Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1101 | 48.479 | texan-nxtassist-node-redmcp · search | Node-RED flow management with safe deploy, optimistic locking, and smart search across 13 tools. | 1 star · 3 forks | No one-command install · Source | |
| 1102 | 48.479 | mkusaka-perplexitymcp · search | Integrates with Perplexity AI's search capabilities to enable AI-powered web search queries using TypeScript and the OpenAI SDK. | 1 star · 3 forks | No one-command install · Source | |
| 1103 | 48.479 | aztec-mcp-servermcp · search | Provides local access to Aztec documentation, examples, and source code via cloned repositories, with optional semantic search for enhanced querying. | 1 star · 3 forks | No one-command install · Source | |
| 1104 | 49.118 | lincest-papersearchmcp · search | Integrates with arXiv to enable keyword searches, paper retrieval, and tracking of recent submissions across scientific categories. | 4 stars · 1 fork | No one-command install · Source | |
| 1105 | 49.118 | ronalddegsa-everythingmcp · search | Provides system-level operations for file handling, information retrieval, HTTP requests, and command execution, enabling versatile system management… | 4 stars · 1 fork | No one-command install · Source | |
| 1106 | 49.118 | v0idpwn-hexdocsmcp · search | Enables AI systems to search and retrieve Elixir documentation from HexDocs across multiple packages with formatted results including titles… | 4 stars · 1 fork | No one-command install · Source | |
| 1107 | 49.118 | techkwon-geminimcp · search | Integrates Google's Gemini model with real-time web search and YouTube data to enhance AI responses with up-to-date information from the internet. | 4 stars · 1 fork | No one-command install · Source | |
| 1108 | 49.118 | desktop-image-managermcp · search | Provides tools for managing and manipulating local desktop images with capabilities for file counting, filename retrieval, and image compression using… | 4 stars · 1 fork | No one-command install · Source | |
| 1109 | 49.118 | tendayspace-cbeta-buddhist-textsmcp · search | Provides access to Chinese Buddhist Electronic Text Association (CBETA) resources for text retrieval, metadata access, and content analysis of… | 4 stars · 1 fork | No one-command install · Source | |
| 1110 | 49.118 | lsd-so-internetdatamcp · search | Provides web data extraction and manipulation capabilities through the LSD programming language, enabling structured data retrieval from websites, web… | 4 stars · 1 fork | No one-command install · Source | |
| 1111 | 49.118 | youtube-searchmcp · search | Enables searching YouTube videos, retrieving detailed information, and extracting subtitles in English or Russian for referencing and analyzing video… | 4 stars · 1 fork | No one-command install · Source | |
| 1112 | 49.118 | mcp-tfl-journeymcp · search | Provides real-time Transport for London journey data, including routes, alerts, and disruptions, allowing AI assistants to search journeys and get… | 4 stars · 1 fork | No one-command install · Source | |
| 1113 | 49.118 | tqiqbal-confluence-data-centermcp · search | Integrates with Confluence Data Center to enable direct access to content through operations like searching, retrieving, creating, updating, and… | 4 stars · 1 fork | No one-command install · Source | |
| 1114 | 49.118 | kelvinzer0-devdocsmcpmcp · search | Allows you to search and read documentation directly from DevDocs.io. It operates purely online, fetching data as needed. | 4 stars · 1 fork | No one-command install · Source | |
| 1115 | 49.118 | dify-doc-mcp-servermcp · search | An MCP server that integrates Dify knowledge bases, enabling AI assistants to retrieve and search content from Dify via tools like list datasets, get… | 4 stars · 1 fork | No one-command install · Source | |
| 1116 | 49.118 | iphysresearch-gw150914-signal-searchmcp · search | Provides complete access to LIGO-Virgo gravitational wave data analysis through PyCBC and GWpy integration, implementing matched filtering pipelines… | 4 stars · 1 fork | No one-command install · Source | |
| 1117 | 49.118 | kazuph-youtube-subtitle-querymcp · search | Integrates YouTube subtitle retrieval for natural language queries about video content. | 4 stars · 1 fork | No one-command install · Source | |
| 1118 | 49.118 | nitsanavni-atuin-historymcp · search | Integrates with atuin command history to automatically capture bash commands with exit codes and execution context while providing search and… | 4 stars · 1 fork | No one-command install · Source | |
| 1119 | 49.118 | academic-paper-mcp-http-sse-servermcp · search | A MCP server for academic literature retrieval, aggregating multiple data sources like arXiv, Crossref, OpenAlex, PubMed, and Semantic Scholar to… | 4 stars · 1 fork | No one-command install · Source | |
