Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1601 | 92.2305 | chiasmusmcp · ai-agents | MCP 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 forks | No one-command install · Source | |
| 1602 | 92.2405 | nirholas-three-wsmcp · auth | 3D AI agent platform for browsers with avatar management, LLM integration, on-chain identity, and OAuth 2.1 MCP access. | 108 stars · 28 forks | No one-command install · Source | |
| 1603 | 92.3345 | webmcpmcp · ai-agents | MCP server for web search and content extraction using DuckDuckGo or SearXNG, with Playwright-based fetching and LLM-powered data extraction. | 139 stars · 19 forks | No one-command install · Source | |
| 1604 | 92.4192 | nkapila6-mcp-local-ragmcp · back-end | "primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed. | 133 stars · 21 forks | No one-command install · Source | |
| 1605 | 92.4280 | google-ai-mode-mcp-servermcp · back-end | Enables any MCP-compatible LLM to perform AI-powered web research using Google's AI Mode, returning synthesized and cited answers instead of raw… | 150 stars · 18 forks | No one-command install · Source | |
| 1606 | 92.4586 | raine-consult-llmmcp · ai-agents | Escalates complex reasoning tasks to more powerful language models (OpenAI o3, Google Gemini 2.5 Pro, DeepSeek Reasoner) by forwarding markdown… | 132 stars · 22 forks | No one-command install · Source | |
| 1607 | 92.4647 | dhakalnirajan-blendermcp · other | Integrates Blender with local AI models via Ollama, enabling natural language control of 3D modeling tasks including object creation, modification… | 112 stars · 30 forks | No one-command install · Source | |
| 1608 | 92.5172 | open-computer-usemcp · ai-agents | MCP server that gives any LLM a managed Docker workspace with live browser, terminal, code execution, document skills, and autonomous sub-agents. | 118 stars · 28 forks | No one-command install · Source | |
| 1609 | 92.5995 | openfate-bazi-mcpmcp · ai-agents | Enables AI agents to calculate deterministic Bazi (Four Pillars) charts with True Solar Time and Earthly Branch interactions, avoiding LLM… | 142 stars · 21 forks | No one-command install · Source | |
| 1610 | 92.7603 | hegelionmcp · ai-agents | An MCP server that improves LLM reasoning through dialectical argumentation and generates verified code via a player-coach loop. | 172 stars · 17 forks | No one-command install · Source | |
| 1611 | 93.0314 | signoz-mcp-servermcp · observability | Enables AI assistants and LLMs to query SigNoz observability data (metrics, traces, logs, alerts, dashboards) using natural language. | 117 stars · 43 forks | No one-command install · Source | |
| 1612 | 93.0747 | noapi-google-search-mcpmcp · back-end | An MCP server that gives local LLMs access to Google search, live feeds, YouTube transcriptions, OCR, and more — all without API keys, using headless… | 128 stars · 35 forks | No one-command install · Source | |
| 1613 | 93.1911 | dicklesworthstone-llm-gatewaymcp · devops | Unified gateway for managing multiple LLM providers with automatic model selection, semantic caching, and cost optimization features for reliable… | 158 stars · 25 forks | No one-command install · Source | |
| 1614 | 93.2135 | elvismdev-mem0-mcp-selfhostedmcp · ai-agents | Self-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 forks | No one-command install · Source | |
| 1615 | 93.2757 | auth0mcp · ai-agents | Integrates with LLMs and AI agents, allowing you to perform various Auth0 management operations using natural language. For instance, you could simply… | 115 stars · 46 forks | No one-command install · Source | |
| 1616 | 93.3675 | pyroprompts-llm-completions-mcpmcp · ai-agents | Connect to OpenAI-compatible chat completion APIs. | 160 stars · 27 forks | No one-command install · Source | |
| 1617 | 93.4198 | uranid-mnemmcp · ai-agents | Rust MCP server providing versioned knowledge graph memory for agents with hybrid GraphRAG retrieval. | 144 stars · 35 forks | No one-command install · Source | |
| 1618 | 93.4576 | nesquikm-rubber-duckmcp · ai-agents | Bridge to multiple OpenAI-compatible LLMs with consensus voting and multi-provider querying | 176 stars · 24 forks | No one-command install · Source | |
| 1619 | 93.4600 | sirmews-pineconemcp · database | Leverage Pinecone vector databases for semantic search and RAG. | 150 stars · 33 forks | No one-command install · Source | |
| 1620 | 93.5314 | mlit-geospatial-mcp-servermcp · back-end | Enables LLMs to search and retrieve Japanese real estate data through unified access to the MLIT Real Estate Information Library API, supporting over… | 185 stars · 23 forks | No one-command install · Source | |
