Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | 55.515 | mpnikhil-lenny-ragmcp · search | Semantic search over Lenny Rachitsky's podcast transcripts using ChromaDB and BGE embeddings for product strategy insights. | 5 stars · 2 forks | No one-command install · Source | |
| 701 | 55.515 | semantic-search-mcpmcp · database | Provides semantic code search over codebases using local embeddings with natural language queries. Supports hybrid search, file watching, and respects… | 5 stars · 2 forks | No one-command install · Source | |
| 701 | 55.515 | wn01011-llm-token-trackermcp · ai-agents | Token usage tracker for OpenAI and Claude APIs with MCP support, real-time session tracking, and accurate pricing for 2025 models | 5 stars · 2 forks | No one-command install · Source | |
| 701 | 55.515 | kipsmcp · database | Personal data management MCP server that stores and queries notes, tasks, conversations, and auth in SQLite, enabling LLMs to interact with the… | 5 stars · 2 forks | No one-command install · Source | |
| 705 | 55.238 | tickerr-live-statusmcp · auth | Real-time status, pricing, and inference latency for 90+ AI tools. Agent-reported failure signals with live fallback routing. No auth required. | 3,625 installs | No commit datelisted | No one-command install · Source |
| 706 | 55.168 | fpf-memorymcp · ai-agents | This MCP server provides a deterministic index of the First Principles Framework (FPF) spec, enabling agents to query patterns, routes, and relations… | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | mitmproxy-mcpmcp · ai-agents | A lightweight MCP server built on mitmproxy that lets LLMs capture, inspect, replay, and modify HTTP traffic through a set of focused tools. | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | strand-ai-paper-intelligencemcp · search | Converts PDFs into searchable markdown with local embeddings for semantic search, enabling efficient document retrieval without loading entire papers… | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | neural-stimulusmcp · ai-agents | An MCP server that provides persistent semantic memory for LLMs by building a concept graph with vector search. It enables storing, linking, and… | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | mem0-mcp-togglemcp · ai-agents | A local Mem0 MCP server for macOS with a menu bar toggle, storing memories locally in Chroma and using any OpenAI-compatible LLM for fact extraction. | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | jarbobomcp · ai-agents | Enables LLMs to draw interactive diagrams (architecture, sequence, class) inside the editor, with clickable nodes that jump to source code. | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | derberg-opencranemcp · search | Extensible RAG library for building AI-powered documentation search with semantic search, keyword matching, and hybrid retrieval. | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | oohiyorioo-neo-memorymcp · ai-agents | Graph-based memory system using embedded KuzuDB with local ONNX embeddings for coding agents. | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | mcp-fetch-nodemcp · ai-agents | A Node.js port of the official Fetch MCP server that enables LLMs to fetch and extract web page content as markdown, with support for pagination… | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | irahulstomar-brainmcp · search | Manages a local Markdown notes knowledge base with hybrid search using Ollama and Chroma. | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | mempalace-jsmcp · ai-agents | A local-first, zero-LLM memory system and MCP server that gives AI assistants a searchable, structured persistent memory using a spatial metaphor. | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | conductormcp · ai-agents | Provides a persistent hierarchical task tree for LLM agents, enabling them to decompose work, track progress, record results, and handle failures… | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | llmmcpmcp · ai-agentsalso listed as zero-abd-llmmcp | Provides real-time, up-to-date documentation for major LLM providers (OpenAI, Anthropic, Google Gemini) to prevent hallucinations and outdated code… | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | code-flowmcp · database | Provides semantic code analysis and search capabilities for Python codebases through AST extraction, call graph generation, and vector embeddings… | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | netforensicmcpmcp · ai-agents | An MCP server for offline network forensic analysis and threat intelligence, enabling LLMs to analyze PCAP files, extract streams, detect threats, and… | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | doc-ingestor-mcpmcp · back-end | An MCP server that uses Docling to convert PDFs, Office documents, images, audio, and more into clean Markdown for AI processing and RAG pipelines. | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | mcp-github-readermcp · github-vcs | A lightweight MCP server for bringing GitHub repositories into context for large language models, enabling repository analysis, file access, and… | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | rest-to-mcpmcp · back-end | A bridge that enables any LLM to access and interact with documented REST APIs through the Model Context Protocol (MCP). | 6 stars · 1 fork | No one-command install · Source | |
