfitting to specific benchmarks. Best used early in a research project when you're still figuring out what to work on.

Install to Claude Code

npx -y skills add lingzhi227/agent-research-skills --skill idea-generation --agent claude-code

Installs into .claude/skills of the current project.

CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
inference shell
inference shell
create and run specialised agents in minutes
build now →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
inference shell
inference shell
create and run specialised agents in minutes
build now →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
Files
SKILL.md

Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
inference shell
inference shell
create and run specialised agents in minutes
build now →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
Categories
AI & Agent BuildingData Science & ML
First SeenJun 3, 2026
View on GitHub

More from lingzhi227/agent-research-skills

All 31 skills →
  • Paper Revision1.5k
  • Paper Writing Section1.5k
  • Experiment Design1.4k
  • Novelty Assessment1.4k
  • Github Research1.4k
  • Research Planning1.4k
  • Survey Generation1.4k
  • Code Debugging1.4k
  • Algorithm Design1.4k
  • Rebuttal Writing1.4k
  • Related Work Writing1.3k
  • Table Generation1.3k
  • Self Review1.3k
  • Slide Generation1.3k
  • Atomic Decomposition1.3k
  • Paper Compilation1.3k
  • Paper Assembly1.3k
  • Paper To Code1.3k
  • Experiment Code1.3k
  • Symbolic Equation1.3k
  • Backward Traceability1.3k
  • Excalidraw Skill1.2k
  • Literature Review3.5k
  • Literature Search2.2k

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lingzhi227 avatar
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lingzhi227/agent-research-skills

Revise papers based on reviewer feedback. Map reviewer concerns to specific sections, apply targeted edits, run additional experiments if needed, and verify improvements. Use after receiving peer review with revision requests.
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