Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2101 | 22.557 | codelore-mcpmcp · search | Turn any code repository into a searchable Obsidian vault — then let Claude Code navigate it as a set of MCP tools. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | aidatanordic-food-recipesmcp · search | Semantic search across 50,000+ food recipes with hybrid retrieval and reranking, hosted by AIDataNordic. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | moodle-study-mcpmcp · search | Enables AI assistants to read your Moodle courses, list materials, quizzes, and search content to plan exam preparation through natural language. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | mailportmcp · search | Connects multiple IMAP and SMTP mailboxes to MCP clients like ChatGPT without exposing credentials, enabling email search and thread retrieval via… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | gequbaomcp · search | Enables searching for songs and retrieving direct MP3 play URLs from gequbao.net. Supports both simple keyword search and enriched result lookup. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | jungho-dev-fs-mcpmcp · search | Provides batch file operations, search, and essential git workflows via stdio MCP. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | ragionex-memory-mcpmcp · search | Dynamic semantic memory for AI assistants that persists across sessions and clients, enabling natural language recall and project-scoped isolation. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | growth-mcpmcp · search | Open-source MCP server that audits websites for AI search readiness, providing deterministic scoring (0-100) and prioritized fix lists for metrics… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | web-explorermcp · search | MCP server providing free, IP-direct tools for web search, crawling, anti-detect browsing, and structured data from Wikipedia, Wikidata, GitHub, and… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | curatormcp · search | Enables natural language search and exploration of over 1.15 million museum records from Museums Victoria, including specimens, items, articles, and… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | io-github-sseshachala-agent-boostermcp · search | Reduces token costs for AI coding agents by indexing code symbols and returning only relevant functions/classes for a given task. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | some-vault-some-mcpmcp · search | MCP server that gives AI models read/write access to Obsidian vaults with semantic search, link graph analysis, canvas manipulation, and incremental… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | brainstemmcp · search | Local-first knowledge backend for AI agents that connects MCP hosts to an Obsidian-compatible vault with indexed retrieval, token-budgeted memory… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | codebase-wikimcp · search | Enables AI agents to index, search, and retrieve architectural documentation and store self-learning notes from codebases. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | llamaindex-documentation-mcp-servermcp · search | Enables searching and fetching LlamaIndex documentation for integration with VS Code Copilot and other MCP clients. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | civic-awareness-mcpmcp · search | Provides tools to search and retrieve US federal and state legislative data, including bills, votes, campaign contributions, and legislator… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | mcpediamcp · search | Local codebase RAG and MCP server that indexes repository source code and documentation into a searchable LanceDB store, enabling AI assistants to… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | telegram-public-mcp-cloudflaremcp · search | Reads public Telegram channel pages and exposes them as MCP tools over Streamable HTTP/JSON-RPC, enabling retrieval of channel info, latest posts, and… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | atlasforge-webproxymcp · search | Enables AI agents to search the web, fetch pages, and download images through a self-hosted proxy with Brave search, caching, and SSRF protection. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | download-books-mcpmcp · search | Enables agents to search and download books from LibGen and Z-Library via MCP tools, abstracting provider details behind neutral labels. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | saga-2mcp · search | Enables AI agents to perform fused hybrid search and reorganize documents, folders, and metadata in the SAGA document archive via MCP tools. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | lithuanian-law-mcpmcp · search | Provides search, retrieval, and validation of Lithuanian statutes and provisions, including EU law cross-references, enabling legal research and… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | askcyborg-mcpmcp · search | Search and retrieve AI company research, analyst-debate audio briefings, and proprietary Cyborg Score (1-10) from AskCyborg directly through MCP… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | sonic-pi-mcpmcp · search | Enables control of a local Sonic Pi runtime to run code, stop jobs, read events, and search docs/samples/synthdefs via OSC messages. