Update Cadence
- Weekly: data freshness checks for stars, installs, and ranking drift.
- Monthly: curation review for weighting logic, removals, and promotions.
OpenClaw // Top 100
The OpenClaw Top 100 page is a curated ranking designed to highlight high-utility and lower-risk skills for real-world adoption. Ranking is not a pure popularity contest. We combine community and reliability signals so operators can discover useful options without ignoring security posture. In practice, this helps teams move faster with fewer bad installs: high stars alone are not enough, and strict safety without usability is not enough either. Top 100 should be read as a shortlist for evaluation, not an auto-install list. Each candidate still needs fit checks against your task scope, environment, and permission policy. Use this page to identify strong starting points, then validate details in the full skills directory and source repositories.
Rank #1
Captures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or operation fails unexpectedly, (2) User corrects Claude ('No, that's wrong...', 'Actually...'), (3) User requests a capability that doesn't exist, (4) An external API or tool fails, (5) Claude realizes its knowledge is outdated or incorrect, (6) A better approach is discovered for a recurring task. Also review learnings before major tasks.
Stars
137
Installs
17,058
Sec Score
95
Rank #2
Transform AI agents from task-followers into proactive partners that anticipate needs and continuously improve. Now with WAL Protocol, Working Buffer, Autonomous Crons, and battle-tested patterns. Part of the Hal Stack 🦞
Stars
58
Installs
8,699
Sec Score
95
Rank #3
Google Workspace CLI for Gmail, Calendar, Drive, Contacts, Sheets, and Docs.
Stars
54
Installs
16,084
Sec Score
61
Rank #4
Sync and query CalDAV calendars (iCloud, Google, Fastmail, Nextcloud, etc.) using vdirsyncer + khal. Works on Linux.
Stars
48
Installs
5,040
Sec Score
92
Rank #5
Clawdbot documentation expert with decision tree navigation, search scripts, doc fetching, version tracking, and config snippets for all Clawdbot features
Stars
47
Installs
5,476
Sec Score
97
Rank #6
A fast Rust-based headless browser automation CLI with Node.js fallback that enables AI agents to navigate, click, type, and snapshot pages via structured commands.
Stars
46
Installs
12,909
Sec Score
95
Rank #7
Send WhatsApp messages to other people or search/sync WhatsApp history via the wacli CLI (not for normal user chats).
Stars
39
Installs
17,210
Sec Score
60
Rank #8
Manages project knowledge using ByteRover context tree. Provides two operations: query (retrieve knowledge) and curate (store knowledge). Invoke when user requests information lookup, pattern discovery, or knowledge persistence. Developed by ByteRover Inc. (https://byterover.dev/)
Stars
36
Installs
16,214
Sec Score
96
Rank #9
Automatically update Clawdbot and all installed skills once daily. Runs via cron, checks for updates, applies them, and messages the user with a summary of what changed.
Stars
35
Installs
7,034
Sec Score
94
Rank #10
A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.
Stars
33
Installs
36,013
Sec Score
94
Rank #11
Summarize URLs or files with the summarize CLI (web, PDFs, images, audio, YouTube).
Stars
31
Installs
12,429
Sec Score
60
Rank #12
Fetch and read transcripts from YouTube videos. Use when you need to summarize a video, answer questions about its content, or extract information from it.
Stars
28
Installs
4,538
Sec Score
96
Rank #13
X/Twitter CLI for reading, searching, and posting via cookies or Sweetistics.
Stars
27
Installs
8,551
Sec Score
96
Rank #14
Manage Trello boards, lists, and cards via the Trello REST API.
Stars
23
Installs
4,094
Sec Score
55
Rank #15
Use the ClawdHub CLI to search, install, update, and publish agent skills from clawdhub.com. Use when you need to fetch new skills on the fly, sync installed skills to latest or a specific version, or publish new/updated skill folders with the npm-installed clawdhub CLI.
Stars
22
Installs
4,105
Sec Score
94
Rank #16
Marketing Mode combines 23 comprehensive marketing skills covering strategy, psychology, content, SEO, conversion optimization, and paid growth. Use when users need marketing strategy, copywriting, SEO help, conversion optimization, paid advertising, or any marketing tactic.
