Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1601 | 32.223 | leveretmcp · search | Self-hosted MCP engine for private code reviews, providing deterministic static analysis and AST-level search over diffs, with findings passed to a… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | mdcxmcp · search | Converts document collections to verified Markdown, packages them into encrypted .mdcx files, and exposes search, info, and document retrieval tools… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | rokadoc-mcp-servermcp · search | Provides a Model Context Protocol interface to NTT Docomo's rokadoc RAG service, enabling document conversion and semantic search from MCP-compatible… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | gitee-mcpmcp · search | Bridges Gitee, China's largest code hosting platform, to MCP for exploring trending repos, searching users/repos, and translating Chinese content with… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | haypilemcp · search | Hybrid search over your local documents, with file and page citations. One binary, fully local. | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | ozanmutlu-gitlab-docsmcp · search | Search GitLab's official documentation | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | rag-vaultmcp · searchalso listed as robthepcguy-rag-vault | RAG Vault lets your AI coding assistant search your private documents locally. Everything runs on your machine and your data stays private. | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | markit-mcpmcp · search | Enables AI to search, read, save, and manage reminders in your personal MarkIt library. | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | hawkeyeaibridgemcp · search | MCP server for fast local code & content search powered by Hawkeye. Enables AI assistants to search indexed codebases & assets with natural language… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | knowflowmcp · search | Connects documentation, GA4 search analytics, Jenkins CI pipeline, and RAGAS-style evaluation to Claude for content gap analysis and documentation… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | google-ads-intent-mcpmcp · search | Dry-run-first Google Ads search-term intent analyzer and negative-keyword MCP for agents. | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | igvf-portal-mcpmcp · search | Enables AI agents to search, filter, download files, and generate reports from the IGVF Data Portal using natural language commands. | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | docs-mcp-servermcp · search | A multi-tenant MCP server that indexes documentation from websites, git repositories, and local folders, and exposes them to AI clients via search and… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | biolitmcp · search | Enables LLM-assisted biomedical literature screening and structured extraction from PubMed alerts, PMIDs, DOIs, and GEO accessions, with full-text… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | better-confluence-mcpmcp · search | Syncs Confluence spaces to local files for efficient editing by coding agents, with tools for reading, writing, searching, and managing Confluence… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | creator-seo-mcpmcp · search | Connects Google Search Console to your page content and ranks SEO opportunities by estimated revenue, helping content creators prioritize fixes that… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | github-code-rag-mcpmcp · search | MCP server for GitHub code retrieval and reuse, using SQLite+FTS5 indexing and search history to enable search-first, requirements-refined code search… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | cyanheads-wikipediamcp · search | Search Wikipedia, read summaries and full text, target sections, find nearby pages, list languages. | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | piazza-mcpmcp · search | Enables read-only searching and reading of configured Piazza course discussions, including listing courses, browsing recent post summaries, and… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | mcp-proxy-gatewaymcp · searchalso listed as steveweltman-4q-tokenz | A context-aware MCP proxy that reduces token usage by exposing only 3 tools (mcp_search, mcp_call, mcp_schema) to LLMs, with on-demand tool loading… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | whimsicality-mcpmcp · search | Provides persistent memory for AI agents, including context storage, facts, plans, RAG search, code snippets, and conversation compaction, enabling… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | jstage-mcpmcp · search | Exposes J-STAGE WebAPI as four tools for searching articles, issues, journals, and resolving DOIs, returning bilingual JSON with attribution. | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | mywebsearch-mcpmcp · search | Enables AI agents to perform unified web research through a single MCP server, including search, page fetching, recursive crawling, document parsing… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | data-aggregator-mcpmcp · search | Searches and fetches research datasets across Zenodo, DataCite (Dryad/Figshare/Dataverse/OSF), NCBI omics archives (GEO/SRA/BioProject), and the… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | agentladle-mcp-cninfomcp · search | Enables AI assistants to discover, download, parse, and search China A-share announcements from CNINFO (巨潮资讯网) through six structured tools. | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | mcp-dartmcp · search | Provides tools for discovering, downloading, parsing, and searching Korean DART financial reports, enabling AI assistants to access Open DART data… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | local-research-library-mcpmcp · search | Enables AI agents to browse, search, and retrieve papers from a local research library with read-only access, supporting multiple formats and… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | magnificent-job-searchmcp · search | AI Job search over 3.5M+ live US jobs | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | universal-document-vector-search-servicemcp · search | This MCP server provides semantic document search and retrieval, enabling AI assistants to search documents, search categories, and retrieve category… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | dsh-plugin-coalignemcp · search | Connects DeepSeek Harness agents to CoAligne's cloud project context. Provides MCP tools for searching synced files, managing comments, and creating… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | academic-research-pluginmcp · search | A stdio MCP server for traceable scholarly retrieval and evidence-grounded literature review, with deterministic provider fusion, conservative ID… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | hindsightmcp · search | Env-conditioned stack-trace retrieval for agent debugging over MCP, enabling search for known fixes, contribution of new solutions, and… | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | geiserx-lynxpromptmcp · search | Browse, search, and manage AI configuration blueprints via the LynxPrompt platform. | 2 stars | No one-command install · Source | |
| 1601 | 32.223 | hebbianmcp · search | Connects AI agents to Hebbian knowledge workspaces with 8 tools for semantic search, synthesis Q&A, graph traversal, and vault capture. | 2 stars | No one-command install · Source | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 32.223 | stayker-1staymcp · search | Search and book hotels across 100k+ properties with real reservation capabilities. | 2 stars | No one-command install · Source | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 32.223 | stayce-shortcutmcp · search | Shortcut project management. Create, update, search stories and manage workflows. | 2 stars | No one-command install · Source | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 | |
| 1601 | 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 |
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.