Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | 32.223 | opensearch-docs-searchmcp · search | Searches OpenSearch documentation, blogs, and community forums. | 2 stars | No one-command install · Source | |
| 602 | 32.223 | tm42-mnemographmcp · search | Event-sourced knowledge graph memory with semantic search, tiered context retrieval, and git-based versioning. | 2 stars | No one-command install · Source | |
| 603 | 32.223 | hytalemodding-dev-mcp-servermcp · search | Provides AI tools with access to HytaleModding.dev documentation through search and page retrieval, enabling modding assistance in natural language. | 2 stars | No one-command install · Source | |
| 604 | 32.223 | erc-8004-mcp-servermcp · search | Enables querying ERC-8004 AI agent identities from on-chain and IPFS metadata. Supports search, listing, details, feedback, stats, and full metadata… | 2 stars | No one-command install · Source | |
| 605 | 32.223 | pankaj28843-confluencemcp · search | Provides intelligent Confluence search with fuzzy multi-word query splitting, content hydration to markdown, and configurable caching. | 2 stars | No one-command install · Source | |
| 606 | 32.223 | sallvainian-ngssmcp · search | Provides access to Next Generation Science Standards for middle school education with 3D framework filtering, full-text search, and configurable… | 2 stars | No one-command install · Source | |
| 607 | 32.223 | law-ontology-mcpmcp · search | Enables searching and querying Korean law ontology via SPARQL, with tools for law search, detail, agency, region, statistics, and network… | 2 stars | No one-command install · Source | |
| 608 | 32.223 | sovantmcp · search | Persistent project memory through governed memory layer with git integration and semantic search. | 2 stars | No one-command install · Source | |
| 609 | 32.223 | gh-shanyang-me-xiaohongshumcp · search | Publish, search, and manage content on the Xiaohongshu (Little Red Book) platform. | 2 stars | No one-command install · Source | |
| 610 | 32.223 | pjw2004-korean-job-searchmcp · search | Search Korean job postings from JobKorea and Saramin by company name with single and bulk search capabilities. | 2 stars | No one-command install · Source | |
| 611 | 32.223 | music-assistant-mcpmcp · search | Enables AI assistants to control Music Assistant for music search, library browsing, playback, queue management, and playlist curation. | 2 stars | No one-command install · Source | |
| 612 | 32.223 | paperstackmcp · search | Enables arXiv paper search, PDF download, text extraction, and context chunking for LLM pipelines, along with advanced features like citation graphs… | 2 stars | No one-command install · Source | |
| 613 | 32.223 | powersearch-mcpmcp · search | Helps AI agents search the public web and fetch content with anti-bot measures, returning clean markdown outputs suitable for citation. | 2 stars | No one-command install · Source | |
| 614 | 32.223 | vuluu2k-knowledge-basemcp · search | GitHub-backed persistent memory system for managing tasks, notes, goals, and a searchable knowledge base. | 2 stars | No one-command install · Source | |
| 615 | 32.223 | bjenkinsgit-psyxemcp · search | Apple Notes, Reminders, and Contacts for AI assistants with BERT semantic search on macOS. | 2 stars | No one-command install · Source | |
| 616 | 32.223 | clayop-korean-university-regulationsmcp · search | Search and retrieve regulations from 14 Korean universities that share a common regulation management system. | 2 stars | No one-command install · Source | |
| 617 | 32.223 | stefdcl-clishopmcp · search | Terminal-based marketplace for searching, comparing, and purchasing products across multiple stores. | 2 stars | No one-command install · Source | |
| 618 | 32.223 | clishopmcp · search | Enables AI agents and humans to search products across multiple stores, compare prices, and place real orders directly from the terminal using 46 MCP… | 2 stars | No one-command install · Source | |
| 619 | 32.223 | zoekt-radiovisualmcp · search | Exposes Sourcegraph's Zoekt code search engine to AI agents, enabling fast indexed regex and symbol-aware search across multiple repositories. | 2 stars | No one-command install · Source | |
| 620 | 32.223 | zoekt-mcpmcp · search | Exposes Sourcegraph Zoekt code search to MCP-capable AI agents, enabling fast, indexed regex/symbol-aware code search over repositories. | 2 stars | No one-command install · Source | |
| 621 | 32.223 | ndjordjevic-pinragmcp · search | RAG system for indexing and querying PDFs, code repositories, YouTube transcripts, Discord logs, and plain text. | 2 stars | No one-command install · Source | |