Stars
20
Installs
4,157
Sec Score
96
Rank #17
Generate/edit images with Nano Banana Pro (Gemini 3 Pro Image). Use for image create/modify requests incl. edits. Supports text-to-image + image-to-image; 1K/2K/4K; use --input-image.
Stars
20
Installs
6,359
Sec Score
55
Rank #18
Advanced desktop automation with mouse, keyboard, and screen control
Stars
19
Installs
3,807
Sec Score
94
Rank #19
Token-optimized prompt injection defense. 70% token reduction via tiered pattern loading, 90% reduction for repeated requests via hash cache. 500+ patterns, 11 SHIELD categories, 10 language support.
Stars
19
Installs
3,411
Sec Score
91
Rank #20
Search indexed Discord community discussions via Answer Overflow. Find solutions to coding problems, library issues, and community Q&A that only exist in Discord conversations.
Stars
18
Installs
1,761
Sec Score
96
Rank #21
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.
Stars
17
Installs
9,627
Sec Score
94
Rank #22
Interact with GitHub using the `gh` CLI. Use `gh issue`, `gh pr`, `gh run`, and `gh api` for issues, PRs, CI runs, and advanced queries.
Stars
16
Installs
12,086
Sec Score
58
Rank #23
Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics.
Stars
15
Installs
3,898
Sec Score
96
Rank #24
Get current weather and forecasts (no API key required).
Stars
14
Installs
10,156
Sec Score
78
Rank #25
AI-optimized web search via Tavily API. Returns concise, relevant results for AI agents.
Stars
13
Installs
10,438
Sec Score
94
Rank #26
API gateway for calling third-party APIs with managed auth. Use this skill when users want to interact with external services like Slack, HubSpot, Salesforce, Google Workspace, Stripe, and more.
Stars
13
Installs
6,362
Sec Score
91
Rank #27
Web search and content extraction via Brave Search API. Use for searching documentation, facts, or any web content. Lightweight, no browser required.
Stars
13
Installs
4,709
Sec Score
94
Rank #28
Free AI search via Exa MCP. Web search for news/info, code search for docs/examples from GitHub/StackOverflow, company research for business intel. No API key needed.
Stars
13
Installs
2,926
Sec Score
91
Rank #29
Ultimate AI agent memory system for Cursor, Claude, ChatGPT & Copilot. WAL protocol + vector search + git-notes + cloud backup. Never lose context again. Vibe-coding ready.
Stars
13
Installs
2,828
Sec Score
91
Rank #30
UI/UX design intelligence and implementation guidance for building polished interfaces. Use when the user asks for UI design, UX flows, information architecture, visual style direction, design systems/tokens, component specs, copy/microcopy, accessibility, or to generate/critique/refine frontend UI (HTML/CSS/JS, React, Next.js, Vue, Svelte, Tailwind). Includes workflows for (1) generating new UI layouts and styling, (2) improving existing UI/UX, (3) producing design-system tokens and component guidelines, and (4) turning UX recommendations into concrete code changes.
Stars
13
Installs
2,772
Sec Score
91
Rank #31
Perform a comprehensive read-only security audit of Clawdbot's own configuration. This is a knowledge-based skill that teaches Clawdbot to identify hardening opportunities across the system. Use when user asks to "run security check", "audit clawdbot", "check security hardening", or "what vulnerabilities does my Clawdbot have". This skill uses Clawdbot's internal capabilities and file system access to inspect configuration, detect misconfigurations, and recommend remediations. It is designed to be extensible - new checks can be added by updating this skill's knowledge.
Stars
13
Installs
1,949
Sec Score
91
Rank #32
Notion API for creating and managing pages, databases, and blocks.
Stars
13
Installs
5,743
Sec Score
55
Rank #33
Local speech-to-text with the Whisper CLI (no API key).
Stars
13
Installs
5,051
Sec Score
60
Rank #34
Use when you need to control Slack from Clawdbot via the slack tool, including reacting to messages or pinning/unpinning items in Slack channels or DMs.
