Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 100.0000 | openclaw-openclawcli · otherContributed by Sentinel | Your own personal AI assistant. Any OS. Any Platform. The lobster way. 🦞 | 388,568 stars · 81,586 forks · 167 mentions | No one-command install · Source | |
| 2 | 99.9953 | anomalyco-opencodecli · ai-agentsContributed by Sentinel | The open source coding agent. | 203,133 stars · 26,456 forks · 37 mentions · passed install test | No one-command install · Source | |
| 3 | 99.9911 | n8n-io-n8nworkflow · otherContributed by Sentinel | Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations. | 206,033 stars · 60,896 forks · 26 mentions | No one-command install · Source | |
| 4 | 99.9907 | superpowersskill · ai-agents | A bundle of skills for software engineering that covers much of the development life cycle: planning, reviewing, testing and debugging. Many… | 280,507 stars · 25,127 forks · 1 mention | No one-command install · Source | |
| 5 | 99.9900 | everything-claude-codeskill · ai-agents | A large collection of resources for Claude Code across core engineering domains. Most resources stand alone, and the author's own workflow is… | 245,823 stars · 37,094 forks · 1 mention | No one-command install · Source | |
| 6 | 99.9883 | openai-codexcli · ai-agentsContributed by Sentinel | Lightweight coding agent that runs in your terminal | 120,808 stars · 18,510 forks · 273 mentions | No one-command install · Source | |
| 7 | 99.9876 | browser-useinfra · browser | Python library that makes web browsers accessible to AI agents; built on Playwright and LangChain. Supports multi-tab, vision + accessibility-tree… | 111,989 stars · 12,312 forks · 11 mentions · passed install test | No one-command install · Source | |
| 8 | 99.9852 | microsoft-playwrightcli · back-endContributed by Sentinel | Playwright is a framework for Web Testing and Automation. It allows testing Chromium, Firefox and WebKit with a single API. | 96,700 stars · 6,504 forks · 21 mentions · passed install test | No one-command install · Source | |
| 9 | 99.9846 | significant-gravitas-autogptcli · ai-agentsContributed by Sentinel | AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what… | 187,068 stars · 46,042 forks · 4 mentions | No one-command install · Source | |
| 10 | 99.9782 | mattpocock-skillsskill · ai-agentsContributed by Sentinel | Skills for Real Engineers. Straight from my .agents directory. | 244,329 stars · 20,767 forks · 5 mentions | No one-command install · Source | |
| 11 | 99.9776 | karpathy-coding-disciplinerules · ai-agents | Drop into CLAUDE.md/AGENTS.md as the first behavior norm a coding agent ingrains — think before coding, prefer the simplest solution, change only what… | 209,417 stars · 21,315 forks | armory install karpathy-coding-discipline --cli claude | |
| 12 | 99.9728 | tt-a1i-archifyskill · ai-agentsContributed by Sentinel | Agent skill for beautiful, verifiable architecture, workflow, sequence, data-flow, and lifecycle diagrams—self-contained HTML with motion and crisp… | 72,120 stars · 4,865 forks · 1 mention · passed install test | No one-command install · Source | |
| 13 | 99.9712 | daytonainfra · devops | Secure and elastic sandboxes for running AI-generated code. The public repository stopped updating in June 2026, when development moved to a private… | 71,846 stars · 5,651 forks · 9 mentions · passed install test | No one-command install · Source | |
| 14 | 99.9639 | anthropics-skillsskill · ai-agentsContributed by Sentinel | Public repository for Agent Skills | 178,534 stars · 21,125 forks | No one-command install · Source | |
| 15 | 99.9638 | ghcli · github-vcs | GitHub’s official command line tool | 46,103 stars · 8,949 forks · passed install test | No one-command install · Source | |
| 16 | 99.9607 | ggml-org-llama-cppinfra · ai-agentsContributed by Sentinel | LLM inference in C/C++ | 126,728 stars · 22,647 forks · 5 mentions | No one-command install · Source | |
| 17 | 99.9604 | chrome-devtoolsmcp · browser | Provides direct Chrome browser control through DevTools for web automation, debugging, and performance analysis using accessibility tree snapshots for… | 52,627 stars · 4,864 forks · 4 mentions · passed install test | No one-command install · Source | |