| 622 | 32.223 | io-github-lacausecrypto-poetrydbmcp · search | Enables exploring and retrieving classic poems from PoetryDB via 12 MCP tools for catalog, search, and discovery, including by author, title, lines… | 2 stars | No one-command install · Source | |
| 623 | 32.223 | gapbasemcp · search | Search 474 validated startup gaps by industry, role, or keyword. | 2 stars | No one-command install · Source | |
| 624 | 32.223 | coah80-youtube-video-analyzermcp · search | Analyzes YouTube videos by combining visual frame extraction with transcripts, offering six tools for scene overviews, frame retrieval, and… | 2 stars | No one-command install · Source | |
| 625 | 32.223 | vhspace-agentbasemcp · search | Shared knowledge base where AI agents store and retrieve persistent learnings, findings, and profiles across sessions using semantic search. | 2 stars | No one-command install · Source | |
| 626 | 32.223 | agentbasemcp · search | Enables AI agents to persistently store and semantically search shared knowledge via MCP tools. | 2 stars | No one-command install · Source | |
| 627 | 32.223 | alicemcp · search | Search, retrieve, and analyze voice recordings and transcripts from the Alice platform. | 2 stars | No one-command install · Source | |
| 628 | 32.223 | session-think-mcpmcp · search | A session-based thinking workspace for Claude that preserves and structures reasoning text. Supports structured session names, search, and persistent… | 2 stars | No one-command install · Source | |
| 629 | 32.223 | mrnaqa-sourceweave-web-searchmcp · search | Web search and page reading with SearXNG, Crawl4AI, and Redis caching for source-first discovery. | 2 stars | No one-command install · Source | |
| 630 | 32.223 | io-github-mrnaqa-sourceweave-web-searchmcp · search | Enables MCP clients to conduct search-first web research through source discovery, page retrieval by ID, and direct URL reading. | 2 stars | No one-command install · Source | |
| 631 | 32.223 | guilleheizen-the-truthmcp · search | Self-organizing markdown knowledge vault with Google Gemini auto-categorization and six tools for search, read, and save operations. | 2 stars | No one-command install · Source | |
| 632 | 32.223 | jisho-mcpmcp · search | Enables Japanese word lookup and search using the Jisho.org dictionary, providing tools to search entries and retrieve exact word definitions with… | 2 stars | No one-command install · Source | |
| 633 | 32.223 | anna-book-searchmcp · search | Self-hosted MCP server for searching and discovering books using Anna's Archive and Goodreads datasets, enabling full-text search, ISBN/md5 lookup… | 2 stars | No one-command install · Source | |
| 634 | 32.223 | masx200-webdavmcp · search | Connects to WebDAV-enabled storage systems with authenticated access and bcrypt encryption, providing file and directory operations, glob pattern… | 2 stars | No one-command install · Source | |
| 635 | 32.223 | madosh-itsm-integrationmcp · search | Integrates with multiple IT Service Management systems (ServiceNow, Jira, Zendesk, Ivanti Neurons, and Cherwell) to enable ticket creation, retrieval… | 2 stars | No one-command install · Source | |
| 636 | 32.223 | developer-ishan-pexelsmcp · search | Search Pexels stock photos, videos, and curated collections from AI agents. | 2 stars | No one-command install · Source | |
| 637 | 32.223 | fromsko-obsidian-rustmcp · search | Rust-based Obsidian vault manager with file tree indexing, smart search by tags and keywords, and automatic frontmatter generation for note… | 2 stars | No one-command install · Source | |
| 638 | 32.223 | docsharkmcp · search | DocShark is an MCP server that scrapes and indexes documentation websites, enabling AI assistants to perform full-text searches on a local knowledge… | 2 stars | No one-command install · Source | |
| 639 | 32.223 | mikhailrojo-zendeskmcp · search | Provides read-only access to Zendesk Support tickets and Chat transcripts with search, retrieval, and view tools. | 2 stars | No one-command install · Source | |
| 640 | 32.223 | ai-patent-searchmcp · search | MCP server for the AI Patent Search Generator — 11 tools for patent intelligence: dossier (claims, citations, family, classifications, examiner… | 2 stars | No one-command install · Source | |
| 641 | 32.223 | retrieval-lensmcp · search | A black-box flight recorder for RAG retrieval inside MCP agents. Logs what chunks the model saw, scores, sources, and rankings - so you can audit… | 2 stars | No one-command install · Source | |