| 1621 | 93.5353 | gowtham0992-linkmcp · ai-agents | Personal knowledge wiki maintained by LLMs with agent-optimized search and graph visualization. | 180 stars · 24 forks | No one-command install · Source | |
| 1622 | 93.5655 | sktime-mcpmcp · ai-agents | An MCP server that enables LLMs to discover, reason about, compose, and execute sktime estimator workflows via a registry-driven semantic engine. | 27 stars · 110 forks | No one-command install · Source | |
| 1623 | 93.5717 | elonjask-reqablemcp · database | Captures and analyzes HTTP and WebSocket traffic from Reqable proxy with local SQLite storage, domain statistics, API shape inference, and code… | 238 stars · 17 forks | No one-command install · Source | |
| 1624 | 93.8579 | infinitimeless-lmstudiomcp · ai-agents | Bridges Claude with locally running LLM models via LM Studio, enabling users to leverage private models through Claude's interface while maintaining… | 169 stars · 33 forks | No one-command install · Source | |
| 1625 | 93.8773 | rectalogic-langchainmcp · other | Use MCP tools within LangChain-powered applications. | 206 stars · 24 forks | No one-command install · Source | |
| 1626 | 93.9134 | mcp-server-wereadmcp · ai-agents | An MCP server enabling LLMs to access WeChat Reading bookshelf, notes, highlights, and reviews via tools like get_bookshelf, search_books, and… | 170 stars · 34 forks | No one-command install · Source | |
| 1627 | 93.9134 | rawveg-ollamamcp · devops | Integrates Ollama's local LLM models with MCP-compatible applications, enabling on-premise AI processing and custom model deployment while maintaining… | 170 stars · 34 forks | No one-command install · Source | |
| 1628 | 93.9229 | llmtrimmcp · ai-agents | MCP 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 forks | No one-command install · Source | |
| 1629 | 93.9490 | aisix-ai-gatewaymcp · back-end | Self-hosted MCP gateway that registers upstream MCP servers and fronts them behind one governed Streamable HTTP endpoint: per-tool access control by… | 168 stars · 36 forks | No one-command install · Source | |
| 1630 | 93.9690 | 34892002-bilibili-mcp-jsmcp · search | A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts. | 192 stars · 28 forks | No one-command install · Source | |
| 1631 | 94.0033 | stippi-code-assistantmcp · back-end | Rust-based code exploration server that enables reading, writing, and understanding codebases through autonomous navigation, file summarization, and… | 180 stars · 32 forks | No one-command install · Source | |
| 1632 | 94.0535 | io-github-vouchdev-vouchmcp · ai-agents | Review-gated knowledge base for LLM agents that ensures durable memory via human-approved writes, compiling a wiki with verified citations. | 91 stars · 62 forks | No one-command install · Source | |
| 1633 | 94.2551 | omar-haris-smart-codingmcp · database | Semantic code search using local AI embeddings for intelligent code discovery. | 200 stars · 32 forks | No one-command install · Source | |
| 1634 | 94.2865 | apify-rag-web-browsermcp · browser | Integrate with Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown. | 208 stars · 30 forks | No one-command install · Source | |
| 1635 | 94.3023 | qpd-v-ragdocsmcp · search | Integrates semantic search and retrieval of documentation using a vector database (Qdrant), enabling efficient access to large document collections. | 136 stars · 60 forks | No one-command install · Source | |
| 1636 | 94.3196 | iluxu-llmbasedosmcp · ai-agents | Secure Arch Linux gateway that bridges LLMs with local system capabilities through specialized servers for file system, email, sync, and agent… | 292 stars · 20 forks | No one-command install · Source | |
| 1637 | 94.4555 | hannesrudolph-qdrant-docs-ragmcp · search | Real-time documentation context through vector-based search and retrieval via Qdrant. | 265 stars · 24 forks | No one-command install · Source | |
| 1638 | 94.5694 | claude-context-localmcp · database | Provides local semantic code search using EmbeddingGemma embeddings and FAISS vector indexing with intelligent AST chunking for Python, JavaScript… | 236 stars · 30 forks | No one-command install · Source | |
| 1639 | 94.6119 | pwno-mcpmcp · ai-agents | A stateful debugging and binary research system for LLM agents, integrating GDB + pwndbg with MCP for deterministic exploit workflows and… | 280 stars · 25 forks | No one-command install · Source | |
| 1640 | 94.6301 | abhigyan-shekhar-waggle-mcpmcp · database | Persistent graph memory for AI agents. Drop a conversation turn in via `observe_conversation()` and facts are auto-extracted, stored as typed graph… | 39 stars · 138 forks | No one-command install · Source | |