| 18 | 99.9596 | cli-anythingcli · ai-agents | Generates an agent-native CLI for any piece of software; CLI-Hub collects them. | 50,605 stars · 4,630 forks · 1 mention · passed install test | No one-command install · Source | |
| 19 | 99.9580 | tmuxcli · front-end | Terminal multiplexer — persistent sessions, split panes, detach and reattach. | 48,975 stars · 2,865 forks · 5 mentions · passed install test | No one-command install · Source | |
| 20 | 99.9521 | garrytan-gstackskill · front-endContributed by Sentinel | Use Garry Tan's exact Claude Code setup: 23 opinionated tools that serve as CEO, Designer, Eng Manager, Release Manager, Doc Engineer, and QA | 131,046 stars · 19,660 forks · 11 mentions | No one-command install · Source | |
| 21 | 99.9510 | duckdbcli · database | DuckDB is an analytical in-process SQL database management system | 40,916 stars · 3,695 forks · passed install test | No one-command install · Source | |
| 22 | 99.9503 | langchain-ai-langgraphworkflow · ai-agentsContributed by Sentinel | Build resilient agents. | 40,899 stars · 6,899 forks · 25 mentions · passed install test | No one-command install · Source | |
| 23 | 99.9496 | markitdownmcp · other | Integrates with Microsoft's MarkItDown tool to convert documents like PDFs, Word files, and PowerPoint presentations into clean, structured markdown… | 177,617 stars · 13,061 forks · 1 mention | No one-command install · Source | |
| 24 | 99.9472 | vllm-project-vllminfra · ai-agentsContributed by Sentinel | A high-throughput and memory-efficient inference and serving engine for LLMs | 90,743 stars · 21,577 forks · 15 mentions | No one-command install · Source | |
| 25 | 99.9433 | zellijcli · other | A terminal workspace with batteries included | 35,236 stars · 1,421 forks · passed install test | No one-command install · Source | |
| 26 | 99.9409 | github-mcpmcp · github-vcs | Use when an agent needs to operate GitHub natively — create issues and PRs, read and search repositories, and inspect commits — instead of shelling… | 32,663 stars · 4,883 forks · passed install test | armory install github-mcp --cli claude | |
| 26 | 99.9409 | nextlevelbuilder-ui-ux-pro-max-skillskill · front-endContributed by Sentinel | An AI skill that provides design intelligence for building professional UI/UX across multiple platforms. | 125,818 stars · 13,457 forks | No one-command install · Source | |
| 28 | 99.9365 | firecrawl-firecrawlcli · searchContributed by Sentinel | The context API to search, scrape, and interact with the web at scale. 🔥 | 175,403 stars · 9,623 forks · 7 mentions | No one-command install · Source | |
| 29 | 99.9297 | google-gemini-gemini-clicli · ai-agentsContributed by Sentinel | An open-source AI agent that brings the power of Gemini directly into your terminal. | 106,764 stars · 14,516 forks · 13 mentions | No one-command install · Source | |
| 30 | 99.9290 | graphify-labs-graphifycli · databaseContributed by Sentinel | Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex… | 121,614 stars · 11,711 forks · 4 mentions | No one-command install · Source | |
| 31 | 99.9262 | cmuxcli · front-end | Open source Ghostty-based macOS terminal with vertical tabs and notifications for AI coding agents. Built for multitasking, organization, and… | 26,677 stars · 2,293 forks · passed install test | No one-command install · Source | |
| 32 | 99.9215 | a2aproject-a2acli · ai-agentsContributed by Sentinel | Agent2Agent (A2A) is an open protocol enabling communication and interoperability between opaque agentic applications. | 25,597 stars · 2,593 forks · 9 mentions · passed install test | No one-command install · Source | |
| 33 | 99.9153 | nexu-io-open-designcli · front-endContributed by Sentinel | 🎨 Best DeepSeek Harness Design Plugin. The open-source Claude Design alternative. 🖥️ Local-first desktop app. 🖼️ Your coding agent becomes the… | 98,175 stars · 11,389 forks · 3 mentions | No one-command install · Source | |