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | tooldirectory-mcpmcp · search | Search the AI Tool Directory catalog of 2,000+ AI tools — compare tools, find curated alternatives, and check whether a tool is still active, defunct… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | pasal-idmcp · search | Enables AI assistants to search, retrieve, and verify Indonesian laws (UU, PP, Perpres, etc.) and Constitutional Court decisions from authoritative… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | eric-mcp-servermcp · search | An MCP server for searching the ERIC education research database, enabling keyword search, record retrieval, thesaurus lookup, author search, and… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | repo-interrogatormcp · search | A local-first MCP server that enables AI tools to safely inspect and search code repositories, providing indexing, deterministic BM25 search, code… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | sanbanmcp · search | Enables AI agents to manage kanban boards with tasks, including creating boards, items, moving between columns, and searching. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | bluex-mcpmcp · search | MCP server for live X/Twitter and web search, driven by your locally logged-in Grok CLI and leveraging your X Premium or SuperGrok subscription quota. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | consulting-mcp-servermcp · search | Exposes RAG and document intelligence pipelines as 8 composable tools for MCP-compatible clients, enabling querying, indexing, classifying… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | japan-transit-mcpmcp · search | Enables route planning and transit information retrieval for Japan using the public Transit API. Supports searching stations, planning routes, and… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | leekwars-mcp-encyclopediamcp · search | A standalone MCP server for read-only encyclopedia search and retrieval of Leekwars game knowledge, providing domain-aware tools to search and… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | hannasdev-writingmcp · searchalso listed as mcp-writing | Structured manuscript management for fiction writers with scene indexing, prose editing with staged diffs, continuity analysis, and git-based… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | godot-docs-mcp-2mcp · search | Query Godot Engine documentation with full-text search across classes, methods, properties, and inheritance. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | claude-contextmcp · search | Enables Claude to index and retrieve context from codebases using self-hosted Milvus for semantic search, with hardened reliability and security for… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | juno-mcpmcp · search | Enables LLMs to interact with MGMU Juno ERP, providing tools to fetch student profile, attendance, fees, schedule, results, and search students. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | cite-rag-mcpmcp · search | A local MCP server for evidence-safe academic citation workflows, including verified-reference retrieval, Zotero duplicate detection and import, and… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | docpack-mcp-servermcp · search | Enables querying and exploring a bundled knowledge base through tools for manifest, table of contents, node retrieval, and full-text search. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | shantycrawl-mcpmcp · search | A lean MCP server for Firecrawl with lazy-loading tool architecture, reducing context consumption by exposing only 5 base tools by default and… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | obsidian-local-mcpmcp · search | Enables Claude to create, read, update, and search notes in a local Obsidian vault, with automatic YAML frontmatter and folder management. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | longbook-verifiermcp · search | An MCP server that evaluates whether retrieval methods and AI outputs are grounded in long narrative manuscripts by retrieving evidence and scoring… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | sentimatixmcp · search | Real-time Indian stock market sentiment analysis delivering NSE/BSE news NLP scores, technical indicators, and RAG-based news search for AI agents. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | voz-knowledge-mcpmcp · search | Crawl and archive VOZ threads, with search and summarization capabilities for AI agents. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | gilbert-mcpmcp · searchalso listed as hugof1234-gilbert | Read-only access to your Gilbert meetings, transcripts and summaries over MCP — list, search, and fetch transcripts and summaries. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | justetf-mcpmcp · search | Provides read-only access to justETF data including ETF search, profiles, charts, comparisons, and live quotes via MCP tools. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | newsagent-data-mcp-servermcp · search | Enables querying scored and classified Russian and English news via MCP clients, offering filtered feeds, keyword search, breaking news, and coverage… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | web-search-climcp · search | Enables web search using Bing and DuckDuckGo combined, and fetching readable content from web pages, with no API key required. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | tavily-firecrawl-mcpmcp · search | A Model Context Protocol server for web scraping and searching, with automatic fallback from Tavily to Firecrawl for fetching web content. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | arxiv-scoutmcp · search | Search and retrieve academic papers directly from arXiv with advanced query capabilities. Extract full text from PDFs to generate summaries… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | zoho-mail-mcpmcp · search | Enables AI assistants to read, search, send, and reply to Zoho Mail via IMAP/SMTP using an application-specific password. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | sip-news-mcpmcp · search | Enables AI assistants to search and read official news from the Luxembourg government press service (SIP) with tools for keyword search, semantic… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | apple-reminders-mcpmcp · search | Enables Claude to read and search Apple Reminders tasks on macOS, including lists, incomplete/completed items, and keyword search, all locally without… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | sakenowa-mcpmcp · search | Enables LLMs to search, profile, and compare Japanese sake using a flavor-space engine, including similarity recommendations and side-by-side… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | groundroutemcp · search | Web search for AI agents across 6 engines (Serper, Brave, Exa, Tavily, Firecrawl, Perplexity) through one search tool. Routes each query to the… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | multimodal-rag-mcp-servermcp · search | Connects Claude to a personal knowledge base with hybrid search over code, documents, and images. Allows the AI assistant to retrieve and answer from… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | pdd-shopping-mcpmcp · search | Enables searching, normalizing, and signal-analyzing products on Pinduoduo, with built-in fraud signals to help Claude reason about product… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | dep-scoutmcp · search | Dep-scout prevents AI coding agents from reinventing the wheel by searching package registries for mature, safe packages and scoring them on reuse… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | file-search-mcpmcp · search | Search local file contents recursively with keyword matching | 1 star | No one-command install · Source | |
| 2101 | 22.557 | mcp-vl-msa-rsmcp · search | A searchable long-term memory server for AI agents using BM25 indexing over document chunks, enabling durable recall across sessions without cloud… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | spreshapp-mcpmcp · search | Connects Claude to SpreshApp's Facebook ad intelligence platform, enabling competitor research, ad angle analysis, brand ad tracking, and library… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | engram-2mcp · search | Provides persistent, local-first AI memory across sessions via MCP tools for storing, searching, and retrieving context from past interactions. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | simply-feed-mcpmcp · search | An MCP server for managing and querying RSS/news feeds, enabling real-time fetching, searching, and retrieval of feed items. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | pawndex-mcp-servermcp · search | MCP server for the Pawn package index, enabling AI assistants to search and inspect Pawn packages, retrieve repository details, and view ecosystem… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | mcp-roo-memorymcp · search | Persistent, graph-based memory for Roo Code via the Model Context Protocol, enabling structured knowledge management with semantic search and context… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | sostenutomcp · search | Provides a selective persistent memory layer for AI companions, enabling structured recall, reinforcement, and time-decayed retrieval through an MCP… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | unblockingapi-mcpmcp · search | Enables AI agents to fetch bot-protected web pages, run structured Google searches, and check domain authority through UnblockingAPI's anti-detection… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | symapsemcp · search | Provides code analysis tools for AI coding agents to understand project architecture, search for symbols, and plan changes with token reduction. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | danggn-mcpmcp · search | Enables searching Daangn listings, viewing details, and summarizing market prices via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | pdf-content-search-mcpmcp · search | MCP bridge for PDF Content Search — full-text PDF search with Apple Vision OCR across thousands of documents in under a second from Claude, Cursor, or… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | zimagentmcp · search | Enables offline CRUD and semantic search on Wikipedia ZIM archives via MCP tools for reading, writing, editing, deleting, and searching articles. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | flashlightmcp · search | Enables whole-codebase code search using natural language queries by leveraging DeepSeek's 1M context window. Automatically shards large projects and… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | influship-mcpmcp · search | Enables AI-native creator discovery for influencer marketing, including creator search, lookalikes, profile lookup, and Instagram post transcript… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | search-docsmcp · search | Enables AI agents to search local Markdown documents using natural language, with automatic indexing and section-level retrieval. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | semhoodmcp · search | AST-aware semantic code search engine for AI agents, enabling code retrieval by intent with call-graph context and optional LLM enrichment. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | wealthsimple-help-center-mcpmcp · search | Enables AI agents to search, browse, and retrieve articles from the Wealthsimple Help Center via 7 typed tools (search, taxonomy, article retrieval)… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | tbird-mcpmcp · search | Reads and searches Thunderbird mail from local mbox files and sends mail via SMTP using auto-discovered identities, filing copies in Thunderbird's… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | eyupcanakman-gsc-rsmcp · search | Fast single-binary Google Search Console integration with 21 tools for analytics, inspection, sitemaps, and indexing. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | recruiter-roles-job-board-and-salary-reportsmcp · search | Search Recruiter Roles: live recruiter jobs, companies, sectors, locations, and market stats. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | bartonguestier1725-collab-scout-mcpmcp · search | Multi-source search across code registries (GitHub, npm, PyPI), academic indexes (arXiv, Semantic Scholar), social platforms (HN, Reddit, X), and… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | index9mcp · search | Up-to-date model data for AI coding assistants | 1 star | No one-command install · Source | |
| 2101 | 22.557 | agent-architects-mcpmcp · search | Enables searching and retrieving lessons, posts, comments, and member profiles from the Agent Architects community knowledge base for use with AI… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | magnifica-humanitas-mcpmcp · search | Enables exploration of Pope Leo XIV's encyclical on AI and human dignity, providing tools to fetch chapters, sections, paragraphs, and search the full… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | globalfishingwatch-gfw-mcp-jsmcp · search | Access Global Fishing Watch data from any MCP-compatible AI assistant or terminal: search vessels, retrieve fishing activity and port events, look up… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | legalsearchmcp · search | Grounds external agents in public Indian judgments and statutes through MCP, enabling legal search and bounded document packets without requiring the… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | mcp-arr-suitemcp · search | Enables interaction with the *arr media management suite (Sonarr, Radarr, Lidarr, Prowlarr, SABnzbd) and TRaSH Guides through MCP tools, allowing… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | postaldatapi-postaldatapi-mcpmcp · search | Global postal code lookups, validation, and city search for 240+ countries with timezone, admin region, and elevation metadata. Sub-10ms responses at… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | mister-franklin-gdpr-decisionsmcp · search | Semantic search across EU GDPR enforcement decisions, DPA rulings, and EDPB guidelines. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | rlm-mcpmcp · search | Implements the Recursive Language Model pattern, enabling LLMs to process arbitrarily long contexts through session-based document management… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | docs-navigator-mcp-suse-editionmcp · search | An AI-powered documentation navigator that enables intelligent search, summarization, and exploration of SUSE, Rancher, and related open-source… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | code-rag-mcpmcp · search | Enables semantic search over codebases using natural language queries, returning relevant code snippets with source locations. Integrates with Claude… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | lumetra-engram-memorymcp · search | Provides persistent memory capabilities through explainable retrieval mechanisms that transparently surface stored information with clear reasoning… | 1 star | No one-command install · Source | |
| 2101 | 22.557 | reka-visionmcp · search | Upload, index, search, and analyze videos via the Reka Vision API. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | archivarix-tube-searchmcp · search | YouTube archive search MCP providing access to 1.5B+ indexed videos including deleted content and transcripts. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | claude-remind-mcpmcp · searchalso listed as emretheus-claude-remind | Searches your local Claude Code conversation history to recall and resume past solutions. | 1 star | No one-command install · Source | |
| 2101 | 22.557 | spacemandomains-top-gun-geo-lensmcp · searchalso listed as top-gun-geo-lens | Audits brand visibility across AI-powered search engines and LLM-indexed sources for Generative Engine Optimization. | 1 star | 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.