| 706 | 55.168 | newaiteesollamamcp · other | Bridges AI assistants with locally-hosted Ollama models for complex reasoning tasks, providing tools for task decomposition and result evaluation… | 6 stars · 1 fork | No one-command install · Source | |
| 726 | 54.833 | redconmcp · ai-agents | Deterministic repository context packing for AI coding agents: selects, compresses, and budgets only the files a task needs. Measured 83% fewer input… | 9 stars | No one-command install · Source | |
| 726 | 54.833 | janusmcpmcp · auth | Local, open-source multi-account MCP broker — one endpoint, every account. Add credentials once and switch identity without reconnecting, from any LLM… | 9 stars | No one-command install · Source | |
| 726 | 54.833 | zvec-mcp-bridgemcp · database | Indexes project source files into a local Zvec vector database and provides semantic search through MCP tools, enabling natural-language queries over… | 9 stars | No one-command install · Source | |
| 726 | 54.833 | llm-busmcp · ai-agents | MCP server that provides a live coordination layer for AI agents, including attributable handoffs, a shared event ledger, atomic work-claiming, and… | 9 stars | No one-command install · Source | |
| 726 | 54.833 | veritymcp · ai-agents | A multi-agent verification MCP server that uses cross-family LLM critics, NLI, and consistency checks to minimize hallucinations and false claims in… | 9 stars | No one-command install · Source | |
| 731 | 53.985 | spences10-embedding-searchmcp · database | Provides embedding search capabilities for transcripts using a SQLite database, enabling efficient semantic retrieval of relevant text segments for… | 4 stars · 3 forks | No one-command install · Source | |
| 731 | 53.985 | super-mcp-ocr-deepseekmcp · ai-agents | An MCP server that gives text-only LLMs like DeepSeek vision capabilities by OCRing images, PDFs, Office documents, and text files into pure text. It… | 4 stars · 3 forks | No one-command install · Source | |
| 731 | 53.985 | kimdonghwi94-web-analyzer-mcpmcp · search | Extracts clean web content for RAG and provides Q&A about web pages. | 4 stars · 3 forks | No one-command install · Source | |
| 731 | 53.985 | nsantra-rag-document-searchmcp · database | Provides document embedding, semantic search, and citation generation using ChromaDB vector storage with PDF ingestion, configurable chunking… | 4 stars · 3 forks | No one-command install · Source | |
| 731 | 53.985 | telegram-mcp-2mcp · comms | Enables LLMs to send notifications and receive responses via Telegram. | 4 stars · 3 forks | No one-command install · Source | |
| 731 | 53.985 | helpful-ais-triplyfy-mcpmcp · ai-agents | An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save… | 4 stars · 3 forks | No one-command install · Source | |
| 731 | 53.985 | mcp-xiaozhi-servermcp · ai-agents | Enables to modify and manage XiaoZhi platform agents, including changing LLM, TTS, voice, role template, and name, as well as retrieving agent list… | 4 stars · 3 forks | No one-command install · Source | |
| 731 | 53.985 | knowflow-mcpmcp · search | A unified knowledge retrieval tool for MCP-compatible LLMs, enabling structured external knowledge access from local files and future integrations. | 4 stars · 3 forks | No one-command install · Source | |
| 731 | 53.985 | cappahccino-supabasemcp · database | Enables Claude and other LLMs to interact with Supabase databases and Edge Functions through a secure API for performing CRUD operations and invoking… | 4 stars · 3 forks | No one-command install · Source | |
| 731 | 53.985 | jmh-readability-parsermcp · ai-agents | Extracts and transforms webpage content into clean, LLM-optimized Markdown by removing non-essential elements while preserving key metadata. | 4 stars · 3 forks | No one-command install · Source | |
| 741 | 53.186 | aiwiki-mcpmcp · search | Search and read AiWiki — an encyclopedia of AI-coding pitfalls and LLM privacy protection written from the AI's first-person perspective. 120+… | 8 stars | No one-command install · Source | |