| 1120 | 49.118 | msaltnet-excel-searchmcp · search | Searches and reads Excel files from local directories with tools for discovering spreadsheet files, converting worksheets to JSON format, and finding… | 4 stars · 1 fork | No one-command install · Source | |
| 1121 | 49.118 | mcp-copilotcli-historymcp · search | Enables searching and analyzing GitHub Copilot's conversation history stored locally, providing tools for full-text search, session listing… | 4 stars · 1 fork | No one-command install · Source | |
| 1122 | 49.118 | indexnetwork-user-profilemcp · search | Stores user preferences, display names, pronouns, and notes in volatile memory with explicit consent validation, enabling personalized interactions… | 4 stars · 1 fork | No one-command install · Source | |
| 1123 | 49.118 | banana-prompts-mcpmcp · search | Enables searching for high-quality AI art prompts from Banana Prompts by tags or keyword queries, with direct links to full prompts and images. | 4 stars · 1 fork | No one-command install · Source | |
| 1124 | 49.118 | banana-promptsmcp · search | Search and discover high-quality Nano Banana AI art prompts from bananaprompts.fun. | 4 stars · 1 fork | No one-command install · Source | |
| 1125 | 49.118 | aimbitgmbh-trilium-notesmcp · search | Connects to Trilium Notes through its ETAPI for creating, editing, and searching notes, managing hierarchical relationships, adding metadata, and… | 4 stars · 1 fork | No one-command install · Source | |
| 1126 | 49.118 | docragmcp · search | Provides RAG (Retrieval Augmented Generation) access to technical documentation through MCP, enabling LLMs to search and retrieve relevant… | 4 stars · 1 fork | No one-command install · Source | |
| 1127 | 49.118 | khgs2411-memvidmcp · search | Provides persistent file-based memory storage for maintaining context across sessions, storing text documents with metadata, and performing hybrid… | 4 stars · 1 fork | No one-command install · Source | |
| 1128 | 49.118 | cloudsmithy-easysearchmcp · search | Integrates with Elasticsearch and OpenSearch clusters for index management, document operations, search queries, snapshot handling, and cluster… | 4 stars · 1 fork | No one-command install · Source | |
| 1129 | 49.118 | brianleishman-rockautomcp · search | Search and browse the RockAuto auto parts catalog with pricing and vehicle compatibility. | 4 stars · 1 fork | No one-command install · Source | |
| 1130 | 49.118 | lulzasaur9192-marketplace-search-mcpmcp · search | Search marketplaces (TCGPlayer, Reverb, Thumbtack), verify professional licenses (contractor, nurse across US states), and look up PSA card grading… | 4 stars · 1 fork | No one-command install · Source | |
| 1131 | 49.118 | koyach-sfc-syllabusmcp · search | Course syllabus search for Keio University's Shonan Fujisawa Campus with tools for searching, filtering, and retrieving course details. | 4 stars · 1 fork | No one-command install · Source | |
| 1132 | 49.118 | mastadoonprime-sylex-searchmcp · search | Universal search engine for AI agents to discover, evaluate, and compare products, services, and businesses. | 4 stars · 1 fork | No one-command install · Source | |
| 1133 | 49.118 | subdownloadmcp · search | MCP server for YouTube transcript fetching, video search, channel browsing, and persistent knowledge base storage. | 4 stars · 1 fork | No one-command install · Source | |
| 1134 | 49.118 | indigoprotocol-cardanomcp · search | Provides Cardano blockchain wallet operations including transaction submission, address management, UTxO retrieval, token balances, ADAHandle… | 4 stars · 1 fork | No one-command install · Source | |
| 1135 | 49.118 | geekmai90-remiomcp · search | Manage Remio notes and knowledge base with 8 tools for search, content reading, creation, updates, and RAG queries. | 4 stars · 1 fork | No one-command install · Source | |
| 1136 | 49.118 | gregario-mtg-oraclemcp · search | Magic: The Gathering card search, rules lookup, deck analysis, combo discovery, and Commander intelligence. | 4 stars · 1 fork | No one-command install · Source | |
| 1137 | 49.118 | gh-brianvia-wegmansmcp · search | Search products, manage carts, and analyze purchase history from Wegmans grocery stores. | 4 stars · 1 fork | No one-command install · Source | |
| 1138 | 49.118 | trip-search-mcpmcp · search | Enables Claude to plan trips by performing live searches against Google Flights, hotels, vacation rentals, activities, and events, plus weather and… | 4 stars · 1 fork | No one-command install · Source | |