Stars
13
Installs
4,625
Sec Score
55
Rank #35
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Stars
13
Installs
3,984
Sec Score
60
Rank #36
Security awareness demo - demonstrates supply chain risks in AI coding assistants. See the full research: https://x.com/theonejvo/status/2015892980851474595
Stars
12
Installs
4,627
Sec Score
91
Rank #37
Work with Obsidian vaults (plain Markdown notes) and automate via obsidian-cli.
Stars
12
Installs
6,439
Sec Score
60
Rank #38
Manage tasks and projects in Todoist. Use when user asks about tasks, to-dos, reminders, or productivity.
Stars
11
Installs
3,067
Sec Score
96
Rank #39
High-performance browser automation for heavy scraping, multi-tab management, and precise DOM extraction. Use this when you need speed, reliability, or advanced state management (cookies/local storage) beyond standard web fetching.
Stars
11
Installs
2,726
Sec Score
94
Rank #40
Connect Claude to Clawdbot instantly and keep it connected 24/7. Run after setup to link your subscription, then auto-refreshes tokens forever.
Stars
11
Installs
1,806
Sec Score
91
Rank #41
Advanced expert in prompt engineering, custom instructions design, and prompt optimization for AI agents
Stars
11
Installs
1,768
Sec Score
93
Rank #42
Query Polymarket prediction markets - check odds, trending markets, search events, track prices and momentum. Includes watchlist alerts, resolution calendar, momentum scanner, and paper trading (simulated, no real money).
Stars
11
Installs
1,302
Sec Score
95
Rank #43
Gemini CLI for one-shot Q&A, summaries, and generation.
Stars
11
Installs
4,109
Sec Score
60
Rank #44
Use Browser Use cloud API to spin up cloud browsers for Clawdbot and run autonomous browser tasks. Primary use is creating browser sessions with profiles (persisted logins/cookies) that Clawdbot can control. Secondary use is running task subagents for fast autonomous browser automation. Docs at docs.browser-use.com and docs.cloud.browser-use.com.
Stars
10
Installs
3,688
Sec Score
91
Rank #45
Designs and outputs n8n workflow JSON with robust triggers, idempotency, error handling, logging, retries, and human-in-the-loop review queues. Use when you need an auditable automation that won’t silently fail.
Stars
10
Installs
2,673
Sec Score
94
Rank #46
Convert documents and files to Markdown using markitdown. Use when converting PDF, Word (.docx), PowerPoint (.pptx), Excel (.xlsx, .xls), HTML, CSV, JSON, XML, images (with EXIF/OCR), audio (with transcription), ZIP archives, YouTube URLs, or EPubs to Markdown format for LLM processing or text analysis.
Stars
10
Installs
2,506
Sec Score
96
Rank #47
LinkedIn automation via browser relay or cookies for messaging, profile viewing, and network actions.
Stars
10
Installs
2,372
Sec Score
94
Rank #48
Collaborative thinking partner for exploring complex problems through questioning
Stars
10
Installs
1,438
Sec Score
95
Rank #49
Pragmatic coding standards - concise, direct, no over-engineering, no unnecessary comments
Stars
10
Installs
1,189
Sec Score
95
Rank #50
Edit PDFs with natural-language instructions using the nano-pdf CLI.
Stars
9
Installs
5,786
Sec Score
100
Rank #51
Read and send email via IMAP/SMTP. Check for new/unread messages, fetch content, search mailboxes, mark as read/unread, and send emails with attachments. Works with any IMAP/SMTP server including Gmail, Outlook, 163.com, vip.163.com, 126.com, vip.126.com, 188.com, and vip.188.com.
Stars
9
Installs
3,218
Sec Score
96
Rank #52
Search the web with AI-powered answers via Perplexity API. Returns grounded responses with citations. Supports batch queries.
Stars
9
Installs
2,976
Sec Score
94
Rank #53
This skill should be used when the user asks for news updates, daily briefings, or what's happening in the world. Fetches news from trusted international RSS feeds and can create voice summaries.