| 642 | 32.223 | mcp-offline-wikipediamcp · search | Provides offline search and retrieval of Wikipedia articles using Kiwix .zim files, enabling LLMs to access full Wikipedia content without internet. | 2 stars | No one-command install · Source | |
| 643 | 32.223 | autariomcp · search | Query 2,500+ verified public datasets (World Bank, IMF, Eurostat, OECD, WHO) from your AI agent. Search, analyze, and visualize data, and publish… | 2 stars | No one-command install · Source | |
| 644 | 32.223 | crawl-mcpmcp · search | MCP server for web crawling, searching, and AI-powered content extraction, supporting single-page, batch, and full-site crawling along with text… | 2 stars | No one-command install · Source | |
| 645 | 32.223 | pick-an-agencymcp · search | Search 47,000+ marketing agencies and get AI-matched with fitted agencies, from Pick an Agency. | 2 stars | No one-command install · Source | |
| 646 | 32.223 | yard-documentationmcp · search | Exposes Ruby gem and YARD documentation through 11 specialized tools for exploring classes, methods, and inheritance hierarchies with fuzzy search… | 2 stars | No one-command install · Source | |
| 647 | 32.223 | shd-musicmcp · search | Enables searching and ripping high-quality audio from Deezer using an ARL cookie, with automatic decryption, tagging, and local library publication. | 2 stars | No one-command install · Source | |
| 648 | 32.223 | worldquant-mcpmcp · search | Automates WorldQuant BRAIN alpha research workflows, including simulation, reference search, and alpha submission through MCP tools. | 2 stars | No one-command install · Source | |
| 649 | 32.223 | ragxmcp · search | RAGX MCP Server enables retrieval-augmented generation with document ingestion, hybrid search, and agentic answering using Claude, exposing tools for… | 2 stars | No one-command install · Source | |
| 650 | 32.223 | solocrawlmcp · search | Enables web search, scraping, and live package version lookup for local LLMs, with no API keys required. | 2 stars | No one-command install · Source | |
| 651 | 32.223 | galaxus-mcpmcp · search | Enables AI assistants to search products and retrieve detailed information from Galaxus and Digitec, including prices, specifications, and price… | 2 stars | No one-command install · Source | |
| 652 | 32.223 | wecom-msg-audit-mcpmcp · search | Enables AI agents to securely access and search enterprise WeChat (WeCom) chat records with full decryption and auditing, supporting message… | 2 stars | No one-command install · Source | |
| 653 | 32.223 | dugganusa-mcpmcp · search | Enables AI assistants to query the DugganUSA threat-intel corpus (1.5M+ IOCs) via three read-only tools: search, enrich-ioc, and stix-feed-summary. | 2 stars | No one-command install · Source | |
| 654 | 32.223 | clean-search-mcpmcp · search | A lightweight MCP service that provides clean, spam-free search results for AI agents, filtering out low-quality content. | 2 stars | No one-command install · Source | |
| 655 | 32.223 | spanish-law-mcpmcp · search | Enables querying Spanish legislation (BOE) and EU law integration through MCP, providing full-text search, citation validation, and cross-referencing… | 2 stars | No one-command install · Source | |
| 656 | 32.223 | vrchat-udon-mcpmcp · search | MCP server that provides UdonSharp development tools for VRChat by indexing and searching the agent-skills-vrc-udon repository, enabling AI agents to… | 2 stars | No one-command install · Source | |
| 657 | 32.223 | sensmcp · search | Provides MCP tools for Claude Code to query a project's codebase via a compact index, reducing token usage and context bloat by enabling symbol… | 2 stars | No one-command install · Source | |
| 658 | 32.223 | inti-brainmcp · search | Connects AI assistants to Intigriti by syncing programs, scopes, and rules of engagement, then provides tools to search and generate actionable attack… | 2 stars | No one-command install · Source | |
| 659 | 32.223 | silicon-army-mcpmcp · search | AI agent toolset for cross-border e-commerce and foreign trade, enabling customer discovery, communication, data analysis, and supplier search via MCP… | 2 stars | No one-command install · Source | |
| 660 | 32.223 | vibeseomcp · search | SEO research, audits, backlinks, Google Search Console integration, and content workflow tools for AI agents. | 2 stars | No one-command install · Source | |
| 661 | 32.223 | houki-nta-mcp-servermcp · search | Enables retrieval and full-text search of Japanese National Tax Agency documents, including circulars, administrative guidelines, tax answers, and… | 2 stars | No one-command install · Source | |