| 34 | 99.9147 | karpathy-autoresearchworkflow · commsContributed by Sentinel | AI agents running research on single-GPU nanochat training automatically | 95,090 stars · 13,383 forks · 7 mentions | No one-command install · Source | |
| 35 | 99.9141 | paperclipai-paperclipcli · ai-agentsContributed by Sentinel | The open-source app everyone uses to manage agents at work | 86,361 stars · 15,351 forks · 3 mentions | No one-command install · Source | |
| 36 | 99.9091 | livekit-livekitcli · otherContributed by Sentinel | End-to-end realtime stack for connecting humans and AI | 21,128 stars · 2,384 forks · 2 mentions · passed install test | No one-command install · Source | |
| 37 | 99.9041 | puppeteercli · browser | Google Puppeteer Node.js library and CLI for programmatic Chrome/Firefox control — headless screenshot, PDF, network interception, and DevTools… | 95,622 stars · 9,582 forks · 2 mentions | No one-command install · Source | |
| 38 | 99.9011 | world-monitor-mcpmcp · ai-agents | MCP server for real-time global intelligence, AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking, enabling agents and… | 87,417 stars · 13,325 forks | No one-command install · Source | |
| 39 | 99.8974 | genai-toolboxmcp · database | Provides a secure, configurable interface for executing pre-defined queries against multiple database systems including PostgreSQL, MySQL, SQL Server… | 16,293 stars · 1,706 forks · passed install test | No one-command install · Source | |
| 40 | 99.8951 | glips-figma-contextmcp · front-end | Integrates with Figma's design platform API to enable AI-driven design operations, asset management, and team collaboration within Figma workflows. | 15,754 stars · 1,258 forks · passed install test | No one-command install · Source | |
| 41 | 99.8942 | zed-industries-zedcli · otherContributed by Sentinel | Code at the speed of thought – Zed is a high-performance, multiplayer code editor from the creators of Atom and Tree-sitter. | 89,612 stars · 10,392 forks · 4 mentions | No one-command install · Source | |
| 42 | 99.8904 | thedotmack-claude-memmemory · ai-agentsContributed by Sentinel | Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant… | 94,727 stars · 8,379 forks · 6 mentions | No one-command install · Source | |
| 43 | 99.8865 | e2b-sandboxinfra · devops | Use as the default runtime when an agent must execute untrusted code or commands — Firecracker microVMs with ~150ms cold start give each run an… | 13,635 stars · 1,015 forks · 10 mentions · passed install test | No one-command install · Source | |
| 44 | 99.8834 | playwright-clicli · browser | Playwright CLI bundled with the @playwright/test package — provides codegen, screenshot, pdf, and trace viewer commands for headless browser… | 13,015 stars · 704 forks · 1 mention · passed install test | No one-command install · Source | |
| 45 | 99.8830 | openhands-openhandscli · otherContributed by Sentinel | 🙌 OpenHands: AI-Driven Development | 85,920 stars · 11,269 forks · 5 mentions | No one-command install · Source | |
| 46 | 99.8737 | learn-claude-codeworkflow · ai-agents | An analysis of how coding agents like Claude Code are designed, which breaks an agent into its basic parts and rebuilds it with minimal code: a… | 75,849 stars · 12,224 forks | No one-command install · Source | |
| 47 | 99.8693 | crawl4aicli · browser | Open-source async web crawling library optimised for LLM data extraction — Playwright-backed, outputs clean Markdown, supports CSS/XPath selectors and… | 84,297 stars · 8,717 forks | No one-command install · Source | |
| 48 | 99.8617 | trailhq-graftcli · ai-agentsContributed by Sentinel | Turbocharge Claude Code, Cursor, Codex, Gemini & every coding agent: faster, cheaper, with contextual understanding specific to your codebase. | 9,252 stars · 844 forks · 1 mention · passed install test | No one-command install · Source | |
| 49 | 99.8599 | panniantong-agent-reachcli · back-endContributed by Sentinel | Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees. | 85,497 stars · 7,511 forks · 4 mentions | No one-command install · Source | |