| 1641 | 94.6443 | athina-aiobservability · observability | Athina AI provides developer-focused LLM monitoring and eval framework: real-time inference logging, automated evals, and regression detection in CI. | 301 stars · 23 forks | No one-command install · Source | |
| 1642 | 94.8369 | mcp-autopilot-jobhuntmcp · ai-agents | Scans 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 forks | No one-command install · Source | |
| 1643 | 94.8399 | maxmsp-mcp-servermcp · back-end | Enables LLMs to directly understand and generate Max patches via the Model Context Protocol. | 266 stars · 30 forks | No one-command install · Source | |
| 1644 | 94.9346 | alpha-vantage-mcp-servermcp · ai-agents | Enables LLMs and agentic workflows to access real-time and historical stock market data through the Model Context Protocol. | 210 stars · 53 forks | No one-command install · Source | |
| 1645 | 94.9349 | disler-nano-agentmcp · ai-agents | Bridges OpenAI's Agent SDK with natural language task execution, enabling autonomous agent workflows with file system operations, multi-provider LLM… | 205 stars · 57 forks | No one-command install · Source | |
| 1646 | 94.9847 | open-street-mapmcp · ai-agents | Enhances LLM capabilities with location-based services and geospatial data from OpenStreetMap. | 222 stars · 48 forks | No one-command install · Source | |
| 1647 | 95.1085 | glommer-codemoggermcp · search | Code indexing library with tree-sitter parsing and semantic search via embedding-based similarity. | 340 stars · 27 forks | No one-command install · Source | |
| 1648 | 95.3034 | cdp-bridgemcp · browser | Connects MCP clients to real browser sessions via a Chromium plugin, enabling LLMs to read, scan, automate, and navigate web pages using the user's… | 296 stars · 37 forks | No one-command install · Source | |
| 1649 | 95.3439 | ozamatash-open-deep-researchmcp · search | Performs iterative, deep research on any topic by combining search engines, web scraping, and large language models to generate comprehensive markdown… | 323 stars · 33 forks | No one-command install · Source | |
| 1650 | 95.4433 | veritasgraphmcp · back-end | Zero-trust, air-gapped Enterprise GraphRAG MCP server. Build knowledge graphs from local documents and run multi-hop, citation-grounded queries… | 313 stars · 37 forks | No one-command install · Source | |
| 1651 | 95.4499 | ghost-in-the-droidmcp · ai-agents | Give 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 forks | No one-command install · Source | |
| 1652 | 95.4593 | contextweavermcp · search | A semantic code retrieval engine for AI agents that enables hybrid search, graph expansion, and token-aware context packing, integrating with MCP to… | 296 stars · 42 forks | No one-command install · Source | |
| 1653 | 95.5268 | zilliz-milvusmcp · database | Integrates with Milvus vector database to enable vector search, full-text search, and hybrid queries for semantic search and knowledge retrieval… | 243 stars · 70 forks | No one-command install · Source | |
| 1654 | 95.5382 | aliargun-geminimcp · ai-agents | Integrates Google's Gemini AI models enabling real-time response streaming and LLM processing capabilities. | 258 stars · 62 forks | No one-command install · Source | |
| 1655 | 95.6701 | mcp-server-playwrightmcp · browser | A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages, take… | 299 stars · 51 forks | No one-command install · Source | |
| 1656 | 95.7450 | netbox-mcp-servermcp · ai-agents | Read-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 forks | No one-command install · Source | |
| 1657 | 95.8033 | hotricenoodles-crosslinkmcp · ai-agents | Open-source LLM proxy gateway with integrated MCP gateway, supporting multi-provider routing, load balancing, rate limiting, caching, and HTTP/SSE… | 453 stars · 32 forks | No one-command install · Source | |
| 1658 | 95.8204 | mcp-server-for-revit-pythonmcp · back-end | Enables Large Language Models to access and manipulate Autodesk Revit models through a pyRevit-based bridge and the Model Context Protocol. | 175 stars · 102 forks | No one-command install · Source | |
| 1659 | 96.0032 | pageindexmcp · search | Reasoning-based RAG system for analyzing long PDF documents | 383 stars · 47 forks | No one-command install · Source | |
| 1660 | 96.0099 | okf-knowledge-agent-mcp-servermcp · ai-agents | An 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 forks | No one-command install · Source | |
| 1661 | 96.0219 | telememmcp · ai-agents | Long-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 forks | No one-command install · Source | |
