Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1701 | 98.783 | trulenseval · back-end | Evaluation and tracking for LLM and RAG applications with a feedback-function API and experiment dashboard. | 3,530 stars · 335 forks · 1 mention | No one-command install · Source | |
| 1702 | 98.937 | caviraoss-openmemorymemory · ai-agentsContributed by Sentinel | Local persistent memory store for LLM applications including claude desktop, github copilot, codex, antigravity, etc. | 4,478 stars · 504 forks | No one-command install · Source | |
| 1703 | 98.969 | byterover-ciphermcp · database | Memory-powered agent framework that provides persistent memory capabilities across conversations and sessions using vector databases and embeddings… | 4,966 stars · 454 forks | No one-command install · Source | |
| 1704 | 98.991 | agentaeval · ai-agents | Open-source LLM developer platform with prompt playground, evaluation pipelines, and A/B testing for iterating on LLM apps. | 4,670 stars · 661 forks | No one-command install · Source | |
| 1705 | 99.046 | grafana-tempoobservability · observability | Grafana Tempo is a cost-efficient distributed tracing backend (OpenTelemetry-native) that pairs with Loki for logs and Prometheus for metrics in LLM… | 5,461 stars · 746 forks | No one-command install · Source | |
| 1706 | 99.082 | alexzhang13-rlmcli · devopsContributed by Sentinel | General plug-and-play inference library for Recursive Language Models (RLMs), supporting various sandboxes. | 5,644 stars · 905 forks · 3 mentions | No one-command install · Source | |
| 1707 | 99.089 | heliconeobservability · observability | Open-source LLM observability platform: proxy-based logging, cost tracking, caching, and rate limiting for OpenAI-compatible APIs. | 6,123 stars · 662 forks | No one-command install · Source | |
| 1708 | 99.103 | swe-bencheval · ai-agents | SWE-bench: benchmark for evaluating LLMs on real-world GitHub issue resolution across 12 popular Python repositories. | 5,762 stars · 957 forks · 9 mentions | No one-command install · Source | |
| 1709 | 99.194 | openllmetryobservability · ai-agents | OpenTelemetry-based observability for LLM applications. It auto-instruments OpenAI, Anthropic, LangChain, and 20+ providers with zero code changes. | 7,452 stars · 1,099 forks | No one-command install · Source | |
| 1710 | 99.233 | artidoro-qloracli · ai-agentsContributed by Sentinel | QLoRA: Efficient Finetuning of Quantized LLMs | 11,021 stars · 876 forks · 4 mentions · failed install test | Stale | No one-command install · Source |
| 1711 | 99.273 | phoenixeval · ai-agents | Arize Phoenix: open-source LLM observability with built-in evals, span tracing, and dataset curation for RAG and agents. | 11,286 stars · 1,086 forks · 2 mentions | No one-command install · Source | |
| 1712 | 99.274 | pocketflowworkflow · ai-agents | Pocket Flow: 100-line LLM framework that lets agents build agents | 11,139 stars · 1,217 forks | No one-command install · Source | |
| 1713 | 99.277 | zilliz-claude-contextmcp · database | Provides semantic code search and indexing using vector embeddings and AST-based code splitting, enabling natural language queries across codebases… | 12,463 stars · 917 forks | No one-command install · Source | |
| 1714 | 99.334 | portkey-ai-gatewayobservability · observability | Open-source AI gateway providing a unified API across 100+ LLM providers with built-in observability, request logging, fallbacks, caching, and load… | 12,873 stars · 1,280 forks | No one-command install · Source | |
| 1715 | 99.378 | langchain-ai-openwikicli · ai-agentsContributed by Sentinel | OpenWiki is a CLI that writes and maintains agent documentation for your codebase. | 15,979 stars · 1,159 forks · 4 mentions | No one-command install · Source | |
| 1716 | 99.397 | skill-seekers-skill-seekersmcp · database | Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35… | 14,879 stars · 1,516 forks | No one-command install · Source | |
| 1717 | 99.429 | microsoft-skilloptcli · ai-agentsContributed by Sentinel | SkillOpt is a text-space optimizer that trains reusable natural-language skills for frozen LLM agents through trajectory-driven edits… | 16,613 stars · 1,561 forks · 5 mentions | No one-command install · Source | |
| 1718 | 99.455 | deepevaleval · observability | Open-source LLM evaluation framework with 14+ metrics (hallucination, faithfulness, answer relevancy) and CI support. | 18,041 stars · 1,890 forks | No one-command install · Source | |