| 50 | 99.8594 | berriai-litellmcli · ai-agentsContributed by Sentinel | The fastest, litest AI Gateway. Rust core with Python SDK. Call 100+ LLM APIs in OpenAI (or native) format with cost tracking, guardrails, load… | 59,664 stars · 11,800 forks · 6 mentions | No one-command install · Source | |
| 51 | 99.8554 | idosal-git-mcpmcp · github-vcs | Transform any GitHub project (repositories or GitHub pages) into a documentation hub. Allows AI tools like Cursor to access up-to-date documentation… | 8,429 stars · 747 forks · passed install test | No one-command install · Source | |
| 52 | 99.8523 | firecrawl-mcpmcp · browser | Use when an agent needs to turn the web into clean data — scrape a page, crawl a site, or extract structured content (incl. from PDFs) as markdown the… | 7,515 stars · 895 forks · passed install test | No one-command install · Source | |
| 53 | 99.8512 | d4vinci-scraplingmcp · front-end | Provides advanced web scraping capabilities with browser fingerprint impersonation, dynamic content fetching via Chromium, and stealth scraping… | 77,802 stars · 7,814 forks · 1 mention | No one-command install · Source | |
| 54 | 99.8500 | la-rebelion-labs-registrymcp · back-end | Search and discover MCP servers through the official MCP Registry service. | 7,213 stars · 976 forks · 2 mentions · passed install test | No one-command install · Source | |
| 55 | 99.8475 | netdatamcp · observability | Real-time infrastructure monitoring with metrics, logs, alerts, and ML anomaly detection | 80,661 stars · 6,636 forks | No one-command install · Source | |
| 56 | 99.8430 | xcodebuildmcp · front-end | Enables building, running, and debugging iOS and macOS applications through Xcode with tools for project discovery, simulator management, app… | 6,323 stars · 313 forks · passed install test | No one-command install · Source | |
| 57 | 99.8394 | rufloworkflow · ai-agents | An orchestration platform for deploying and coordinating multi-agent swarms, with self-learning, vector-based layered memory, systematic planning and… | 70,157 stars · 8,375 forks · 3 mentions | No one-command install · Source | |
| 58 | 99.8331 | stablyai-orcaworkflow · ai-agentsContributed by Sentinel | Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with your own subscription. Available on desktop, mobile and VPS. | 78,783 stars · 5,153 forks · 4 mentions | No one-command install · Source | |
| 59 | 99.8314 | microsoft-autogenworkflow · ai-agentsContributed by Sentinel | A programming framework for agentic AI | 60,753 stars · 9,174 forks · 8 mentions | No one-command install · Source | |
| 60 | 99.8282 | mem0-mcpmcp · ai-agents | Use to give an agent long-term, cross-session memory backed by a managed service — store and semantically recall facts about a user or project that… | 66,022 stars · 7,762 forks · 21 mentions | No one-command install · Source | |
| 61 | 99.8276 | cline-clinecli · ai-agentsContributed by Sentinel | Autonomous coding agent as an SDK, IDE extension, or CLI assistant. | 67,325 stars · 7,274 forks · 5 mentions | No one-command install · Source | |
| 62 | 99.8244 | peekaboomcp · front-end | A macOS automation tool that provides high-fidelity screen capture, AI analysis, and complete GUI automation through a CLI and MCP server, enabling… | 5,098 stars · 393 forks · passed install test | No one-command install · Source | |
| 63 | 99.8228 | examcp · search | Query Exa API to retrieve structured search results. | 4,952 stars · 378 forks · passed install test | No one-command install · Source | |
| 64 | 99.8216 | wranglercli · devops | Wrangler — the CLI for Cloudflare Workers. | 4,498 stars · 1,470 forks · passed install test | No one-command install · Source | |
| 65 | 99.8164 | diegosouzapw-omnirouteinfra · ai-agentsContributed by Sentinel | Never stop coding. Free MIT AI gateway: one endpoint, 352 providers (150+ free), 1200+ models Kimi, Claude, GPT, Gemini, GLM, DeepSeek, MiniMax. Works… | 60,005 stars · 8,342 forks · 3 mentions | No one-command install · Source | |
| 66 | 99.8150 | printing-presscli · back-end | Finds the CLI hidden inside any API and generates it. | 4,602 stars · 497 forks · passed install test | No one-command install · Source | |
