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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
199.9607ggml-org-llama-cppinfra · ai-agentsContributed by SentinelLLM inference in C/C++126,728 stars · 22,647 forks · 5 mentionsNo one-command install · Source
299.9503langchain-ai-langgraphworkflow · ai-agentsContributed by SentinelBuild resilient agents.40,899 stars · 6,899 forks · 25 mentions · passed install testNo one-command install · Source
399.9472vllm-project-vllminfra · ai-agentsContributed by SentinelA high-throughput and memory-efficient inference and serving engine for LLMs90,743 stars · 21,577 forks · 15 mentionsNo one-command install · Source
499.8594berriai-litellmcli · ai-agentsContributed by SentinelThe 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 mentionsNo one-command install · Source
599.7847aaif-goose-goosecli · ai-agentsContributed by Sentinelan open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM54,675 stars · 6,318 forks · 5 mentionsNo one-command install · Source
699.7490answerdotai-llms-txtcli · ai-agentsContributed by SentinelThe /llms.txt file, helping language models use your website2,633 stars · 166 forks · 2 mentions · passed install testNo one-command install · Source
799.6847mlflow-tracingobservability · ai-agentsMLflow's LLM tracing module instruments model calls, agent steps, and tool invocations, storing them alongside experiment runs for reproducibility.27,768 stars · 6,246 forksNo one-command install · Source
899.6496langchain-ai-deepagentscli · ai-agentsContributed by SentinelThe batteries-included agent harness.28,831 stars · 4,050 forks · 6 mentionsNo one-command install · Source
999.6066rocketride-org-rocketride-servermcp · ai-agentsMCP 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 forksNo one-command install · Source
1099.5581tencentcloud-tencentdb-agent-memorymemory · ai-agentsContributed by SentinelTencentDB 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 mentionsNo one-command install · Source
1199.5387humanlayer-12-factor-agentsrules · ai-agentsContributed by SentinelWhat 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 mentionsNo one-command install · Source
1299.5363promptfooeval · ai-agentsCLI and library for testing, comparing, and red-teaming LLM prompts and agents with assertions and CI integration.24,737 stars · 2,255 forksNo one-command install · Source
1399.5128openai-evalseval · ai-agentsOpenAI's official framework for evaluating LLMs and LLM-powered systems, with a registry of community eval sets.19,509 stars · 3,093 forksNo one-command install · Source
1499.4948gibsonai-memorimemory · ai-agentsContributed by SentinelMemori 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 forksNo one-command install · Source
1599.4730browser-use-webuiinfra · ai-agentsGradio web UI on top of the browser-use framework — lets users run AI browser agents interactively, configure LLM providers, watch live recordings…16,310 stars · 2,721 forksNo one-command install · Source
1699.4293microsoft-skilloptcli · ai-agentsContributed by SentinelSkillOpt 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 mentionsNo one-command install · Source
1799.3781langchain-ai-openwikicli · ai-agentsContributed by SentinelOpenWiki is a CLI that writes and maintains agent documentation for your codebase.15,979 stars · 1,159 forks · 4 mentionsNo one-command install · Source
1899.2749pocketflowworkflow · ai-agentsPocket Flow: 100-line LLM framework that lets agents build agents11,139 stars · 1,217 forksNo one-command install · Source
1999.2737phoenixeval · ai-agentsArize 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 mentionsNo one-command install · Source
2099.2338artidoro-qloracli · ai-agentsContributed by SentinelQLoRA: Efficient Finetuning of Quantized LLMs11,021 stars · 876 forks · 4 mentions · failed install testStaleNo one-command install · Source
2199.1941openllmetryobservability · ai-agentsOpenTelemetry-based observability for LLM applications — auto-instruments OpenAI, Anthropic, LangChain, and 20+ providers with zero code changes.7,452 stars · 1,099 forksNo one-command install · Source
2299.1039swe-bencheval · ai-agentsSWE-bench: benchmark for evaluating LLMs on real-world GitHub issue resolution across 12 popular Python repositories.5,762 stars · 957 forks · 9 mentionsNo one-command install · Source