| 1139 | 49.118 | arrayo-smart-contextmcp · search | Intelligent context compression reducing AI agent token usage by ~89% through smart file reading and search. | 4 stars · 1 fork | No one-command install · Source | |
| 1140 | 49.118 | stellaris-mcpmcp · search | Combines semantic search with AST-based code exploration for AI agents, enabling natural language code search, file structure browsing, symbol… | 4 stars · 1 fork | No one-command install · Source | |
| 1141 | 49.118 | zsxq-fetchermcp · search | Enables AI assistants to read and manipulate ZSXQ (知识星球) content via MCP, allowing listing groups, searching posts, downloading and summarizing… | 4 stars · 1 fork | No one-command install · Source | |
| 1142 | 49.118 | lionkiii-rss-feedsmcp · search | Fetches, filters, and searches RSS feeds with category management, source tracking, and keyword search across configured feed sources. | 4 stars · 1 fork | No one-command install · Source | |
| 1143 | 49.118 | max-rousseau-yaml-filesystemmcp · search | Provides controlled YAML file management with surgical editing, pattern search, directory tree visualization, and SMB share support. | 4 stars · 1 fork | No one-command install · Source | |
| 1144 | 49.118 | cnki-enhanced-mcpmcp · search | Enables AI to search, filter, and process CNKI academic literature through natural language, including structured search, metadata retrieval… | 4 stars · 1 fork | No one-command install · Source | |
| 1145 | 49.118 | io-github-indhar01-memographmcp · search | Enables LLM assistants and agents to query and manage a personal markdown vault as a graph-based knowledge base using hybrid retrieval, with tools for… | 4 stars · 1 fork | No one-command install · Source | |
| 1146 | 49.118 | lune-researchmcp · search | Search and retrieve academic papers from top-tier research venues including NeurIPS, ICLR, and ICML from any MCP-compatible AI client. | 4 stars · 1 fork | No one-command install · Source | |
| 1147 | 49.118 | onplanamcp · search | Portfolio management MCP providing AI agents access to projects, tasks, and semantic search across organizational content. | 4 stars · 1 fork | No one-command install · Source | |
| 1148 | 49.118 | mcp-houndmcp · search | Enables code search across indexed repositories using regex patterns, with pagination, repository listing, and file context retrieval via Hound… | 4 stars · 1 fork | No one-command install · Source | |
| 1149 | 49.118 | oxidize-pdfmcp · search | Rust-powered PDF toolkit over MCP: create, read, and analyze PDFs; extract text and entities for RAG; convert to Markdown; split/merge/rotate/reorder… | 4 stars · 1 fork | No one-command install · Source | |
| 1150 | 49.118 | mail-indexmcp · search | Enables AI agents to query and recall your entire Gmail inbox locally, providing fast summarization and semantic search without relying on Gmail's… | 4 stars · 1 fork | No one-command install · Source | |
| 1151 | 49.118 | khamel83-argusmcp · search | Multi-provider web search broker with budget-aware routing, RRF ranking, and content extraction across 11 search providers. | 4 stars · 1 fork | No one-command install · Source | |
| 1152 | 49.118 | skill-shelfmcp · search | Enables AI agents to search, browse, install, and manage a large library of skills via only 7 MCP tools, with skills stored locally and loaded on… | 4 stars · 1 fork | No one-command install · Source | |
| 1153 | 49.118 | cyanheads-libofcongressmcp · search | Search LOC digital collections, Chronicling America historical newspapers with full OCR, and LC Subject Headings. | 4 stars · 1 fork | No one-command install · Source | |
| 1154 | 49.325 | seo-review-toolsmcp · search | Integrates with SEO Review Tools API for website traffic analysis, authority scoring, backlink discovery, SERP data retrieval, keyword research, and… | 6 stars | No one-command install · Source | |
| 1155 | 49.325 | cornelcroi-bookmark-lensmcp · search | Local-first bookmark management with semantic search and AI-powered organization | 6 stars | No one-command install · Source | |
| 1156 | 49.325 | gh-manancoder29-berlin-servicesmcp · search | Integration with Berlin.de city services for search, form discovery, filling, and PDF management. | 6 stars | No one-command install · Source | |
| 1157 | 49.325 | gh-roshunsunder-filesiftmcp · search | Local file search with semantic and keyword indexing over codebases. | 6 stars | No one-command install · Source | |
| 1158 | 49.325 | goenninger-bt-teamcentermcp · search | Integrates with Siemens Teamcenter PLM for search, BOM operations, change management, and workflow automation. | 6 stars | No one-command install · Source | |