| 662 | 32.223 | skillsearchmcp · search | Indexes every skill across all installed plugins and enables the agent to find them instantly via BM25 search through an MCP tool. | 2 stars | No one-command install · Source | |
| 663 | 32.223 | pubmed-evidencemcp · search | Enables PubMed literature search, metadata retrieval, BibTeX export, and evidence table generation for biomedical research agents. | 2 stars | No one-command install · Source | |
| 664 | 32.223 | klaket-mcpmcp · search | Let AI agents watch videos: local transcripts, speaker labels, scenes, chapters and exact-moment search from any video URL or file. Fully local, no… | 2 stars | No one-command install · Source | |
| 665 | 32.223 | mcp-zipmcp · search | Compresses context for AI agents by storing memories in compact markdown files with FTS5 search, enabling fast retrieval of relevant information while… | 2 stars | No one-command install · Source | |
| 666 | 32.223 | bookorbit-mcpmcp · search | An MCP server that allows LLMs to read and search the text of ebooks from Book Orbit, using a navigation-first approach with chapter listing and… | 2 stars | No one-command install · Source | |
| 667 | 32.223 | runbook-docsmcp · search | Integrates with Runbook documentation systems to provide direct access to articles, books, and search functionality within Claude conversations… | 2 stars | No one-command install · Source | |
| 668 | 32.223 | lightweightchartsmcpmcp · search | Provides 6 MCP tools for semantic search, JS/TS code validation, and template generation based on TradingView Lightweight Charts documentation. | 2 stars | No one-command install · Source | |
| 669 | 32.223 | hermes-marketplace-toolsmcp · search | Provides MCP tools for searching and comparing products on Wildberries (and Ozon planned), including product search, detailed card retrieval, and… | 2 stars | No one-command install · Source | |
| 670 | 32.223 | codegraph-summarymcp · search | Enables AI assistants to search code summaries using Chinese business terms, with support for semantic search and PRD linkage. | 2 stars | No one-command install · Source | |
| 671 | 32.223 | slovak-law-mcp-servermcp · search | Enables querying and analyzing Slovak legislation via natural language, including full-text search, provision retrieval, and EU law integration. | 2 stars | No one-command install · Source | |
| 672 | 32.223 | semantic-code-mcpmcp · search | A self-hosted semantic code retrieval MCP server that enables natural language queries to find relevant code snippets using Tree-sitter AST parsing… | 2 stars | No one-command install · Source | |
| 673 | 32.223 | lowkeyparanoia-pine-script-docsmcp · search | Provides full-text BM25 search across TradingView Pine Script v5/v6 documentation covering 858 indexed function references and user manual pages. | 2 stars | No one-command install · Source | |
| 674 | 32.223 | agentindexmcp · search | Discovery platform for AI agents. Find any AI agent by capability — search 20,000+ indexed agents across GitHub, npm, MCP, and HuggingFace. | 2 stars | No one-command install · Source | |
| 675 | 32.223 | ignav-flights-mcp-servermcp · search | Provides live flight prices, booking links, and airport lookup via a hosted MCP server. Enables search for flights and direct booking URL retrieval. | 2 stars | No one-command install · Source | |
| 676 | 32.223 | pubmed-searchmcp · search | Enables searching PubMed using natural language questions by translating queries to PubMed syntax and returning semantically relevant results. It also… | 2 stars | No one-command install · Source | |
| 677 | 32.223 | stayce-shortcutmcp · search | Shortcut project management. Create, update, search stories and manage workflows. | 2 stars | No one-command install · Source | |
| 678 | 32.223 | modelatlasmcp · search | Enables LLMs to search open-source AI models by semantic meaning using directional coordinates and anchors, returning scored, ranked results in under… | 2 stars | No one-command install · Source | |
| 679 | 32.223 | hust-cnki-research-mcpmcp · search | Enables AI agents to search, read, and cite Chinese academic papers from CNKI using HUST single sign-on, with support for full-text retrieval, BibTeX… | 2 stars | No one-command install · Source | |
| 680 | 32.223 | aosp-mcpmcp · search | Enables searching and reading Android Open Source Project (AOSP) source code via cs.android.com, with support for regex search, file content… | 2 stars | No one-command install · Source | |
| 681 | 32.223 | patentmcpmcp · search | Patent data retrieval and file delivery engine that searches multiple patent databases via a unified API and delivers documents as verifiable… | 2 stars | No one-command install · Source | |