2398.9918agentaeval · ai-agentsOpen-source LLM developer platform with prompt playground, evaluation pipelines, and A/B testing for iterating on LLM apps.4,670 stars · 661 forksNo one-command install · Source
2498.9370caviraoss-openmemorymemory · ai-agentsContributed by SentinelLocal persistent memory store for LLM applications including claude desktop, github copilot, codex, antigravity, etc.4,478 stars · 504 forksNo one-command install · Source
2598.6883lightevaleval · ai-agentsHugging Face lightweight evaluation library for LLMs across academic benchmarks, with fast local and remote inference support.2,533 stars · 553 forksNo one-command install · Source
2698.6249laminarobservability · ai-agentsLaminar is an open-source platform for tracing, evaluating, and labeling LLM and agent pipelines with a TypeScript/Python SDK and a self-hostable…3,218 stars · 229 forks · 1 mentionNo one-command install · Source
2798.5705llmsresearch-paperbananamcp · ai-agentsGenerates publication-quality methodology diagrams and statistical plots from text descriptions using a multi-agent pipeline with specialized agents…2,294 stars · 334 forksNo one-command install · Source
2898.4931webclawmcp · ai-agentsWeb extraction engine for LLMs with TLS fingerprinting to bypass bot detection, delivering clean markdown output.2,360 stars · 233 forksNo one-command install · Source
2998.3747claude-real-videomcp · ai-agentsLets any LLM agent actually watch videos: a watch_video tool takes a URL or local file and returns scene-aware keyframes fused with a timestamped…2,104 stars · 186 forksNo one-command install · Source
3098.3330notteinfra · ai-agentsNotte open-source web agent environment — converts browser sessions into a Markov Decision Process with structured observation/action spaces, making…2,003 stars · 181 forksNo one-command install · Source
3198.2498langchain-ai-langmemmemory · ai-agentsContributed by SentinelLong-term memory for agents: tools that extract what matters from conversations, refine prompts from feedback and keep memory across sessions, with…1,684 stars · 192 forksNo one-command install · Source
3298.0328agent-einfra · ai-agentsEmergence AI agent-E browser agent — hierarchical LLM-based web automation that uses DOM distillation and action abstraction layers to achieve…1,249 stars · 190 forksNo one-command install · Source
3397.9238wandb-weave-evalseval · ai-agentsWeights & Biases Weave evaluation framework for tracking LLM experiments, scoring model outputs, and comparing runs.1,130 stars · 170 forks · 3 mentionsNo one-command install · Source
3497.8171agiresearch-a-memmemory · ai-agentsContributed by SentinelA-MEM: Agentic Memory for LLM Agents1,164 stars · 121 forksNo one-command install · Source
3597.7556langchain-mcpdocmcp · ai-agentsProvides AI systems with access to documentation from llms.txt files by fetching and parsing content from specified URLs, enabling seamless…1,032 stars · 129 forksNo one-command install · Source
3697.4398disler-just-promptmcp · ai-agentsUnified interface for interacting with multiple LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama with parallel…738 stars · 132 forksNo one-command install · Source
3797.1920dataeval-dingomcp · ai-agentsMCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation…752 stars · 77 forksNo one-command install · Source
3896.3901gannonh-memento-mcpmcp · ai-agentsContributed by SentinelMemento MCP: A Knowledge Graph Memory System for LLMs424 stars · 63 forksNo one-command install · Source
3996.3213ai-kline-mcp-servermcp · ai-agentsMCP server for A-share stock technical analysis and AI prediction, enabling LLM-based interaction to analyze stocks.344 stars · 95 forksNo one-command install · Source
4096.3059pyghidra-mcpmcp · ai-agentsExposes Ghidra reverse engineering capabilities via MCP, enabling LLMs and agents to analyze binaries, decompile, search, and edit programs headlessly…421 stars · 57 forksNo one-command install · Source
4196.2075continuous-evaleval · ai-agentsRelari's modular evaluation library for LLM pipelines with deterministic + LLM-based metrics for RAG and agent workflows.517 stars · 38 forksNo one-command install · Source
4296.0219telememmcp · ai-agentsLong-term and multimodal memory for AI agents. Store facts and conversations with add_memory, recall them with search_memories — 8 tools over…486 stars · 35 forksNo one-command install · Source