| 1159 | 49.325 | directorymcp · search | Directory rating websites on AI-agent-friendliness with search, lookup, and submission tools. | 6 stars | No one-command install · Source | |
| 1160 | 49.325 | ajwcontreras-cloudflare-docsmcp · search | Semantic search over Cloudflare developer documentation with 28,000+ indexed chunks on Cloudflare Workers. | 6 stars | No one-command install · Source | |
| 1161 | 49.325 | ryanthedev-grug-brainmcp · search | Persistent memory system that indexes markdown files into a searchable database with git synchronization across machines. | 6 stars | No one-command install · Source | |
| 1162 | 49.325 | isaacwars-search-citationmcp · search | Academic paper search and citation management with 9 tools spanning OpenAlex, Semantic Scholar, Crossref, arXiv, and Unpaywall. | 6 stars | No one-command install · Source | |
| 1163 | 49.325 | alexsvdk-gigaplexitymcp · search | Integrates GigaChat with web search capabilities, providing ask, research, and reason tools with file attachment support. | 6 stars | No one-command install · Source | |
| 1164 | 49.325 | mcp-zenodomcp · search | A comprehensive MCP server for interacting with Zenodo records, enabling search, retrieval, citation generation, and file downloads. | 6 stars | No one-command install · Source | |
| 1165 | 49.325 | edgehopmcp · search | Stop grepping. Start knowing. EdgeHop turns a codebase into a queryable graph and serves it over MCP — find where a symbol lives, who calls a… | 6 stars | No one-command install · Source | |
| 1166 | 49.325 | lacuna-research-mcpmcp · search | Empowers coding agents for machine learning research by providing access to Lacuna's research map, including novel research proposals, research… | 6 stars | No one-command install · Source | |
| 1167 | 49.325 | kubesearch-mcpmcp · search | Enables LLMs to search Flux HelmReleases and Argo Applications from kubesearch.dev, and temporarily clone repos to review actual manifests. | 6 stars | No one-command install · Source | |
| 1168 | 49.325 | alexanderclapp-clirankmcp · search | Connects AI agents to CLIRank's directory of 210+ APIs ranked by CLI relevance for discovery, comparison, and documentation retrieval. | 6 stars | No one-command install · Source | |
| 1169 | 49.325 | domainkitsmcp · search | Domain intelligence tools for NS reverse lookup and newly registered domain search | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | omophubmcp · search | Search, map, and navigate 5M+ OMOP medical vocabulary concepts including SNOMED CT, ICD-10, RxNorm, and LOINC. | 6 stars | No one-command install · Source | |
| 1171 | 49.325 | querit-mcp-servermcp · search | Connects AI assistants to Querit for live web search and clean webpage content retrieval, supporting both anonymous access and bring-your-own-key… | 6 stars | No one-command install · Source | |
| 1172 | 49.325 | debugbundlemcp · search | DebugBundle helps AI agents investigate production incidents with deterministic debug bundles, reproductions, health checks, and diagnostics. It… | 6 stars | No one-command install · Source | |
| 1173 | 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 | |
| 1174 | 49.325 | lorcana-mcpmcp · search | Connects Claude to Disney Lorcana card data to enrich collections, search cards, find song synergies, and analyze decks. | 6 stars | No one-command install · Source | |
| 1175 | 49.325 | parallel-web-search-mcpmcp · search | 🔎 - Highest Accuracy Web Search for AI | 6 stars | No one-command install · Source | |
| 1176 | 49.795 | mirabello-investment-migrationmcp · search | Authoritative citizenship- (CBI) and residency-by-investment (golden visa) programme data, cost estimates, passport mobility, and the Mirabello… | 1,889 installs | No commit datelisted | No one-command install · Source |
| 1177 | 49.795 | mirabello-consultancy-investment-migration-wealth-protection-3mcp · search | Authoritative, source-cited data across five layers: citizenship- & residency-by-investment (CBI/RBI/golden visa) programmes with the Mirabello… | 2,956 installs | No commit datelisted | No one-command install · Source |
| 1178 | 49.795 | mirabello-consultancy-investment-migration-wealth-protection-2mcp · search | Authoritative, source-cited data across five layers: citizenship- & residency-by-investment (CBI/RBI/golden visa) programmes with the Mirabello… | 2,956 installs | No commit datelisted | No one-command install · Source |
| 1179 | 49.795 | mirabello-consultancy-investment-migration-wealth-protectionmcp · search | Authoritative, source-cited data across five layers: citizenship- & residency-by-investment (CBI/RBI/golden visa) programmes with the Mirabello… | 2,956 installs | No commit datelisted | No one-command install · Source |
