find-skills-combo SKILL.md skillF

find-skills-combo from agentscope-ai/openjudge is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add agentscope-ai/openjudge/find-skills-combo@git:20260309.343828b

Pins git:20260309.343828b in mdr.lock. Pin the fingerprint instead.

Audit grade
F, 16 of 17 checks passed
Kind
SKILL.md skill
Repository
agentscope-ai/openjudge
Path
skills/find-skills-combo/SKILL.md
Versions recorded
1
Latest version
git:20260309.343828b, committed Mar 9, 2026
Size
18,471 bytes
Repository stars
1,054
License
Apache-2.0

Discover and recommend **combinations** of agent skills to complete complex, multi-faceted tasks. Provides two recommendation strategies — **Maximum Quality** (best skill per subtask) and **Minimum Dependencies** (fewest installs). Use this skill whenever the user wants to find skills, asks "how do I do X", "find a skill for X", or describes a task that likely requires multiple capabilities working together. Also use when the user mentions composing workflows, building pipelines, or needs help…

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

# Find Skills Combo

Discover and install **skill combinations** from the open agent skills ecosystem. Unlike single-skill search, this skill decomposes complex tasks into subtasks, searches for candidates per subtask, evaluates coverage, and recommends two strategies: **Maximum Quality** (best skill per subtask, highest output quality) and **Minimum Dependencies** (fewest installs, lean setup). Users pick the strategy that fits their priorities.

## When to Use This Skill

Use this skill when the user:

- Asks "how do I do X" where X involves multiple capabilities or domains
- Says "find a skill for X" or "is there a skill for X"
- Describes a task that spans several concerns (e.g., "build a quarterly report with charts, risk analysis, and executive summary")
- Wants to compose a workflow from multiple skills
- Asks "can you do X" where X is a complex, multi-step task
- Expresses interest in extending agent capabilities for a non-trivial project

**Fallback**: If the task is genuinely single-domain and simple (one clear capability), skip the decomposition — run a single `npx skills find` query, present results, and offer to install. Don't over-engineer simple requests.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add agentscope-ai/openjudge/find-skills-combo@sha256:25269c21cdd8bb68

The line at the top of this page pins the label git:20260309.343828b, 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_iud5g4tvtjgu74vc.svg)](https://markdownregistry.com/a/art_iud5g4tvtjgu74vc)

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

Versions

The registry has recorded 1 version of this file, committed on Mar 9, 2026.

versioncommittedcommitsizeaudit
git:20260309.343828b latest2026-03-09 343828b 18,471 BF view

Audit of the latest version

F  16 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • FAIL, critical: No zero-width or bidi control characters (matched: ​)
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (18471 bytes)
  • 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

Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.

Source

GitHub

agentscope-ai/openjudge · 1,054 stars · license Apache-2.0 · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_iud5g4tvtjgu74vc
GET https://markdownregistry.com/api/v1/resolve?ref=agentscope-ai/openjudge/find-skills-combo
GET https://markdownregistry.com/api/v1/blob/25269c21cdd8bb68a4c13b4977350cdc923a324ebc83771fe1f1c77b42962ba6

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.

More from agentscope-ai/openjudge

00-academic-router SKILL.md skill
agentscope-ai/openjudge · skills/academic-eval/00-academic-router/SKILL.md · Use when the user wants help with academic papers or citations but it's unclear which specific workflow fits —…
git:20260911.d1e0642 · audit A · 1,054 stars
01-paper-review SKILL.md skill
agentscope-ai/openjudge · skills/academic-eval/01-paper-review/SKILL.md · Review academic papers for correctness, quality, and novelty using OpenJudge's multi-stage pipeline. Supports PDF files…
git:20260911.d1e0642 · audit A · 1,054 stars
02-bib-verify SKILL.md skill
agentscope-ai/openjudge · skills/academic-eval/02-bib-verify/SKILL.md · Verify a BibTeX file for hallucinated or fabricated references by cross-checking every entry against CrossRef, arXiv…
git:20260911.d1e0642 · audit A · 1,054 stars
03-ref-hallucination-arena SKILL.md skill
agentscope-ai/openjudge · skills/academic-eval/03-ref-hallucination-arena/SKILL.md · Benchmark LLM reference recommendation capabilities by verifying every cited paper against Crossref, PubMed, arXiv, and…
git:20260911.d1e0642 · audit A · 1,054 stars
00-arena-router SKILL.md skill
agentscope-ai/openjudge · skills/arena-eval/00-arena-router/SKILL.md · Use when the user wants to compare or benchmark multiple LLMs/agents arena-style but it's unclear which specific…
git:20260911.d1e0642 · audit A · 1,054 stars
01-auto-arena SKILL.md skill
agentscope-ai/openjudge · skills/arena-eval/01-auto-arena/SKILL.md · Automatically evaluate and compare multiple AI models or agents without pre-existing test data. Generates test queries…
git:20260911.d1e0642 · audit A · 1,054 stars
02-ref-hallucination-arena SKILL.md skill
agentscope-ai/openjudge · skills/arena-eval/02-ref-hallucination-arena/SKILL.md · Benchmark LLM reference recommendation capabilities by verifying every cited paper against Crossref, PubMed, arXiv, and…
git:20260911.d1e0642 · audit A · 1,054 stars
claude-authenticity SKILL.md skill
agentscope-ai/openjudge · skills/claude-authenticity/SKILL.md · Detect whether an API endpoint is backed by genuine Claude (not a wrapper, proxy, or impersonator) using 9 weighted…
git:20260310.56772fa · audit A · 1,054 stars
meta-eval SKILL.md skill
agentscope-ai/openjudge · skills/eval_pipeline/00-meta-eval/SKILL.md · Use when the user wants to build an evaluation system for an LLM/agent application but doesn't know where to start —…
git:20260708.2151def · audit A · 1,054 stars
eval-design SKILL.md skill
agentscope-ai/openjudge · skills/eval_pipeline/01-eval-design/SKILL.md · Use when the user needs to design evaluation datasets, create test cases, stratify samples, generate adversarial…
git:20260708.2151def · audit B · 1,054 stars
metric-design SKILL.md skill
agentscope-ai/openjudge · skills/eval_pipeline/02-metric-design/SKILL.md · Use when the user has evaluation principles or a dataset but needs help choosing the right graders, designing…
git:20260708.2151def · audit A · 1,054 stars
align-human SKILL.md skill
agentscope-ai/openjudge · skills/eval_pipeline/03-align-human/SKILL.md · Use when the user has a judge/grader and human-labeled data, and wants to measure how well the judge agrees with…
git:20260708.2151def · audit A · 1,054 stars

Every file in agentscope-ai/openjudge

Browse by kind, by grade F, or by owner.