4396.0099okf-knowledge-agent-mcp-servermcp · ai-agentsAn LLM-managed knowledge base following the Open Knowledge Format (OKF) v0.1 spec. Provides MCP tools: kb_query, kb_add, kb_update, kb_status over…306 stars · 71 forksNo one-command install · Source
4495.8033hotricenoodles-crosslinkmcp · ai-agentsOpen-source LLM proxy gateway with integrated MCP gateway, supporting multi-provider routing, load balancing, rate limiting, caching, and HTTP/SSE…453 stars · 32 forksNo one-command install · Source
4595.7450netbox-mcp-servermcp · ai-agentsRead-only MCP server for NetBox that enables LLMs to query NetBox objects (devices, IPAM, etc.) and change logs through natural language, with field…221 stars · 93 forksNo one-command install · Source
4695.5382aliargun-geminimcp · ai-agentsIntegrates Google's Gemini AI models enabling real-time response streaming and LLM processing capabilities.258 stars · 62 forksNo one-command install · Source
4795.4499ghost-in-the-droidmcp · ai-agentsGive any LLM agent a real Android or iPhone. 62 MCP tools: tap, swipe, type, screenshot, screen-tree reading, app launch, camera, TTS, crash reports…334 stars · 35 forksNo one-command install · Source
4894.9847open-street-mapmcp · ai-agentsEnhances LLM capabilities with location-based services and geospatial data from OpenStreetMap.222 stars · 48 forksNo one-command install · Source
4994.9349disler-nano-agentmcp · ai-agentsBridges OpenAI's Agent SDK with natural language task execution, enabling autonomous agent workflows with file system operations, multi-provider LLM…205 stars · 57 forksNo one-command install · Source
5094.9346alpha-vantage-mcp-servermcp · ai-agentsEnables LLMs and agentic workflows to access real-time and historical stock market data through the Model Context Protocol.210 stars · 53 forksNo one-command install · Source
5194.8369mcp-autopilot-jobhuntmcp · ai-agentsScans 130+ company careers pages and scores every role against your resume with an LLM (0–100), surfacing top matches. Drafts tailored cover letters…206 stars · 50 forksNo one-command install · Source
5294.6119pwno-mcpmcp · ai-agentsA stateful debugging and binary research system for LLM agents, integrating GDB + pwndbg with MCP for deterministic exploit workflows and…280 stars · 25 forksNo one-command install · Source
5394.3196iluxu-llmbasedosmcp · ai-agentsSecure Arch Linux gateway that bridges LLMs with local system capabilities through specialized servers for file system, email, sync, and agent…292 stars · 20 forksNo one-command install · Source
5494.0535io-github-vouchdev-vouchmcp · ai-agentsReview-gated knowledge base for LLM agents that ensures durable memory via human-approved writes, compiling a wiki with verified citations.91 stars · 62 forksNo one-command install · Source
5593.9229llmtrimmcp · ai-agentsMCP server and local proxy that compresses LLM prompts, tool output, and replies to cut token cost, with a quality gate that reverts any step that…222 stars · 22 forksNo one-command install · Source
5693.9134mcp-server-wereadmcp · ai-agentsAn MCP server enabling LLMs to access WeChat Reading bookshelf, notes, highlights, and reviews via tools like get_bookshelf, search_books, and…170 stars · 34 forksNo one-command install · Source
5793.8579infinitimeless-lmstudiomcp · ai-agentsBridges Claude with locally running LLM models via LM Studio, enabling users to leverage private models through Claude's interface while maintaining…169 stars · 33 forksNo one-command install · Source
5893.5655sktime-mcpmcp · ai-agentsAn MCP server that enables LLMs to discover, reason about, compose, and execute sktime estimator workflows via a registry-driven semantic engine.27 stars · 110 forksNo one-command install · Source
5993.5353gowtham0992-linkmcp · ai-agentsPersonal knowledge wiki maintained by LLMs with agent-optimized search and graph visualization.180 stars · 24 forksNo one-command install · Source
6093.4576nesquikm-rubber-duckmcp · ai-agentsBridge to multiple OpenAI-compatible LLMs with consensus voting and multi-provider querying176 stars · 24 forksNo one-command install · Source
6193.4198uranid-mnemmcp · ai-agentsRust MCP server providing versioned knowledge graph memory for agents with hybrid GraphRAG retrieval.144 stars · 35 forksNo one-command install · Source
