Five measured numbers · nothing invented

How the ranking works.

Every listing gets a score out of 100, and every point of it is shown. There are no votes to game, no editor's picks, and no number we made up. Across the 325 listings here the scores run from 29 to 85, averaging 57.

Verified from the file45

Safety (25) and Transparency (15), computed by reading the SKILL.md itself — destructive commands, data exfiltration, hardcoded secrets, permission footprint, obfuscation, documentation. This is the only part that belongs to the file rather than the repo, so it carries the most weight.

Platforms it runs on15

Full support scores 2, partial scores 1, out of a possible 10 across Claude Code, Cursor, Codex, Gemini CLI and Copilot. Inferred from the file and the repo layout, never guessed.

People who built it15

Contributors on the source repo, log-scaled. A star is one click; a contribution is someone sitting down and writing. A thousand contributors is not worth a hundred times ten.

Stars on the source repo10

Deliberately the smallest weight. Stars belong to the whole repo, so every skill inside a popular repo would otherwise inherit a score it did not earn.

Still being looked after15

Days since the last push. Under a month scores full; archived scores zero; abandoned for two years scores zero.

Two things this ranking cannot do

It does not know if a skill works. That needs running it against real cases, which we have not built. Effectiveness, Cost and Real-world use sit unscored on every page — and we would rather leave them blank than guess.

Forty of the hundred points are shared by every skill in the same repo. Contributors, stars and upkeep belong to the repository, not the file. That is why the file itself carries 60 — and why the tables show at most three entries from one repo before moving on, so a single large repo cannot take the whole board. That is a display rule; it never changes anyone's score.

Skills

1Subagent Driven Development85
Verified 44.3/45Platforms 7.5/15People 8.3/15Stars 9.9/10Still 15/15obra/superpowers
2Task Coordination Strategies83
Verified 42.8/45Platforms 7.5/15People 9.6/15Stars 8.4/10Still 15/15wshobson/agents
3Screen Reader Testing81
Verified 40.4/45Platforms 7.5/15People 9.6/15Stars 8.4/10Still 15/15wshobson/agents
4Research Review via External Reviewer Backend (ultra reasoning)81
Verified 45/45Platforms 3/15People 9.9/15Stars 7.7/10Still 15/15wanshuiyin/Auto-claude-code-research-in-sleep
5Codebase Scanner81
Verified 40.1/45Platforms 7.5/15People 9.6/15Stars 8.4/10Still 15/15wshobson/agents
6Turn your rambling notes into a clear brief80
Verified 38.2/45Platforms 7.5/15People 10.4/15Stars 9.3/10Still 15/15Shubhamsaboo/awesome-llm-apps
7Structure Your Invention For A Patent Filing80
Verified 44.7/45Platforms 3/15People 9.9/15Stars 7.7/10Still 15/15wanshuiyin/Auto-claude-code-research-in-sleep
8Training Check80
Verified 44.7/45Platforms 3/15People 9.9/15Stars 7.7/10Still 15/15wanshuiyin/Auto-claude-code-research-in-sleep
9Banner Design - Multi-Format Creative Banner System80
Verified 38.2/45Platforms 7.5/15People 9.8/15Stars 9.3/10Still 15/15nextlevelbuilder/ui-ux-pro-max-skill
10DHDNA Profiler — Cognitive Pattern Extraction75
Verified 39.7/45Platforms 3/15People 8.9/15Stars 8.5/10Still 15/15K-Dense-AI/scientific-agent-skills
11Tough Decision Advisor: Every Angle Considered75
Verified 39.7/45Platforms 3/15People 8.9/15Stars 8.5/10Still 15/15K-Dense-AI/scientific-agent-skills
12Brainstorming Ideas Into Designs74
Verified 33.6/45Platforms 7.5/15People 8.3/15Stars 9.9/10Still 15/15obra/superpowers
13Code Review Reception74
Verified 33.6/45Platforms 7.5/15People 8.3/15Stars 9.9/10Still 15/15obra/superpowers
14ASO Audit72
Verified 33.6/45Platforms 7.5/15People 6.9/15Stars 8.6/10Still 15/15coreyhaines31/marketingskills
15Competitor Comparison & Alternatives Pages71
Verified 33.6/45Platforms 7.5/15People 7.4/15Stars 7.7/10Still 15/15AgriciDaniel/claude-seo
16Single Page Analysis71
Verified 33.6/45Platforms 7.5/15People 7.4/15Stars 7.7/10Still 15/15AgriciDaniel/claude-seo
17Paid Advertising Audit70
Verified 38.2/45Platforms 7.5/15People 2.4/15Stars 7.2/10Still 15/15AgriciDaniel/claude-ads
18Brand Protection — Amazon 🛡️69
Verified 42.8/45Platforms 1.5/15People 4.5/15Stars 5.4/10Still 15/15nexscope-ai/eCommerce-Skills
19Brand Protection — eBay 🛡️69
Verified 42.8/45Platforms 1.5/15People 4.5/15Stars 5.4/10Still 15/15nexscope-ai/eCommerce-Skills
20Brand Protection — Shopify/DTC 🛡️69
Verified 42.8/45Platforms 1.5/15People 4.5/15Stars 5.4/10Still 15/15nexscope-ai/eCommerce-Skills
21What-If Oracle — Possibility Space Explorer66
Verified 25.6/45Platforms 7.5/15People 8.9/15Stars 8.5/10Still 15/15K-Dense-AI/scientific-agent-skills
22Find partners to run joint promotions with64
Verified 25.6/45Platforms 7.5/15People 6.9/15Stars 8.6/10Still 15/15coreyhaines31/marketingskills
23<Questionnaire title>63
Verified 25.6/45Platforms 7.5/15People 4.8/15Stars 9.9/10Still 15/15mattpocock/skills
24Turn a pile of notes into an article63
Verified 25.6/45Platforms 7.5/15People 4.8/15Stars 9.9/10Still 15/15mattpocock/skills
25Email Security & Phishing Analysis62
Verified 25.6/45Platforms 7.5/15People 5.7/15Stars 8.3/10Still 15/15zhaoxuya520/reverse-skill

Agents

1Knowledge Graph Memory Server55
Verified 15.6/45Platforms 0/15People 15/15Stars 9/10Still 15/15modelcontextprotocol/servers
2mcp-server-git: A git MCP server55
Verified 15.6/45Platforms 0/15People 15/15Stars 9/10Still 15/15modelcontextprotocol/servers
3Time MCP Server52
Verified 12.5/45Platforms 0/15People 15/15Stars 9/10Still 15/15modelcontextprotocol/servers
4Everything MCP Server50
Verified 10.8/45Platforms 0/15People 15/15Stars 9/10Still 15/15modelcontextprotocol/servers
5Filesystem MCP Server45
Verified 6.3/45Platforms 0/15People 15/15Stars 9/10Still 15/15modelcontextprotocol/servers
6Sequential Thinking MCP Server42
Verified 2.8/45Platforms 0/15People 15/15Stars 9/10Still 15/15modelcontextprotocol/servers
7Fetch MCP Server40
Verified 0.6/45Platforms 0/15People 15/15Stars 9/10Still 15/15modelcontextprotocol/servers