| 741 | 53.186 | wikimoth-mcp-servermcp · database | Enables deterministic, token-minimal multi-hop retrieval from a vault of [[wikilink]] notes via the Model Context Protocol, allowing LLMs to answer… | 8 stars | No one-command install · Source | |
| 741 | 53.186 | skill-searchmcp · database | Semantic, on-demand skill retrieval for Claude Code that saves tokens and improves skill discovery by replacing the native skill listing with vector… | 8 stars | No one-command install · Source | |
| 741 | 53.186 | automatelab-tech-citation-intelligencemcp · ai-agents | What LLMs cite, for agents. Check which URLs Perplexity, Claude, ChatGPT, Gemini, Bing, and Google AI Overviews cite for any query. Self-hosted, BYO… | 8 stars | armory install automatelab-tech-citation-intelligence --cli claude | |
| 741 | 53.186 | ai-odoofindermcp · search | Enables LLMs to search Odoo modules in OCA repositories using hybrid search (semantic + full-text) for finding the perfect module quickly. | 8 stars | No one-command install · Source | |
| 746 | 52.698 | vetted-consumermcp · back-end | A free, hosted MCP server for local-LLM hardware decisions. Ask whether a model fits your GPU, Mac, or mini-PC, which GGUF quant to download, the… | 2,408 installs | No commit datelisted | No one-command install · Source |
| 747 | 52.498 | log-essencemcp · devops | Enables LLMs to analyze logs by extracting patterns, redacting secrets, and providing token-efficient summaries from files, Docker containers, or… | 5 stars · 1 fork | No one-command install · Source | |
| 747 | 52.498 | nv-digital-open-operator-system-nv-oosmcp · ai-agents | Enables AI-powered operations on WordPress sites, integrating multiple LLM providers and providing MCP server capabilities for chat, tools, and… | 5 stars · 1 fork | No one-command install · Source | |
| 747 | 52.498 | openclaude-mcp-servermcp · ai-agents | A high-performance control plane for Ollama-based local LLM sessions with background memory consolidation, hybrid cloud planning, and real-time fleet… | 5 stars · 1 fork | No one-command install · Source | |
| 747 | 52.498 | agentoom-knowledgemcp · ai-agents | A self-hosted, MIT-licensed MCP server that securely connects private documents and markdown files to LLMs. It provides a lightweight, local-first RAG… | 5 stars · 1 fork | No one-command install · Source | |
| 747 | 52.498 | agent-memory-osmcp · ai-agents | Local-first memory engine for AI-agent teams: private/team/project ACL, associative recall, and federated sync across nodes. One SQLite file, no LLM… | 5 stars · 1 fork | No one-command install · Source | |
| 747 | 52.498 | opcua-mcpmcp · search | Enables LLMs to read, write, browse, search, and subscribe to live data on OPC-UA industrial automation servers, with caching, discovery index, and… | 5 stars · 1 fork | No one-command install · Source | |
| 747 | 52.498 | llm-vision-mcp-2mcp · front-end | Provides vision capabilities to text-only LLMs by analyzing image files via Qwen-VL and returning textual descriptions, with support for OCR, UI… | 5 stars · 1 fork | No one-command install · Source | |
| 747 | 52.498 | mcp-itgluemcp · database | Connects AI assistants to IT Glue, the MSP documentation platform. Browse organizations, read and write documents and flexible assets, and answer… | 5 stars · 1 fork | No one-command install · Source | |
| 747 | 52.498 | 0compactmemmcp · ai-agents | Zero context compaction for Claude Code & LLM agents. Persistent memory powered by OS primitives (demand paging, kswapd eviction, mlock pinning)… | 5 stars · 1 fork | No one-command install · Source | |
| 747 | 52.498 | procm-mcpmcp · ai-agents | An MCP server for secure process management, allowing LLMs to start, monitor, and manage whitelisted processes like development servers and test… | 5 stars · 1 fork | No one-command install · Source | |
| 747 | 52.498 | kc23go-anybrowsemcp · browser | Convert any URL to LLM-ready Markdown via real Chrome browsers. 3 tools: scrape, crawl, search. Free via MCP, pay-per-use via x402. Remote MCP… | 5 stars · 1 fork | No one-command install · Source | |
| 747 | 52.498 | qq-music-mcpmcp · back-end | Integrates QQ Music API with MCP, enabling LLMs to search music, retrieve song details, lyrics, and playback URLs. | 5 stars · 1 fork | No one-command install · Source | |
| 747 | 52.498 | mirrdhyn-code-ragmcp · database | Provides semantic code search and similarity matching using vector embeddings and Qdrant database integration with support for multiple programming… | 5 stars · 1 fork | No one-command install · Source | |
| 747 | 52.498 | notebookllm-mcpmcp · ai-agents | Converts Jupyter notebooks to a simplified plain text format to reduce token usage for LLMs, and can convert back. Enables loading, editing, and… | 5 stars · 1 fork | No one-command install · Source | |