6293.3675pyroprompts-llm-completions-mcpmcp · ai-agentsConnect to OpenAI-compatible chat completion APIs.160 stars · 27 forksNo one-command install · Source
6393.2757auth0mcp · ai-agentsIntegrates with LLMs and AI agents, allowing you to perform various Auth0 management operations using natural language. For instance, you could simply…115 stars · 46 forksNo one-command install · Source
6493.2135elvismdev-mem0-mcp-selfhostedmcp · ai-agentsSelf-hosted mem0 MCP server for Claude Code with Qdrant vector search, Neo4j knowledge graph, and Ollama embeddings. Zero-config OAT auth, split-model…107 stars · 46 forksNo one-command install · Source
6592.7603hegelionmcp · ai-agentsAn MCP server that improves LLM reasoning through dialectical argumentation and generates verified code via a player-coach loop.172 stars · 17 forksNo one-command install · Source
6692.5995openfate-bazi-mcpmcp · ai-agentsEnables AI agents to calculate deterministic Bazi (Four Pillars) charts with True Solar Time and Earthly Branch interactions, avoiding LLM…142 stars · 21 forksNo one-command install · Source
6792.5172open-computer-usemcp · ai-agentsMCP server that gives any LLM a managed Docker workspace with live browser, terminal, code execution, document skills, and autonomous sub-agents.118 stars · 28 forksNo one-command install · Source
6892.4586raine-consult-llmmcp · ai-agentsEscalates complex reasoning tasks to more powerful language models (OpenAI o3, Google Gemini 2.5 Pro, DeepSeek Reasoner) by forwarding markdown…132 stars · 22 forksNo one-command install · Source
6992.3345webmcpmcp · ai-agentsMCP server for web search and content extraction using DuckDuckGo or SearXNG, with Playwright-based fetching and LLM-powered data extraction.139 stars · 19 forksNo one-command install · Source
7092.2305chiasmusmcp · ai-agentsMCP server that gives LLMs access to formal verification via Z3 and SWI-Prolog, plus tree-sitter-based source code analysis. Translates natural…213 stars · 11 forksNo one-command install · Source
7192.1717gmp-code-assistmcp · ai-agentsEnhances LLM responses by grounding them in official Google Maps Platform documentation and code samples via MCP tools for developing applications.105 stars · 29 forksNo one-command install · Source
7291.1302herokumcp · ai-agentsFacilitate seamless interaction between LLMs and the Heroku Platform.81 stars · 29 forksNo one-command install · Source
7390.8937adkit-mcp-servermcp · ai-agentsA lightweight semantic ad-matching engine for LLMs that serves relevant advertisements via MCP, allowing agents to request ads using natural-language…46 stars · 35 forksNo one-command install · Source
7490.3915cove-sensory-mcpmcp · ai-agentsA local stdio MCP server that lets an Agent use configured multimodal providers to inspect images, video, audio, and music files, acting as a sensory…81 stars · 19 forksNo one-command install · Source
7590.3496idea-research-dino-xmcp · ai-agentsEmpower LLMs with fine-grained visual understanding — detect, localize, and describe anything in images with natural language prompts.112 stars · 11 forksNo one-command install · Source
7689.9357freellmpoolmcp · ai-agentsMCP server that pools free tiers of multiple LLM providers behind an OpenAI-compatible endpoint, enabling model routing, failover, and usage tracking…95 stars · 12 forksNo one-command install · Source
7789.8211garmin-connect-mcp-servermcp · ai-agentsA Model Context Protocol (MCP) server for Garmin Connect integration. Access your activities, health data, training metrics, and more through Claude…61 stars · 27 forksNo one-command install · Source
7889.6981nighttrek-ollamamcp · ai-agentsBridges Ollama's local large language model runner, enabling low-latency access to the LLM while maintaining data privacy and control.74 stars · 17 forksNo one-command install · Source
7989.3481decisionnode-decisionnodemcp · ai-agentsRecord development decisions as structured JSON, embed as vectors via Gemini, and search semantically over MCP. Shared store across Claude Code…82 stars · 12 forksNo one-command install · Source
8089.2785jgrants-mcp-servermcp · ai-agentsMCP server for Japan's Jグランツ grant application system, enabling LLMs to search and retrieve subsidy information via natural language.50 stars · 26 forksNo one-command install · Source
8189.2693thedaviddias-llms-txt-explorermcp · ai-agentsProvides a bridge for exploring websites with llms.txt files, enabling fetching and parsing of website-specific language model instructions for…77 stars · 13 forksNo one-command install · Source