| 1662 | 96.1770 | hugging-face-mcp-servermcp · back-end | Connects LLMs to the Hugging Face Hub and thousands of Gradio AI applications, enabling model interaction and search. | 299 stars · 104 forks | No one-command install · Source | |
| 1663 | 96.1909 | evalstate-mcp-hfspacemcp · back-end | MCP server that seamlessly integrates Hugging Face Spaces with AI assistants, enabling easy access to diverse AI models and tools without manual… | 387 stars · 57 forks | No one-command install · Source | |
| 1664 | 96.2075 | continuous-evaleval · ai-agents | Relari's modular evaluation library for LLM pipelines with deterministic + LLM-based metrics for RAG and agent workflows. | 517 stars · 38 forks | No one-command install · Source | |
| 1665 | 96.2940 | shinpr-local-ragmcp · search | Local RAG for semantic document search without external API calls. | 378 stars · 69 forks | No one-command install · Source | |
| 1666 | 96.3059 | pyghidra-mcpmcp · ai-agents | Exposes Ghidra reverse engineering capabilities via MCP, enabling LLMs and agents to analyze binaries, decompile, search, and edit programs headlessly… | 421 stars · 57 forks | No one-command install · Source | |
| 1667 | 96.3213 | ai-kline-mcp-servermcp · ai-agents | MCP server for A-share stock technical analysis and AI prediction, enabling LLM-based interaction to analyze stocks. | 344 stars · 95 forks | No one-command install · Source | |
| 1668 | 96.3858 | azure-ai-foundrymcp · devops | Integrates with Microsoft Azure AI Foundry to enable model deployment, experiment tracking, dataset management, and access to Azure's cognitive… | 259 stars · 120 forks | No one-command install · Source | |
| 1669 | 96.3901 | gannonh-memento-mcpmcp · ai-agentsContributed by Sentinel | Memento MCP: A Knowledge Graph Memory System for LLMs | 424 stars · 63 forks | No one-command install · Source | |
| 1670 | 96.4093 | ggozad-haiku-ragmcp · search | Agentic RAG system powered by LanceDB, Pydantic AI, and Docling | 587 stars · 41 forks | No one-command install · Source | |
| 1671 | 96.6747 | mx-iris-ida-promcp · database | Enables programmatic reading and searching of IDA Pro databases via large language models, providing tools for reverse engineering and binary analysis… | 547 stars · 59 forks | No one-command install · Source | |
| 1672 | 97.0916 | modal-labs-modal-clientinfra · devopsContributed by Sentinel | Modal — serverless GPU/CPU containers for running agents, sandboxes and model inference from Python (this is the client SDK). | 518 stars · 132 forks · 11 mentions | No one-command install · Source | |
| 1673 | 97.1580 | chromamcp · database | Integrates with Chroma vector database to enable collection management, document operations, and vector search capabilities for knowledge bases and… | 588 stars · 118 forks | No one-command install · Source | |
| 1674 | 97.1920 | dataeval-dingomcp · ai-agents | MCP 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 forks | No one-command install · Source | |
| 1675 | 97.2188 | context-portalmcp · database | Database-backed project memory management system that stores decisions, progress tracking, and system patterns in a queryable knowledge graph with… | 765 stars · 78 forks | No one-command install · Source | |
| 1676 | 97.3144 | rahilp-second-brainmcp · database | Self-hosted semantic memory MCP server on Cloudflare Workers with vector embeddings for intelligent recall and 4 tools for personal knowledge… | 737 stars · 102 forks | No one-command install · Source | |
| 1677 | 97.4398 | disler-just-promptmcp · ai-agents | Unified interface for interacting with multiple LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama with parallel… | 738 stars · 132 forks | No one-command install · Source | |
| 1678 | 97.6329 | coleam00-mem0mcp · search | Provides persistent long-term memory capabilities through semantic indexing, retrieval, and search functions with support for multiple LLM providers… | 681 stars · 237 forks | No one-command install · Source | |
| 1679 | 97.7556 | langchain-mcpdocmcp · ai-agents | Provides AI systems with access to documentation from llms.txt files by fetching and parsing content from specified URLs, enabling seamless… | 1,032 stars · 129 forks | No one-command install · Source | |
| 1680 | 97.8171 | agiresearch-a-memmemory · ai-agentsContributed by Sentinel | A-MEM: Agentic Memory for LLM Agents | 1,164 stars · 121 forks | No one-command install · Source | |
| 1681 | 97.8806 | langtraceeval · observability | Open-source observability tool for LLMs with OpenTelemetry-based tracing, automated evals, and annotation workflows. | 1,228 stars · 127 forks | No one-command install · Source | |