| 747 | 52.498 | mcp-long-context-readermcp · ai-agents | MCP Long Context Reader is a Python-based toolkit designed to overcome the context window limitations and high costs associated with Large Language… | 5 stars · 1 fork | No one-command install · Source | |
| 747 | 52.498 | softjapan-ollamamcp · back-end | Connects AI assistants to locally-hosted Ollama models with specialized servers for retrieving time and weather information through a lightweight… | 5 stars · 1 fork | No one-command install · Source | |
| 747 | 52.498 | pietrozullo-browser-usemcp · browser | Enables AI to automate web browsing tasks through a unified interface that accepts natural language instructions for navigation, searching, and data… | 5 stars · 1 fork | No one-command install · Source | |
| 764 | 52.443 | rancher-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that exposes the Rancher Manager v2.x API to LLM clients. | 3 stars · 3 forks | No one-command install · Source | |
| 765 | 52.288 | gergelyszerovay-qdrant-retrievemcp · database | Enables semantic search across multiple document collections using Qdrant vector database integration, allowing natural language queries with… | 5 forks | No one-command install · Source | |
| 766 | 52.135 | gemini-embedding-2-mcp-servermcp · ai-agents | A multimodal local memory MCP server that lets AI agents search across text, PDFs, images, audio, and video using Gemini Embedding 2 and a local… | 4 stars · 2 forks | No one-command install · Source | |
| 766 | 52.135 | jaspertvdm-mcp-server-ollama-bridgemcp · back-end | Bridge to local Ollama LLM server. Run Llama, Mistral, Qwen and other local models through MCP. | 4 stars · 2 forks | No one-command install · Source | |
| 766 | 52.135 | psx-mcpmcp · ai-agents | MCP server that exposes Pakistan Stock Exchange data (quotes, dividends, announcements, indices) as LLM-callable tools, enabling conversational market… | 4 stars · 2 forks | No one-command install · Source | |
| 766 | 52.135 | hanselhansel-aeo-climcp · search | Audit URLs for AI crawler readiness — checks robots.txt, llms.txt, JSON-LD schema, and content density with 0-100 AEO scoring. | 4 stars · 2 forks | No one-command install · Source | |
| 766 | 52.135 | mercury-spec-opsmcp · ai-agents | Modular prompt engineering for software development analysis | 4 stars · 2 forks | No one-command install · Source | |
| 766 | 52.135 | ptc-mcp-integration-servermcp · search | Integrates PTC Windchill and Creo Parametric with LLM-based clients via the Model Context Protocol, enabling natural language interaction with PLM and… | 4 stars · 2 forks | No one-command install · Source | |
| 766 | 52.135 | mle-kit-mcpmcp · search | Provides ML engineering tools including local/remote bash, text editor, file search, remote GPU helpers via vast.ai, and an OpenRouter LLM proxy. | 4 stars · 2 forks | No one-command install · Source | |
| 766 | 52.135 | deepmyst-mcp-servermcp · ai-agents | Enables intelligent LLM optimization and routing for Claude Desktop and HTTP clients, reducing token usage and automatically selecting the best model… | 4 stars · 2 forks | No one-command install · Source | |
| 766 | 52.135 | uv-mcpmcp · ai-agents | Enables LLMs to manage Python environments and dependencies via uv, supporting package inspection, installation, and requirement management. | 4 stars · 2 forks | No one-command install · Source | |
| 766 | 52.135 | j5ik2o-shared-knowledge-ragmcp · search | Enables AI systems to access and retrieve information from multiple vector store backends including HNSWLib and Weaviate, providing a unified… | 4 stars · 2 forks | No one-command install · Source | |
| 776 | 51.401 | dead-lettermcp · comms | MCP server that converts .eml email exports (Gmail, Outlook, and other archives) into clean Markdown with YAML front matter — splitting reply threads… | 7 stars | No one-command install · Source | |
| 776 | 51.401 | nautilus-compassmcp · ai-agents | Enables AI agents to retain memory of past interactions and detect behavioral drift, preventing repeated mistakes without LLM token extraction. | 7 stars | No one-command install · Source | |
| 776 | 51.401 | wctxmcp · ai-agents | Wctx is an MCP server that captures structured, evidence-backed context from completed coding agent sessions and serves it to future sessions… | 7 stars | No one-command install · Source | |
| 776 | 51.401 | zerofusemcp · ai-agents | An MCP server that enables agents to automate refusal direction removal from open-weight LLMs via Optuna-driven search, producing standard Hugging… | 7 stars | No one-command install · Source | |
| 776 | 51.401 | bergaufmcp · ai-agents | Lets an LLM plan hikes anywhere in Switzerland by combining named routes, elevation profiles, weather forecasts, and public transport. | 7 stars | No one-command install · Source | |