| 67 | 99.8113 | codegraphmcp · search | Supercharges AI coding agents with a pre-indexed semantic code graph, enabling instant symbol relationships, impact analysis, and context retrieval… | 72,120 stars · 4,628 forks | No one-command install · Source | |
| 68 | 99.8064 | warpdotdev-warpcli · ai-agentsContributed by Sentinel | Warp is an agentic development environment, born out of the terminal. | 64,716 stars · 5,497 forks · 22 mentions | No one-command install · Source | |
| 69 | 99.8059 | crewaiinc-crewaiworkflow · ai-agentsContributed by Sentinel | Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together… | 57,982 stars · 8,309 forks · 21 mentions | No one-command install · Source | |
| 70 | 99.8058 | usestrix-strixcli · otherContributed by Sentinel | Open-source AI penetration testing tool to find and fix your app’s vulnerabilities. | 60,015 stars · 6,564 forks · 7 mentions | No one-command install · Source | |
| 71 | 99.8052 | mempalacememory · ai-agents | Use when you want an agent memory system whose recall quality has actually been benchmarked rather than asserted. | 58,897 stars · 7,548 forks · 2 mentions | No one-command install · Source | |
| 72 | 99.7987 | container-useinfra · ai-agents | Development environments for coding agents. Enable multiple agents to work safely and independently with your preferred stack. | 4,046 stars · 206 forks · passed install test | No one-command install · Source | |
| 73 | 99.7968 | hkuds-nanobotcli · ai-agentsContributed by Sentinel | Ultra-lightweight, open-source, self-hosted personal AI agent framework in Python with WebUI, tools, memory, MCP, multi-agent workflows, automation… | 47,626 stars · 8,406 forks · 3 mentions | No one-command install · Source | |
| 74 | 99.7953 | calesthio-openmontagecli · ai-agentsContributed by Sentinel | World's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Turn… | 55,444 stars · 6,932 forks · 4 mentions | No one-command install · Source | |
| 75 | 99.7904 | opentelemetrycli · observability | OpenTelemetry JavaScript SDK — traces, metrics and logs for Node and the browser. | 3,454 stars · 1,156 forks · passed install test | No one-command install · Source | |
| 76 | 99.7870 | sgl-project-sglanginfra · otherContributed by Sentinel | SGLang is a high-performance serving framework for large language models and multimodal models. | 33,202 stars · 8,472 forks · 4 mentions | No one-command install · Source | |
| 77 | 99.7847 | aaif-goose-goosecli · ai-agentsContributed by Sentinel | an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM | 54,675 stars · 6,318 forks · 5 mentions | No one-command install · Source | |
| 78 | 99.7803 | metabasemcp · ai-agents | Official Metabase MCP server enabling AI agents to search, explore, query, and visualize data in a self-hosted Metabase instance. | 49,047 stars · 6,782 forks | No one-command install · Source | |
| 79 | 99.7645 | qwenlm-qwen-mm-pluginscli · ai-agentsContributed by Sentinel | Make any agent harness multimodal-native. | 2,984 stars · 190 forks · 1 mention · passed install test | No one-command install · Source | |
| 80 | 99.7621 | context7-mcpmcp · back-end | Use whenever an agent needs current, version-accurate docs for a library, framework, SDK, or API — it fetches live documentation so the agent isn't… | 62,445 stars · 3,032 forks · 6 mentions | No one-command install · Source | |
| 81 | 99.7579 | aider-ai-aidercli · otherContributed by Sentinel | aider is AI pair programming in your terminal | 48,663 stars · 4,913 forks · 7 mentions | No one-command install · Source | |
| 82 | 99.7529 | agno-agi-agnocli · ai-agentsContributed by Sentinel | Build, run, and manage agent platforms. | 42,004 stars · 5,858 forks · 10 mentions | No one-command install · Source | |
| 83 | 99.7490 | answerdotai-llms-txtcli · ai-agentsContributed by Sentinel | The /llms.txt file, helping language models use your website | 2,633 stars · 166 forks · 2 mentions · passed install test | No one-command install · Source | |