Stars
9
Installs
2,698
Sec Score
96
Rank #54
Web search and scraping via Firecrawl API. Use when you need to search the web, scrape websites (including JS-heavy pages), crawl entire sites, or extract structured data from web pages. Requires FIRECRAWL_API_KEY environment variable.
Stars
9
Installs
2,574
Sec Score
94
Rank #55
Local search/indexing CLI (BM25 + vectors + rerank) with MCP mode.
Stars
9
Installs
2,336
Sec Score
96
Rank #56
Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks
Stars
9
Installs
2,204
Sec Score
96
Rank #57
Multi search engine integration with 17 engines (8 CN + 9 Global). Supports advanced search operators, time filters, site search, privacy engines, and WolframAlpha knowledge queries. No API keys required.
Stars
9
Installs
1,799
Sec Score
90
Rank #58
Search X/Twitter in real-time using Grok or X API. Find tweets, trends, and discussions with citations.
Stars
9
Installs
1,674
Sec Score
93
Rank #59
Persistent memory system for AI agents. Automatic encoding, decay, and semantic reinforcement — just like the hippocampus in your brain. Based on Stanford Generative Agents (Park et al., 2023).
Stars
9
Installs
1,332
Sec Score
93
Rank #60
Use the mcporter CLI to list, configure, auth, and call MCP servers/tools directly (HTTP or stdio), including ad-hoc servers, config edits, and CLI/type generation.
Stars
9
Installs
5,079
Sec Score
60
Rank #61
A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.
Stars
8
Installs
5,130
Sec Score
93
Rank #62
Expert frontend design guidelines for creating beautiful, modern UIs. Use when building landing pages, dashboards, or any user interface.
Stars
8
Installs
3,298
Sec Score
95
Rank #63
Apple Calendar.app integration for macOS. CRUD operations for events, search, and multi-calendar support.
Stars
8
Installs
2,401
Sec Score
93
Rank #64
Security scanner and input sanitizer for AI agents. Detects prompt injection, command injection, SSRF, credential exfiltration, and path traversal attacks. Use when (1) installing new skills from ClawHub, (2) processing external input like emails, calendar events, Trello cards, or API responses, (3) validating URLs before fetching, (4) running security audits on your workspace. Protects agents from malicious content in untrusted data sources.
Stars
8
Installs
1,471
Sec Score
90
Rank #65
Daily morning rollup of important emails and calendar events at 8am with AI-generated summaries
Stars
8
Installs
1,177
Sec Score
95
Rank #66
Capture and automate macOS UI with the Peekaboo CLI.
Stars
8
Installs
2,916
Sec Score
59
Rank #67
Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in (single or multi-account), or reading/injecting/running secrets via op.
Stars
8
Installs
2,721
Sec Score
59
Rank #68
Browse, search, post, and moderate Reddit. Read-only works without auth; posting/moderation requires OAuth setup.
Stars
7
Installs
2,207
Sec Score
90
Rank #69
API-first email platform designed for AI agents. Create and manage dedicated email inboxes, send and receive emails programmatically, and handle email-based workflows with webhooks and real-time events. Use when you need to set up agent email identity, send emails from agents, handle incoming email workflows, or replace traditional email providers like Gmail with agent-friendly infrastructure.
Stars
7
Installs
2,062
Sec Score
93
Rank #70
Read, search, and manage Outlook emails and calendar via Microsoft Graph API. Use when the user asks about emails, inbox, Outlook, Microsoft mail, calendar events, or scheduling.
Stars
7
Installs
1,797
Sec Score
93
Rank #71
Manage TickTick tasks and projects from the command line with OAuth2 auth, batch operations, and rate limit handling.
Stars
7
Installs
1,407
Sec Score
90
Rank #72
Check Claude Code OAuth usage limits (session & weekly quotas). Use when user asks about Claude Code usage, remaining limits, rate limits, or how much Claude usage they have left. Includes automated session refresh reminders and reset detection monitoring.
Stars
7
Installs
1,354
Sec Score
90
Rank #73
Transform into 20 specialized AI personalities on demand - from Dev (coding) to Chef Marco (cooking) to Dr. Med (medical). Switch mid-conversation. Token-efficient, loads only active persona.