| 776 | 51.401 | zvec-mcp-servermcp · database | Enables LLMs to interact with Zvec vector database through tools for collection management, document operations, vector search, and AI-powered… | 7 stars | No one-command install · Source | |
| 776 | 51.401 | context-guardianmcp · ai-agents | MCP server that cuts cloud LLM costs 36-42% by indexing context locally and giving agents precision retrieval tools instead of raw context dumps. | 7 stars | No one-command install · Source | |
| 776 | 51.401 | sarpixelpioneer-kimi-memorymcp · database | Persistent memory system using ChromaDB vector storage and Ollama local embeddings. | 7 stars | No one-command install · Source | |
| 776 | 51.401 | bettyguo-seekqmcp · search | Semantic code search tool for local codebases using BGE-Small embeddings, tree-sitter-aware chunking, and hybrid BM25 retrieval via MCP. | 7 stars | No commit datelisted | No one-command install · Source |
| 785 | 50.895 | coresignalmcp · ai-agents | Access comprehensive B2B data on companies, employees, and job postings for your LLMs and AI workflows. | 2 stars · 3 forks | No one-command install · Source | |
| 785 | 50.895 | guerinjeanmarc-neo4j-graphragmcp · searchalso listed as neo4j-graphrag-mcp-server | Combines vector similarity search, fulltext search, and search-augmented Cypher queries with automatic data sanitization and token-aware response… | 2 stars · 3 forks | No one-command install · Source | |
| 785 | 50.895 | contextweaver-mcp-servermcp · search | ContextWeaver is a semantic retrieval engine for AI coding assistants. It combines hybrid search, intelligent context expansion, and token-aware… | 2 stars · 3 forks | No one-command install · Source | |
| 785 | 50.895 | eve-ng-mcp-servermcp · ai-agents | An MCP server that gives Claude and other LLM agents programmatic access to EVE-NG network labs, enabling creation, configuration, and management of… | 2 stars · 3 forks | No one-command install · Source | |
| 785 | 50.895 | gogabrielordonez-mcp-ragchatmcp · ai-agents | Add RAG-powered AI chat to any website with one command. Local vector store, multi-provider LLM (OpenAI/Anthropic/Gemini), self-contained chat server… | 2 stars · 3 forks | No one-command install · Source | |
| 785 | 50.895 | allora-mcp-servermcp · back-end | Enables AI systems to fetch machine learning inferences and prediction market data from the Allora Network through the Model Context Protocol. | 2 stars · 3 forks | No one-command install · Source | |
| 785 | 50.895 | mcp-sqlite-memory-bankmcp · ai-agents | Dynamic SQLite memory bank with semantic search, table management, and knowledge graphs for LLM agents. | 2 stars · 3 forks | No one-command install · Source | |
| 793 | 49.325 | llmwiki-servemcp · ai-agents | Serves local Markdown wikis as a read-only knowledge source with MCP tools for agent context retrieval. | 6 stars | No one-command install · Source | |
| 793 | 49.325 | gecko-surfmcp · ai-agents | Projects an Agent Surface (deterministic call graph) for any OpenAPI, enabling LLM agents to make correct, chain-of-calls interactions without… | 6 stars | No one-command install · Source | |
| 793 | 49.325 | ros2-medkit-mcpmcp · back-end | A thin MCP adapter that connects an LLM to the ros2_medkit SOVD HTTP API, enabling discovery, data retrieval, operation execution, and configuration… | 6 stars | No one-command install · Source | |
| 793 | 49.325 | skeletongraphmcp · search | Provides function-level structural retrieval for coding agents using tree-sitter, with zero-LLM indexing and MCP serving, enabling exact function… | 6 stars | No one-command install · Source | |
| 793 | 49.325 | universal-memorymcp · ai-agents | A vendor-agnostic cognitive persistence layer for AI agents. Eliminate the "repetition tax" by transporting your context, preferences, and history… | 6 stars | No one-command install · Source | |
| 793 | 49.325 | pangolinfo-amazon-ad-tracker-review-intelligencemcp · ai-agents | Real-time Amazon Sponsored Products (SP) ad placements, keyword tracking, and comprehensive review data for AI Agents. Enables LLMs to autonomously… | 6 stars | No one-command install · Source | |
| 793 | 49.325 | leanscreenmcp · ai-agents | A calibrated faithfulness screen for informal↔Lean 4 statement pairs, served over MCP. It provides deterministic checks and deep LLM-based analysis to… | 6 stars | No one-command install · Source | |
| 793 | 49.325 | denselymcp · ai-agents | Lossless context compression for LLMs, packing text into 2x-8x fewer tokens with byte-exact reconstruction. Provides MCP tools to compress files/text… | 6 stars | 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.