| 1180 | 50.895 | abhishekbhakat-code-assistmcp · search | Enables code modification and generation tasks through file operations, search-and-replace, and version control integration for automated refactoring… | 2 stars · 3 forks | No one-command install · Source | |
| 1181 | 50.895 | johnxjp-todoistmcp · search | Integrates with Todoist to enable task management including creation, retrieval, updates, and deletion with support for due dates, priorities, and… | 2 stars · 3 forks | No one-command install · Source | |
| 1182 | 50.895 | yunkee-lee-naver-mapsmcp · search | Integrates with Naver Maps and Search APIs to provide accurate geocoding and local information retrieval services specifically optimized for Korean… | 2 stars · 3 forks | No one-command install · Source | |
| 1183 | 50.895 | searchagoramcp · search | Connects AI systems to SearchAgora, a universal product search engine, enabling natural language interactions for discovering, viewing, and purchasing… | 2 stars · 3 forks | No one-command install · Source | |
| 1184 | 50.895 | mcp-odoo-freshmcp · search | Enables AI agents to interact with Odoo ERP to perform sales tasks such as searching clients and products, and creating and confirming quotations via… | 2 stars · 3 forks | No one-command install · Source | |
| 1185 | 50.895 | xonack-apex-twittermcp · search | Integrates with X (Twitter) through Apex's social media infrastructure to enable tweet retrieval, search operations, reply generation, content… | 2 stars · 3 forks | No one-command install · Source | |
| 1186 | 50.895 | microsoft-sentinel-data-explorationmcp · search | Enables searching for relevant tables and retrieving data from Microsoft Sentinel's data lake using natural language, supporting security hunting… | 2 stars · 3 forks | No one-command install · Source | |
| 1187 | 50.895 | debtstack-ai-debtstack-pythonmcp · search | Corporate debt structure data for AI agents. Search 250+ issuers, 5,000+ bonds with leverage ratios, seniority, covenants, guarantor chains, and FINRA… | 2 stars · 3 forks | No one-command install · Source | |
| 1188 | 50.895 | jagreetdg-stack-exchangemcp · search | Provides a bridge to Stack Exchange sites for searching and retrieving questions, answers, and tags with efficient caching and rate limiting for… | 2 stars · 3 forks | No one-command install · Source | |
| 1189 | 50.895 | capsulecrm-mcpmcp · search | Enables natural language customer and sales management by connecting AI assistants directly to CapsuleCRM, allowing users to search, create, and… | 2 stars · 3 forks | No one-command install · Source | |
| 1190 | 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 | |
| 1191 | 50.895 | neo4j-graphrag-mcp-servermcp · search | An MCP server that enables LLMs to perform vector search, fulltext search, combined search and Cypher queries, write operations, and multimodal image… | 2 stars · 3 forks | No one-command install · Source | |
| 1192 | 50.895 | guerinjeanmarc-neo4j-graphragmcp · search | 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 | |
| 1193 | 50.895 | theyahia-qsearchmcp · search | Anti-hallucination web search providing full content retrieval, multi-engine attribution, and persistent local corpus building. | 2 stars · 3 forks | No one-command install · Source | |
| 1194 | 50.895 | qsearchmcp · search | Enables AI agents to perform web searches with full content retrieval and multi-engine provenance, including trust scoring and local corpus… | 2 stars · 3 forks | No one-command install · Source | |
| 1195 | 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 |
| 1196 | 51.401 | mrphu3074-skill-routermcp · search | Routes AI agents to specialized skills stored as markdown files using semantic search | 7 stars | No one-command install · Source | |
| 1197 | 51.401 | tokenville-selvermcp · search | Connects AI agents to Selver.ee, Estonia's largest grocery store, for product search, cart management, and delivery scheduling. | 7 stars | No one-command install · Source | |
| 1198 | 51.401 | velvetway-minreestrmcp · search | Search Russia's official software catalog (каталогпо.рф) to discover domestic software alternatives and FSTEC/FSB-certified products. | 7 stars | No one-command install · Source | |
| 1199 | 51.401 | arrteann-singboxmcp · search | RAG-based MCP server for querying sing-box proxy software documentation using semantic search to prevent AI hallucinations. | 7 stars | No one-command install · Source | |
| 1200 | 51.401 | touchdesigner-manualmcp · search | MCP server that enables AI agents to search the entire TouchDesigner wiki documentation with real citations, using a local index built from the… | 7 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.