idea-evaluator SKILL.md skillA

idea-evaluator from yichen-zju/claude-for-research is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add yichen-zju/claude-for-research/idea-evaluator@git:20261012.70e1643

Pins git:20261012.70e1643 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
yichen-zju/claude-for-research
Path
skills/idea-evaluator/SKILL.md
Versions recorded
5
Latest version
git:20261012.70e1643, committed Oct 12, 2026
First version recorded
Oct 1, 2026
Size
11,866 bytes
Repository stars
10
License
none declared

Evaluates a preliminary research idea against a five-dimension framework (Higher, Faster, Stronger, Cheaper, Broader) plus idea-lifecycle and student-capability matching, paradigm-shift probing, and a fatal-flaws audit. Returns a reviewer-style verdict. Use when the user has a draft research idea and asks whether it is worth pursuing, asks to 'evaluate this idea', 'score this idea', 'assess feasibility', 'novelty check', 'is this a good research direction', or before committing to a paper scope.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Idea Evaluator

## Overview

This skill evaluates a preliminary research idea from the combined
perspective of a top-venue reviewer and an experienced advisor. It
scores the idea against five improvement dimensions from the
idea-generation guide (Higher, Faster, Stronger, Cheaper,
Broader), matches the idea's lifecycle against the user's actual
capability and available hours per week, probes whether the idea has
paradigm-shift potential, flags fatal flaws, and returns one of three
verdicts: Strong Accept, Accept with Revisions, or Reject and Pivot.

The goal is to kill weak ideas before the student invests months, and to
shape promising-but-underdeveloped ideas into stronger forms before
writing begins.

## When to use this skill

- The user has a draft idea and asks whether it is worth pursuing.
- The user asks for novelty check, feasibility assessment, or scoring.
- Before the user commits to a paper scope or starts implementation.
- The user is comparing two or three candidate ideas and needs a
  structured trade-off.
- The user suspects scope creep and wants an external check.
- The user mentions 'evaluate this idea', 'score this idea', 'assess
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add yichen-zju/claude-for-research/idea-evaluator@sha256:80e33b48e7ce954f

The line at the top of this page pins the label git:20261012.70e1643, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_xpajvavmibge6qwo.svg)](https://markdownregistry.com/a/art_xpajvavmibge6qwo)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Oct 1, 2026 and Oct 12, 2026, about one every 3 days.

versioncommittedcommitsizeaudit
git:20261012.70e1643 latest2026-10-12 70e1643 11,866 BA view · diff
git:20261010.d8916072026-10-10 d891607 11,374 BA view · diff
git:20261007.af2626c2026-10-07 af2626c 11,252 BA view · diff
git:20261004.b7aea952026-10-04 b7aea95 10,832 BA view · diff
git:20261001.fde7ef92026-10-01 fde7ef9 10,003 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (11866 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

yichen-zju/claude-for-research · 10 stars · license none declared · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_xpajvavmibge6qwo
GET https://markdownregistry.com/api/v1/resolve?ref=yichen-zju/claude-for-research/idea-evaluator
GET https://markdownregistry.com/api/v1/blob/80e33b48e7ce954f45ea3e0277fd1ecf706e928ad14daa75f3f4d7fc2681d08e

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in yichen-zju/claude-for-research

Other files named idea-evaluator

idea-evaluator SKILL.md skill
yichen-zju/claude-for-research · claude/skills/idea-evaluator/SKILL.md · Evaluates a preliminary research idea against a five-dimension framework (Higher, Faster, Stronger, Cheaper, Broader)…
git:20261014.9f2a5e0 · audit A · 10 stars

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