| 1719 | 99.472 | opentelemetry-genaiobservability · observability | OpenTelemetry semantic conventions and instrumentation for GenAI/LLM spans, traces, and metrics via the GenAI semconv working group. | 4,897 stars · 3,851 forks | No one-command install · Source | |
| 1720 | 99.473 | browser-use-webuiinfra · ai-agents | Gradio web UI on top of the browser-use framework. It lets users run AI browser agents interactively, configure LLM providers, watch live recordings… | 16,310 stars · 2,721 forks | No one-command install · Source | |
| 1721 | 99.474 | dzhng-deep-researchcli · searchContributed by Sentinel | An AI-powered research assistant that performs iterative, deep research on any topic by combining search engines, web scraping, and large language… | 19,626 stars · 1,995 forks · 7 mentions | No one-command install · Source | |
| 1722 | 99.490 | comet-opikobservability · observability | Opik by Comet is an open-source LLM evaluation and tracing platform: log traces, run automated evals, create datasets, and track prompt improvements… | 22,249 stars · 1,827 forks · 1 mention | No one-command install · Source | |
| 1723 | 99.494 | gibsonai-memorimemory · ai-agentsContributed by Sentinel | Memori is agent-native memory infrastructure. A LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for… | 16,313 stars · 3,283 forks | No one-command install · Source | |
| 1724 | 99.512 | openai-evalseval · ai-agents | OpenAI's official framework for evaluating LLMs and LLM-powered systems, with a registry of community eval sets. | 19,509 stars · 3,093 forks | No one-command install · Source | |
| 1725 | 99.513 | skyverninfra · browser | Open-source agent platform that automates browser-based workflows using LLMs and computer vision. It identifies interactive elements via screenshots… | 22,907 stars · 2,152 forks | No one-command install · Source | |
| 1726 | 99.536 | promptfooeval · ai-agents | CLI and library for testing, comparing, and red-teaming LLM prompts and agents with assertions and CI integration. | 24,737 stars · 2,255 forks | No one-command install · Source | |
| 1727 | 99.538 | humanlayer-12-factor-agentsrules · ai-agentsContributed by Sentinel | What are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers? | 25,642 stars · 1,951 forks · 4 mentions | No one-command install · Source | |
| 1728 | 99.558 | tencentcloud-tencentdb-agent-memorymemory · ai-agentsContributed by Sentinel | TencentDB Agent Memory is a team-level memory hub for AI Agents — turning conversations, docs, and code into four reusable memory assets (Chat Memory… | 25,635 stars · 2,398 forks · 3 mentions | No one-command install · Source | |
| 1729 | 99.606 | rocketride-org-rocketride-servermcp · ai-agents | MCP server that exposes RocketRide AI pipelines as tools for Claude, Cursor, and Windsurf. Self-hosted, open-source pipeline tool with multi-LLM… | 12,739 stars · 5,046 forks | No one-command install · Source | |
| 1730 | 99.649 | langchain-ai-deepagentscli · ai-agentsContributed by Sentinel | The batteries-included agent harness. | 28,831 stars · 4,050 forks · 6 mentions | No one-command install · Source | |
| 1731 | 99.677 | 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 | |
| 1732 | 99.684 | 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 | |
| 1733 | 99.686 | 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 | |
| 1734 | 99.743 | sentry-llm-monitoringobservability · observability | Sentry's error and performance monitoring extended to LLM applications. It captures exceptions, latency, and AI token usage with OpenTelemetry… | 44,709 stars · 4,832 forks · 15 mentions | No one-command install · Source | |
| 1735 | 99.749 | 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 | |
| 1736 | 99.784 | 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 | |
| 1737 | 99.787 | 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 | |
| 1738 | 99.859 | 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 | |
| 1739 | 99.869 | 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 | |
| 1740 | 99.947 | 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 | |
| 1741 | 99.950 | 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 | |
| 1742 | 99.960 | 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 | |
| 1743 | 99.987 | 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 | |
| 1744 | Unranked | prism-mcpmcp · back-end | MCP server providing full HTTP parity with the Prism API, enabling agents to chat, generate images/video/music/TTS, manage RAG documents and projects… | No signals yet | No one-command install · Source | |