Stars
7
Installs
1,325
Sec Score
90
Rank #74
Stop waiting for prompts. Keep working.
Stars
7
Installs
1,301
Sec Score
95
Rank #75
Upload content to social media platforms via Upload-Post API. Use when posting videos, photos, text, or documents to TikTok, Instagram, YouTube, LinkedIn, Facebook, X (Twitter), Threads, Pinterest, Reddit, or Bluesky. Supports scheduling, analytics, FFmpeg processing, and upload history.
Stars
7
Installs
1,255
Sec Score
93
Rank #76
Orchestrate multiple Claude Code workers via iTerm2 using the claude-team MCP server. Spawn workers with git worktrees, assign beads issues, monitor progress, and coordinate parallel development work.
Stars
7
Installs
1,220
Sec Score
93
Rank #77
Use CodexBar CLI local cost usage to summarize per-model usage for Codex or Claude, including the current (most recent) model or a full model breakdown. Trigger when asked for model-level usage/cost data from codexbar, or when you need a scriptable per-model summary from codexbar cost JSON.
Stars
7
Installs
4,371
Sec Score
59
Rank #78
Use when you need to control Discord from Clawdbot via the discord tool: send messages, react, post or upload stickers, upload emojis, run polls, manage threads/pins/search, fetch permissions or member/role/channel info, or handle moderation actions in Discord DMs or channels.
Stars
7
Installs
3,740
Sec Score
59
Rank #79
iMessage/SMS CLI for listing chats, history, watch, and sending.
Stars
7
Installs
1,922
Sec Score
59
Rank #80
Full desktop computer use for headless Linux servers and VPS. Creates a virtual display (Xvfb + XFCE) to control GUI applications without a physical monitor. Screenshots, mouse clicks, keyboard input, scrolling, dragging — all 17 standard actions. Includes flicker-free VNC setup for live remote viewing. Model-agnostic, works with any LLM.
Stars
6
Installs
2,427
Sec Score
95
Rank #81
Continuous self-improvement through structured reflection and memory
Stars
6
Installs
1,811
Sec Score
95
Rank #82
Manage n8n workflows and automations via API. Use when working with n8n workflows, executions, or automation tasks - listing workflows, activating/deactivating, checking execution status, manually triggering workflows, or debugging automation issues.
Stars
6
Installs
1,588
Sec Score
93
Rank #83
Personal knowledge base powered by Ensue for capturing and retrieving understanding. Use when user wants to save knowledge, recall what they know, manage their toolbox, or build on past learnings. Triggers on "save this", "remember", "what do I know about", "add to toolbox", "my notes on", "store this concept".
Stars
6
Installs
1,529
Sec Score
95
Rank #84
Full Windows desktop control. Mouse, keyboard, screenshots - interact with any Windows application like a human.
Stars
6
Installs
1,458
Sec Score
93
Rank #85
Comprehensive news aggregator that fetches, filters, and deeply analyzes real-time content from 8 major sources: Hacker News, GitHub Trending, Product Hunt, 36Kr, Tencent News, WallStreetCN, V2EX, and Weibo. Best for 'daily scans', 'tech news briefings', 'finance updates', and 'deep interpretations' of hot topics.
Stars
6
Installs
1,392
Sec Score
95
Rank #86
Local memory management for agents. Compression detection, auto-snapshots, and semantic search. Use when agents need to detect compression risk before memory loss, save context snapshots, search historical memories, or track memory usage patterns. Never lose context again.
Stars
6
Installs
1,360
Sec Score
93
Rank #87
The complete operating system for OpenClaw agents. Production-grade with enforced heartbeat protocol (model + version display), traffic-light status indicators, auto-migration, auto-pruning, config validator, version tracking, structured escalation protocol, context protection, security inoculation, shared-channel discipline, team integration, proactive patterns, never-forget protocol, 8 operating rules, and 4 growth loops. One install. Complete system. Built by Jeff J Hunter.
Stars
6
Installs
1,298
Sec Score
90
Rank #88
Implements Manus-style file-based planning for complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when starting complex multi-step tasks, research projects, or any task requiring >5 tool calls. Now with automatic session recovery after /clear.