| 682 | 32.223 | codehelpermcp · search | Local-first code intelligence for AI coding assistants: MCP tools, symbol graph search, impact analysis, and auto-index watch for Cursor, Claude Code… | 2 stars | No one-command install · Source | |
| 683 | 32.223 | google-meridian-mcpmcp · search | Provides structured access to Google Meridian documentation and resources, enabling AI assistants to fetch docs, search topics, and list sources for… | 2 stars | No one-command install · Source | |
| 684 | 32.223 | agent-kbmcp · search | A local-first knowledge base for LLM coding agents that indexes repository documentation, concept ontology, and build targets into Qdrant and exposes… | 2 stars | No one-command install · Source | |
| 685 | 32.223 | laserfiche-mcpmcp · search | Enables AI assistants to search, read, and manage documents in a Laserfiche repository via the MCP protocol, with optional write operations and safety… | 2 stars | No one-command install · Source | |
| 686 | 32.223 | stayker-1staymcp · search | Search and book hotels across 100k+ properties with real reservation capabilities. | 2 stars | No one-command install · Source | |
| 687 | 32.223 | codebase-synapsemcp · search | An MCP server that indexes codebases into a local knowledge graph, providing 52 AI tools for semantic search, call-graph traversal, git archaeology… | 2 stars | No one-command install · Source | |
| 688 | 32.223 | remotessh-mcpmcp · search | Provides local command execution, remote SSH, interactive terminals, file read/write, and source search for AI CLI through stdio, with large output… | 2 stars | No one-command install · Source | |
| 689 | 32.223 | patrowlintelmcpmcp · search | Exposes PatrowlIntel vulnerability intelligence (CVEs, EPSS, CISA KEV, public exploits, trending attacks) via MCP tools like search_cves, get_cve, and… | 2 stars | No one-command install · Source | |
| 690 | 32.223 | whatmcpmcp · search | A local MCP server that provides a durable, searchable archive of your WhatsApp history using hybrid retrieval to navigate conversations. | 2 stars | No one-command install · Source | |
| 691 | 32.223 | catalog-attribute-normalizermcp · search | Normalizes messy product catalog attributes and maps products to taxonomies like Google and Shopify, with retrieval-grounded category classification. | 2 stars | No one-command install · Source | |
| 692 | 32.223 | the-neural-ledger-intelligencemcp · search | Read-only, source-linked news intelligence for AI agents: search The Neural Ledger's stories, retrieve story details with citations and revision… | 2 stars | No one-command install · Source | |
| 693 | 32.223 | netdisk-organizer-mcpmcp · search | Enables intelligent organization and retrieval of Baidu Netdisk files through semantic scanning, event clustering, and structured queries. Adds safety… | 2 stars | No one-command install · Source | |
| 694 | 32.223 | xcirclmcp · search | Enables querying US regulated-care providers (GLP-1 clinics) with tools for searching, retrieving details, and checking compliance, using natural… | 2 stars | No one-command install · Source | |
| 695 | 32.223 | engineering-matrix-explorermcp · search | Enables searching and browsing a curated matrix of 100+ engineering tools by name, tag, or use case, and retrieving ready-to-use boilerplate files for… | 2 stars | No one-command install · Source | |
| 696 | 32.223 | hoyolab-mcpmcp · search | Provides read-only access to HoYoLAB and HoYoWiki APIs, enabling search and retrieval of posts, wiki entries, and article content converted to… | 2 stars | No one-command install · Source | |
| 697 | 32.223 | odoo-osi-mcpmcp · search | Enables coding agents to search, inspect, and recommend open-source Odoo/OCA modules before writing custom code, with source-backed evidence and… | 2 stars | No one-command install · Source | |
| 698 | 32.223 | veale-academic-researchmcp · search | Searches and retrieves academic papers across Zotero, Semantic Scholar, OpenAlex, and institutional catalogs with full-text extraction and semantic… | 2 stars | No one-command install · Source | |
| 699 | 32.223 | vibemathmcp · search | Enables AI agents to explore an open, evidence-rich map of math problems, AI attempts, partial progress, solution claims, and replay-ready… | 2 stars | No one-command install · Source | |
| 700 | 32.223 | mcp-duckvaultmcp · search | Provides a RAG system for your Obsidian Vault using DuckDB and vector search, enabling semantic search and note retrieval through AI agents. | 2 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.