8289.1933openinsider-mcpmcp · ai-agentsAn MCP server that exposes 16 free investment-research signals (insider trades, SEC filings, short data, and live quotes) to any MCP-compatible LLM.99 stars · 9 forksNo one-command install · Source
8389.1072vishisht16-humane-proxymcp · ai-agentsAI safety middleware that detects self-harm and criminal intent in LLM prompts.29 stars · 29 forksNo one-command install · Source
8488.9436intervals-icu-mcpmcp · ai-agentsA Model Context Protocol (MCP) server for Intervals.icu integration. Access your training data, wellness metrics, and performance analysis through…35 stars · 27 forksNo one-command install · Source
8588.7741earlmcp · ai-agentsEnables AI agents to safely interact with external services (HTTP, GraphQL, gRPC, Bash, SQL) using HCL templates and OS keychain secrets, preventing…113 stars · 7 forksNo one-command install · Source
8688.7548ypollak2-llm-routermcp · ai-agentsSubscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity classification…76 stars · 11 forksNo one-command install · Source
8788.3693qhdrl12-gemini-image-generatormcp · ai-agentsEnables AI image generation using Google's Gemini 2.0 Flash model with intelligent prompt engineering, automatic filename creation, and configurable…34 stars · 25 forksNo one-command install · Source
8888.2633iamsashank09-llm-wiki-kitmcp · ai-agentsCreates persistent AI-maintained wikis that ingest PDFs, URLs, and YouTube videos with cross-referencing.62 stars · 14 forksNo one-command install · Source
8988.1662pymupdf4llm-mcpmcp · ai-agentsMCP server for exporting PDF to markdown, optimized for LLM consumption.72 stars · 10 forksNo one-command install · Source
9088.1151dramacraftmcp · ai-agentsIntegrates with Jianying (CapCut) and Chinese LLMs to automate short drama video editing, including commentary generation, remix creation, and draft…16 stars · 31 forksNo one-command install · Source
9187.5843agentloopmcp · ai-agentsMCP server that enables AI agents to run a deterministic orchestration loop with decomposition, subagent execution, and review feedback across…57 stars · 13 forksNo one-command install · Source
9287.4704minimax-search-mcp-servermcp · ai-agentsMCP server enabling parallel web search and batch browsing with intelligent content understanding via MiniMax LLM.58 stars · 12 forksNo one-command install · Source
9387.3464yepcode-secure-executionmcp · ai-agentsEnables secure execution of LLM-generated scripts and processes in isolated environments with environment variable management for teams needing to run…45 stars · 20 forksNo one-command install · Source
9487.0907train-in-silencemcp · ai-agentsEnables users to describe their LLM fine-tuning job once and get the cheapest, fastest, and most balanced GPU options across a dozen cloud providers…104 stars · 5 forksNo one-command install · Source
9586.9413thirdstrandstudio-tool-chainermcp · ai-agentsChains multiple MCP tools together in sequence, passing results between tools without sending large intermediate data back to the LLM, reducing token…58 stars · 10 forksNo one-command install · Source
9686.8948log-mcpmcp · ai-agentsMCP server for log file analysis. Gives LLMs the ability to efficiently analyze large log files without loading them into context.99 stars · 5 forksNo one-command install · Source
9786.6460cuttermcp-plusmcp · ai-agentsEnables LLMs to automate reverse engineering tasks using Cutter, including function analysis, decompilation, disassembly, and more.55 stars · 10 forksNo one-command install · Source
9886.5040idassistmcpmcp · ai-agentsEnables LLM clients like Claude to interact with IDA Pro for binary analysis, decompilation, cross-references, patching, and more via 41 MCP tools, 8…51 stars · 11 forksNo one-command install · Source
9986.4577wattcoinmcp · ai-agentsEarn WATT tokens on Solana by completing tasks in an AI agent marketplace with skills, bounties, and AI inference.5 stars · 47 forksNo one-command install · Source
10086.1254health-auto-export-mcp-servermcp · ai-agentsEnables querying health data from the Health Auto Export app on iPhone/iPad via MCP, allowing LLMs like Claude to access and analyze personal health…63 stars · 7 forksNo 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.

Leaderboard · Armory