| 1745 | Unranked | code-indexing-mcpmcp · search | A local-only codebase indexer that extracts syntax-aware chunks, creates embeddings locally, and enables semantic code search and symbol lookup via… | No signals yet | No one-command install · Source | |
| 1746 | Unranked | dynatrace-saas-mcp-servermcp · observability | Enables LLM agents to query Dynatrace SaaS for observability data (logs, metrics, traces, entities, problems, vulnerabilities) and manage… | No signals yet | No one-command install · Source | |
| 1747 | Unranked | aa-mcp-servermcp · ai-agents | An MCP server that gives Claude (or any MCP-compatible LLM) read-only access to your American Airlines AAdvantage account — mile balance, Loyalty… | No signals yet | No one-command install · Source | |
| 1748 | Unranked | releaseguard-mcp-servermcp · back-end | Provides MCP tools for scanning, redacting, and packaging dataset/model directories for public release, leveraging Presidio for PII detection and… | No signals yet | No one-command install · Source | |
| 1749 | Unranked | linkedin-humblebragmcp · other | Generates humorous LinkedIn posts from user achievements using a self-deprecating, vulnerable tone. | No signals yet | No one-command install · Source | |
| 1750 | Unranked | infino-mcp-servermcp · back-end | Enables AI agents to perform keyword, semantic, hybrid, and SQL retrieval over data stored on object storage or local paths, using a local embedding… | No signals yet | No one-command install · Source | |
| 1751 | Unranked | codesteer-atlasmcp · search | Local MCP server for semantic code search using Tree-sitter AST parsing, local embeddings, and hybrid search; enables indexing and querying codebases… | No signals yet | No one-command install · Source | |
| 1752 | Unranked | seven-dpt-mcpmcp · back-end | Feynman's twelve-problems method as an MCP server — a persistent set of long-running problems plus an evoke loop that tests each new trick against all… | No signals yet | No one-command install · Source | |
| 1753 | Unranked | cfast-mcpmcp · ai-agents | Enables LLMs to build, inspect, run, and analyze CFAST fire models step by step via tools for compartments, materials, vents, fires, devices, and… | No signals yet | No one-command install · Source | |
| 1754 | Unranked | darwin-memomcp · ai-agents | Provides an MCP server that gives LLM agents an evolutionary memory: entries pay upkeep and survive only if they earn their keep through measured… | No signals yet | No one-command install · Source | |
| 1755 | Unranked | llm-chat-mcpmcp · ai-agents | Wraps Tool and ToolPackage instances from the llm-chat ecosystem behind the Model Context Protocol, enabling stdio and Streamable HTTP transports for… | No signals yet | No one-command install · Source | |
| 1756 | Unranked | first-ch-tools-mcpmcp · ai-agents | MCP server exposing First CH Tools' free web-tool logic for WCAG contrast, JP character counting, WebP conversion, JSON-LD, and llms.txt generation to… | No signals yet | No one-command install · Source | |
| 1757 | Unranked | ai-guardianmcp · ai-agents | Enables observability and governance for local LLMs via Ollama, including auditing model usage, scanning prompts for secrets/PII, and enforcing… | No signals yet | No one-command install · Source | |
| 1758 | Unranked | yads-mcpmcp · ai-agents | Enables MCP-capable LLM agents to control YADS queues, manage tags, and trigger scans through YADS's API-authenticated /api/v1 interface without… | No signals yet | No one-command install · Source | |
| 1759 | Unranked | bizidashboard-mcpmcp · ai-agents | MCP server that exposes BiziDashboard's historical and analytical data for the Zaragoza Bizi bike-share system as tools for LLM clients, enabling… | No signals yet | No one-command install · Source | |
| 1760 | Unranked | bookshelf-mcpmcp · back-end | MCP server that exposes the Bookshelf (Readarr fork) v1 REST API as tools, allowing an LLM to read and manage authors, books, book files, editions… | No signals yet | No one-command install · Source | |
| 1761 | Unranked | mcp-memory-hnswmcp · search | Provides persistent semantic memory for Claude Code and Claude Desktop with fully offline local embeddings and HNSW indexing, enabling memory storage… | No signals yet | No one-command install · Source | |
| 1762 | Unranked | crewai-mcp-orchestratormcp · ai-agents | Transforms any compatible LLM or AI Assistant into a master orchestrator of CrewAI, providing tools to dynamically generate, edit, test, and execute… | No signals yet | No one-command install · Source | |