| 84 | 99.7442 | coinbase-agentkitcli · auth | Coinbase AgentKit — gives an agent an onchain wallet and the actions to use it. | 1,294 stars · 799 forks · passed install test | No one-command install · Source | |
| 85 | 99.7436 | sentry-llm-monitoringobservability · observability | Sentry's error and performance monitoring extended to LLM applications — captures exceptions, latency, and AI token usage with OpenTelemetry… | 44,709 stars · 4,832 forks · 15 mentions | No one-command install · Source | |
| 86 | 99.7420 | tavily-searchmcp · search | Integrates with Tavily API to provide real-time web search and content extraction capabilities for research, aggregation, and fact-checking tasks. | 2,366 stars · 291 forks · passed install test | No one-command install · Source | |
| 87 | 99.7324 | mindsdbmcp · database | MindsDB allows applications to answer questions over large-scale federated data—spanning databases, data warehouses, and SaaS applications. | 39,680 stars · 6,240 forks | No one-command install · Source | |
| 88 | 99.7187 | claude-scientific-skillsskill · ai-agents | A set of ready-to-use Agent Skills for research, science, engineering, analysis, finance and writing. | 41,662 stars · 3,831 forks | No one-command install · Source | |
| 89 | 99.7149 | codebase-memory-mcpmcp · search | High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 159 languages… | 41,746 stars · 3,400 forks · 1 mention | No one-command install · Source | |
| 90 | 99.7081 | wshobson-agentssubagent · ai-agentsContributed by Sentinel | Multi-harness agentic plugin marketplace for Claude Code, Codex, Cursor, OpenCode, GitHub Copilot, and Google Antigravity | 39,338 stars · 4,195 forks | No one-command install · Source | |
| 91 | 99.7044 | copilotkit-copilotkitcli · front-endContributed by Sentinel | The Frontend Stack for Agents & Generative UI. React, Angular, Mobile, Slack, and more. Makers of the AG-UI Protocol | 37,158 stars · 4,594 forks · 4 mentions | No one-command install · Source | |
| 92 | 99.7031 | stripe-agent-toolkitinfra · payments | Use as the payments rail when an agent should earn or spend money in code — create customers, prices, payment links, and usage-based billing — the… | 1,785 stars · 329 forks · passed install test | No one-command install · Source | |
| 93 | 99.6974 | vercel-labs-agent-browsercli · browserContributed by Sentinel | Browser automation CLI for AI agents | 41,746 stars · 2,782 forks · 5 mentions | No one-command install · Source | |
| 94 | 99.6956 | herdrdev-herdrcli · ai-agentsContributed by Sentinel | the runtime your coding agents live on | 40,863 stars · 3,125 forks · 6 mentions | No one-command install · Source | |
| 95 | 99.6953 | flyctlcli · devops | Command line tools for fly.io services | 1,699 stars · 309 forks · passed install test | No one-command install · Source | |
| 96 | 99.6888 | stanfordnlp-dspycli · ai-agentsContributed by Sentinel | DSPy: The framework for programming—not prompting—language models | 38,336 stars · 3,365 forks · 3 mentions | No one-command install · Source | |
| 97 | 99.6863 | microsoft-graphragmemory · searchContributed by Sentinel | A modular graph-based Retrieval-Augmented Generation (RAG) system | 35,783 stars · 3,754 forks · 3 mentions | No one-command install · Source | |
| 98 | 99.6847 | mlflow-tracingobservability · ai-agents | MLflow's LLM tracing module instruments model calls, agent steps, and tool invocations, storing them alongside experiment runs for reproducibility. | 27,768 stars · 6,246 forks | No one-command install · Source | |
| 99 | 99.6776 | langfuseobservability · observability | Open-source LLM engineering platform with traces, evals, prompt management, and datasets for debugging and improving LLM applications. | 34,067 stars · 3,678 forks · 10 mentions | No one-command install · Source | |
| 100 | 99.6763 | microsoft-playwright-mcpmcp · browser | Enables web browser control for navigating websites, capturing page snapshots, interacting with elements, and taking screenshots through Playwright's… | 36,722 stars · 3,084 forks · 4 mentions | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.