| 1682 | 97.9238 | wandb-weave-evalseval · ai-agents | Weights & Biases Weave evaluation framework for tracking LLM experiments, scoring model outputs, and comparing runs. | 1,130 stars · 170 forks · 3 mentions | No one-command install · Source | |
| 1683 | 97.9933 | apecloud-aperagmcp · search | Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for… | 1,318 stars · 147 forks | No one-command install · Source | |
| 1684 | 98.0052 | langsmithobservability · back-end | LangChain's platform for tracing, evaluating, and monitoring LLM applications: deep integration with LangChain/LangGraph plus a REST API for any… | 1,043 stars · 288 forks | No one-command install · Source | |
| 1685 | 98.0328 | agent-einfra · ai-agents | Emergence AI agent-E browser agent: hierarchical LLM-based web automation that uses DOM distillation and action abstraction layers to achieve… | 1,249 stars · 190 forks | No one-command install · Source | |
| 1686 | 98.0629 | modular-rag-mcp-servermcp · back-end | A pluggable, observable modular RAG framework exposing tools via MCP protocol for AI assistants like Copilot/Claude to query knowledge bases, list… | 1,162 stars · 266 forks | No one-command install · Source | |
| 1687 | 98.1215 | openinferenceobservability · observability | OpenInference is an open standard and Python/JS instrumentation library for capturing LLM and agent traces in OpenTelemetry format, built by Arize AI. | 1,192 stars · 302 forks | No one-command install · Source | |
| 1688 | 98.1416 | nickclyde-duckduckgo-searchmcp · search | Integrates with DuckDuckGo to provide web search capabilities, content fetching, and parsing, with results formatted for large language model… | 1,446 stars · 186 forks | No one-command install · Source | |
| 1689 | 98.2498 | langchain-ai-langmemmemory · ai-agentsContributed by Sentinel | Long-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 forks | No one-command install · Source | |
| 1690 | 98.3330 | notteinfra · ai-agents | Notte open-source web agent environment. It converts browser sessions into a Markov Decision Process with structured observation/action spaces, making… | 2,003 stars · 181 forks | No one-command install · Source | |
| 1691 | 98.3747 | claude-real-videomcp · ai-agents | Lets 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 forks | No one-command install · Source | |
| 1692 | 98.4797 | mixelpixx-kicad-pcb-designermcp · front-end | Enables LLMs to directly interact with KiCAD for printed circuit board design. | 1,995 stars · 308 forks | No one-command install · Source | |
| 1693 | 98.4931 | webclawmcp · ai-agents | Web extraction engine for LLMs with TLS fingerprinting to bypass bot detection, delivering clean markdown output. | 2,360 stars · 233 forks | No one-command install · Source | |
| 1694 | 98.5443 | butterbasemcp · back-end | AI-native open-source backend-as-a-service. Manage Postgres with RLS, auth, file storage, serverless TypeScript functions, durable objects, realtime… | 3,353 stars · 163 forks | armory install butterbase --cli claude | |
| 1695 | 98.5486 | yctimlin-excalidrawmcp · back-end | Enables LLMs to create and manipulate Excalidraw diagrams through a Node.js API that provides tools for element creation, modification, querying, and… | 2,476 stars · 277 forks | No one-command install · Source | |
| 1696 | 98.5705 | llmsresearch-paperbananamcp · ai-agents | Generates publication-quality methodology diagrams and statistical plots from text descriptions using a multi-agent pipeline with specialized agents… | 2,294 stars · 334 forks | No one-command install · Source | |
| 1697 | 98.6249 | laminarobservability · ai-agents | Laminar 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 mention | No one-command install · Source | |
| 1698 | 98.6529 | coleam00-crawl4ai-ragmcp · search | Integrates web crawling with RAG functionality to enable website content retrieval, storage in vector databases, and semantic searching over crawled… | 2,246 stars · 579 forks | No one-command install · Source | |
| 1699 | 98.6676 | openlitobservability · observability | OpenLIT is an OpenTelemetry-native LLM observability toolkit with GPU monitoring, cost tracking, and a prompt hub (one-line setup for 20+ providers). | 2,736 stars · 367 forks | No one-command install · Source | |
| 1700 | 98.6883 | lightevaleval · ai-agents | Hugging Face lightweight evaluation library for LLMs across academic benchmarks, with fast local and remote inference support. | 2,533 stars · 553 forks | 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.