| 1763 | Unranked | mcp4openapimcp · back-end | Turn any OpenAPI specification into a smaller, LLM-friendly MCP server. Enables interaction with REST APIs through MCP tools using profiles to reduce… | No signals yet | No one-command install · Source | |
| 1764 | Unranked | scribbleslmmcp · search | A self-hosted, notebook-scoped RAG pipeline with contextual retrieval, delivered as an MCP server. Enables ingestion of documents into named notebooks… | No signals yet | No one-command install · Source | |
| 1765 | Unranked | nexus-browser-mcpmcp · browser | A browser-automation MCP server built on Playwright that provides deterministic snapshots via MutationObserver/requestAnimationFrame, HITL governance… | No signals yet | No one-command install · Source | |
| 1766 | Unranked | intelliverse-router-mcp-servermcp · back-end | Enables agents to manage the Intelliverse platform: create apps, API keys, knowledge bases, send email, generate media, and chat without specifying an… | No signals yet | No one-command install · Source | |
| 1767 | Unranked | hai-mcpmcp · ai-agents | Provides a human-agent interface control plane for managing agent state, focus, and next steps across any MCP-compatible client, without calling an… | No signals yet | No one-command install · Source | |
| 1768 | Unranked | private-journal-mcpmcp · database | Stores journal entries locally with semantic search using multilingual embeddings, and optionally syncs to a Git remote. | No signals yet | No one-command install · Source | |
| 1769 | Unranked | aibrief-mcpmcp · ai-agents | Read-only MCP server that serves curated daily Korean AI briefings (papers, releases, community, video, deepdive) via 7 tools, with no LLM calls per… | No signals yet | No one-command install · Source | |
| 1770 | Unranked | agent-accessibility-auditor-mcp-servermcp · back-end | Audits a domain to determine if AI agents and crawlers can access and read it, returning a flat row of 42 fields covering llms.txt, robots.txt AI… | No signals yet | No one-command install · Source | |
| 1771 | Unranked | mcp-for-kibanamcp · ai-agents | Enables LLMs to interact with Kibana through composable toolboxes for building dashboards, managing data, and handling alerts, among other operations. | No signals yet | No one-command install · Source | |
| 1772 | Unranked | otc-pricing-mcp-servermcp · back-end | An open-source Model Context Protocol (MCP) server for the Open Telekom Cloud (OTC) Price Calculator API. Expose OTC pricing data to Claude and other… | No signals yet | No one-command install · Source | |
| 1773 | Unranked | mcp-toolsets-runtimemcp · front-end | A shared runtime that discovers LangChain tools from a toolset package and serves them as an MCP server, with optional UI views and a CLI for managing… | No signals yet | No one-command install · Source | |
| 1774 | Unranked | mcp-rpcs1mcp · ai-agents | prevents llm from overload, freeze and oscillation | No signals yet | No one-command install · Source | |
| 1775 | Unranked | rpcs1-agent-tunermcp · ai-agents | prevents llm from overload, freeze and oscillation | No signals yet | No one-command install · Source | |
| 1776 | Unranked | vibedonatemcp · other | Enables peer-to-peer AI inference donation by exposing MCP tools to check node status and request capacity, with local-first compute sharing, consent… | No signals yet | No one-command install · Source | |
| 1777 | Unranked | nm-hard-toolsmcp · devops | Provides deployable, stateless MCP services for rigorous inference evaluation and benchmarking, including a profiled lm-evaluation-harness… | No signals yet | No one-command install · Source | |
| 1778 | Unranked | repo-explorer-mcpmcp · ai-agents | Enables LLM-driven repository exploration by exposing an explore_repository tool over stdio, using codebase memory and ripgrep/rtk search to navigate… | No signals yet | No one-command install · Source | |
| 1779 | Unranked | ai-dememorymcp · database | Personal multi-LLM memory repository using Markdown as source of truth, SQLite FTS5 for retrieval, and MCP tools for search, context, and write… | No signals yet | No one-command install · Source | |
| 1780 | Unranked | civ6-mcpmcp · ai-agents | An MCP server that lets LLM agents play full games of Civilization VI. | No signals yet | No one-command install · Source | |
| 1781 | Unranked | compendiummcp · ai-agents | MCP server that minimizes LLM token usage by compressing, summarizing, filtering, chunk-referencing, and pruning large context before it reaches the… | No signals yet | No one-command install · Source | |