Stars
6
Installs
1,210
Sec Score
95
Rank #89
Auto-detect task complexity for Claude models (Haiku + Sonnet). Route simple tasks to Haiku, escalate complex ones to Sonnet. Save 50%+ on API costs. | 適用 Claude 模型(Haiku + Sonnet),自動偵測任務難度,簡單用 Haiku,複雜升級 Sonnet,輕鬆省下 50% 以上的費用。— RULES: Before responding, classify the task. If it matches an escalation trigger, call sessions_spawn with the full task and model anthropic/claude-sonnet-4-20250514 IMMEDIATELY. Do NOT answer complex tasks yourself. ESCALATE: analysis, comparisons, planning, strategy, code >10 lines, reports, proposals, multi-step reasoning, tables, outlines, charts, long writing >3 paragraphs, summarization, long translation. NEVER on Haiku: comparison tables, code >10 lines, multi-step analysis, reports, complex reasoning. STAY on Haiku: factual Q&A, definitions, greetings, reminders, short lookups, casual chat, 1-2 sentence tasks. When in doubt, escalate. Keep Haiku replies concise.
Stars
6
Installs
1,175
Sec Score
93
Rank #90
Organize your agent's knowledge using PARA (Projects, Areas, Resources, Archive) — then make it ALL searchable. The symlink trick enables full semantic search across your entire knowledge base, not just MEMORY.md. Includes session transcript indexing and memory flush protocol. Your agent finally has a real second brain.
Stars
6
Installs
1,171
Sec Score
93
Rank #91
Control Sonos speakers (discover/status/play/volume/group).
Stars
6
Installs
11,497
Sec Score
59
Rank #92
Remote-control tmux sessions for interactive CLIs by sending keystrokes and scraping pane output.
Stars
6
Installs
2,564
Sec Score
59
Rank #93
Extract frames or short clips from videos using ffmpeg.
Stars
5
Installs
3,575
Sec Score
100
Rank #94
Typed knowledge graph for structured agent memory and composable skills. Use when creating/querying entities (Person, Project, Task, Event, Document), linking related objects, enforcing constraints, planning multi-step actions as graph transformations, or when skills need to share state. Trigger on "remember", "what do I know about", "link X to Y", "show dependencies", entity CRUD, or cross-skill data access.
Stars
5
Installs
11,942
Sec Score
93
Rank #95
Fetch and summarize YouTube video transcripts. Use when asked to summarize, transcribe, or extract content from YouTube videos. Handles transcript fetching via residential IP proxy to bypass YouTube's cloud IP blocks.
Stars
5
Installs
2,897
Sec Score
90
Rank #96
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.
Stars
5
Installs
2,730
Sec Score
95
Rank #97
A comprehensive skill for using the Cursor CLI agent for various software engineering tasks (updated for 2026 features, includes tmux automation guide).
Stars
5
Installs
2,362
Sec Score
93
Rank #98
Check Antigravity account quotas for Claude and Gemini models. Shows remaining quota and reset times with ban detection.
Stars
5
Installs
1,748
Sec Score
95
Rank #99
Apple Mail.app integration for macOS. Read inbox, search emails, send emails, reply, and manage messages with fast direct access (no enumeration).
Stars
5
Installs
1,381
Sec Score
93
Rank #100
Search for places (restaurants, cafes, etc.) via Google Places API proxy on localhost.
Stars
5
Installs
1,756
Sec Score
54
OpenClaw // Service Delivery
If you want faster results than self-serve docs, these three service lanes are the shortest path from setup to production outcomes.
Price: $299-$999
Timeline: 2 business days
Price: $1,500-$4,000
Timeline: 7 business days
Price: $300-$1,500/mo
Timeline: 2-day onboarding
The list balances security quality, permission risk, community adoption, and metadata quality rather than relying on stars alone.
The dataset is checked weekly for freshness signals, with a monthly curation pass for methodology and quality adjustments.
No. Treat Top 100 as a shortlist, then run fit, security, and permission checks for your own environment.