| 1782 | Unranked | tempreonmcp · ai-agents | MCP server that provides a portable personal knowledge layer for AI tools, enabling cross-LLM continuity and personalized context across clients like… | No signals yet | No one-command install · Source | |
| 1783 | Unranked | claude-worksmcp · ai-agents | An MCP server that exposes a perpetual, honest job-application pipeline as typed tools an LLM agent can call, with fit scoring, verified resume… | No signals yet | No one-command install · Source | |
| 1784 | Unranked | simliverse-mcpmcp · ai-agents | Provides a unified MCP server for the SimLiverse Physical AI Platform, enabling LLM copilots to access Isaac Sim knowledge via NVIDIA NIM and… | No signals yet | No one-command install · Source | |
| 1785 | Unranked | geolocation-mcpmcp · database | Enables LLMs to query IP addresses against free MaxMind GeoLite2 geolocation databases. | No signals yet | No one-command install · Source | |
| 1786 | Unranked | mcp-teste-llm2mcp · database | MCP server that allows natural language queries in Portuguese to a PostgreSQL database using Ollama, ensuring read-only access with parameterized SQL… | No signals yet | No one-command install · Source | |
| 1787 | Unranked | docfill-agent-mcp-servermcp · ai-agents | An MCP server that enables LLM agents to read, understand, and fill DOCX templates while preserving formatting like bold labels and fonts. It exposes… | No signals yet | No one-command install · Source | |
| 1788 | Unranked | base-tx-explainmcp · ai-agents | Explains any Base mainnet transaction hash by returning a structured JSON with action type, assets moved, risk flags, and cost details, using… | No signals yet | No one-command install · Source | |
| 1789 | Unranked | mundigitalmcp · ai-agents | Exposes a public, read-only professional profile with tools to search resume evidence, fetch curated links, and generate career briefs for LLM agents. | No signals yet | No one-command install · Source | |
| 1790 | Unranked | wikipediamcp · ai-agents | Enables LLM agents to search Wikipedia and retrieve page content via Model Context Protocol tools, supporting natural language research. | No signals yet | No one-command install · Source | |
| 1791 | Unranked | neverrankedmcp · ai-agents | AEO scoring, llms.txt auditing, and agent-readiness checks for websites. | No signals yet | No one-command install · Source | |
| 1792 | Unranked | peer-review-mcp-servermcp · back-end | Enables querying multiple LLM providers in a weighted quorum to obtain a consensus answer with a certainty score. Supports cost tiers, visible… | No signals yet | No one-command install · Source | |
| 1793 | Unranked | ui-design-mcp-servermcp · front-end | Provides comprehensive UI design assistance tools for LLMs, generating color palettes, typography, spacing systems, shadows, design tokens, and more… | No signals yet | No one-command install · Source | |
| 1794 | Unranked | inferwatch-mcpmcp · ai-agents | Enables agents to query real-time and historical metrics for locally served Ollama and vLLM instances, including request rates, latency, token counts… | No signals yet | No one-command install · Source | |
| 1795 | Unranked | video-to-llmmcp · ai-agents | Enables LLM agents to process local videos into timestamped, citable text documents and then query them through tools for listing videos, retrieving… | No signals yet | No one-command install · Source | |
| 1796 | Unranked | web-data-mcpmcp · back-end | An MCP server that runs Apify scraping actors with quality-gated validation, scoring, and retries, returning embedding-ready chunks for AI agents. | No signals yet | No one-command install · Source | |
| 1797 | Unranked | library-mcpmcp · database | Provides a 'library keeper' sub-agent that ingests PDF/EPUB books and answers questions grounded in them via local embedding search, with… | No signals yet | No one-command install · Source | |
| 1798 | Unranked | local-corporate-kbmcp · search | Local RAG knowledge base for Qwen Code, enabling document indexing and semantic search via MCP tools. Supports metadata filtering and document… | No signals yet | No one-command install · Source | |
| 1799 | Unranked | a4imcp · back-end | MCP server for the Cisco ACI REST API, enabling LLM clients to query and modify fabric configurations via tools like get, post, diff, and merge using… | No signals yet | No one-command install · Source | |
| 1800 | Unranked | groundcheck-mcpmcp · ai-agents | MCP server for grounding verification (exact quotes, citations, code output, repo patterns, arithmetic) using no LLM in the verification path. | No signals yet | 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.