Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | 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 | |
| 702 | 32.223 | geiserx-lynxpromptmcp · search | Browse, search, and manage AI configuration blueprints via the LynxPrompt platform. | 2 stars | No one-command install · Source | |
| 703 | 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 | |
| 704 | 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 | |
| 705 | 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 | |
| 706 | 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 | |
| 707 | 32.223 | magnificent-job-searchmcp · search | AI Job search over 3.5M+ live US jobs | 2 stars | No one-command install · Source | |
| 708 | 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 | |
| 709 | 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 | |
| 710 | 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 | |
| 711 | 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 | |
| 712 | 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 | |
| 713 | 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 | |
| 714 | 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 | |
| 715 | 32.223 | steveweltman-4q-tokenzmcp · search | Intelligent MCP proxy that reduces token usage by exposing only mcp_search and mcp_call tools. | 2 stars | No one-command install · Source | |
| 716 | 32.223 | mcp-proxy-gatewaymcp · search | 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 | |
| 717 | 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 | |
| 718 | 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 | |
| 719 | 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 | |
| 720 | 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 | |
| 721 | 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 | |
| 722 | 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 | |
| 723 | 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 | |
| 724 | 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 | |
| 725 | 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 | |
| 726 | 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 | |
| 727 | 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 | |
| 728 | 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 | |
| 729 | 32.223 | robthepcguy-rag-vaultmcp · search | Local RAG server with hybrid search, PDF/DOCX support, and zero-config setup | 2 stars | No one-command install · Source | |
| 730 | 32.223 | rag-vaultmcp · search | 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 | |
| 731 | 32.223 | ozanmutlu-gitlab-docsmcp · search | Search GitLab's official documentation | 2 stars | No one-command install · Source | |
| 732 | 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 | |
| 733 | 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 | |
| 734 | 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 | |
| 735 | 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 | |
| 736 | 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 | |
| 737 | 32.223 | supertypeai-sectors-financial-datamcp · search | Provides structured access to financial sector data through tools for retrieving subsectors, industries, index data, and company information for… | 2 stars | No one-command install · Source | |
| 738 | 32.223 | agents-docsmcp · search | Ultra-fast local markdown documentation RAG for AI coding agents, enabling instant BM25 search over official framework docs and live AI model… | 2 stars | No one-command install · Source | |
| 739 | 32.223 | librocatmcp · search | Provides AI agents with persistent memory over MCP by indexing OKF Markdown notes in a Git repository and exposing tools for searching, reading… | 2 stars | No one-command install · Source | |
| 740 | 32.223 | vidthequemcp · search | Enables search across videos you've watched via transcripts, on-screen text, and frames, citing exact timestamps. Point it at videos, channels, or… | 2 stars | No one-command install · Source | |
| 741 | 32.223 | gedcom-mcpmcp · search | Enables AI assistants to load and query local GEDCOM genealogy files, supporting search, browsing, and family tree traversal. | 2 stars | No one-command install · Source | |
| 742 | 32.223 | tc39-mcpmcp · search | Provides structured JSON access to the ECMAScript specification (ECMA-262 and ECMA-402) for AI agents, allowing clause retrieval, cross-references… | 2 stars | No one-command install · Source | |
| 743 | 32.223 | govtoolspromcp · search | GovToolsPro MCP Server — an MCP server that gives Claude and other AI clients workflow tools for US federal contractors: go/no-go scoring, incumbent… | 2 stars | No one-command install · Source | |
| 744 | 32.223 | appendixmcp · search | Appendix turns any AI health conversation into a board-certified physician's opinion — with a real prescription when clinically appropriate. Search… | 2 stars | No one-command install · Source | |
| 745 | 33.015 | context7-3mcp · search | Access up-to-date documentation and code examples for any programming library or framework. Discover the most relevant packages for your projects… | 847 installs | No commit datelisted | No one-command install · Source |
| 746 | 34.013 | supericonsmcp · search | Supericons helps coding agents find the right SVG icon by meaning, not just by file name. Search 20,000+ free icons, filter by library, retrieve SVG… | 1,931 installs | No commit datelisted | No one-command install · Source |
| 747 | 35.443 | valyu-knowledge-retrievalmcp · search | Integrates with Valyu's knowledge retrieval and feedback APIs, enabling information search across proprietary and web sources and submission of user… | 2 forks | No one-command install · Source | |
| 748 | 35.443 | chase-bullock-jiramcp · search | Integrates with the Jira API, enabling JQL searches and issue detail retrieval for AI-assisted project management and issue tracking workflows. | 2 forks | No one-command install · Source | |
| 749 | 35.443 | antoncoding-brianknowsmcp · search | Integrates with the BrianKnows knowledge base API to enable searches and information retrieval from specialized domain-specific databases. | 2 forks | No one-command install · Source | |
| 750 | 35.443 | theolawrence86-perplexity-insightmcp · search | Integrates with Perplexity AI to enable real-time question answering and web search capabilities through customizable tools for direct questions and… | 2 forks | No one-command install · Source | |
| 751 | 35.443 | x-archive-rag-mcp-servermcp · search | Enables to search, draft, and profile from your X/Twitter archive locally via MCP tools. | 2 forks | No one-command install · Source | |
| 752 | 35.443 | bulgarian-law-mcpmcp · search | Enables querying, searching, and validating 1,997 Bulgarian statutes and 17,103 provisions, with EU law integration and daily freshness checks. | 2 forks | No one-command install · Source | |
| 753 | 35.443 | tolstoymcpmcp · search | Tolstoy MCP for AI-native ecommerce brands: Studio generates marketing videos and images, Library manages your media library, shoppable widgets, and… | 2 forks | No one-command install · Source | |
| 754 | 35.443 | remindersmcp · search | Enables fuzzy search, creation, and management of Apple Reminders via CLI or MCP tools. | 2 forks | No one-command install · Source | |
| 755 | 35.443 | jira-aio-mcp-servermcp · search | Enables to interact with Jira AIO Test Case Management System, allowing retrieval of test cases, projects, folders, and search functionality. | 2 forks | No one-command install · Source | |
| 756 | 35.443 | datawarehouse-dbd-mcpmcp · search | Enables searching and retrieving detailed information about Thai juristic persons, foreign entities, financial statements, directors, shareholders… | 2 forks | No one-command install · Source | |
| 757 | 35.443 | linkup-mcpmcp · search | Provides web search and local document RAG using Ollama, enabling privacy-preserving AI assistance in Cursor IDE. | 2 forks | No one-command install · Source | |
| 758 | 35.555 | mcp-seekermcp · search | Search hotels by city, state, country, or geolocation and explore detailed property info. Check live availability, compare rates and room types, and… | 881 installs | No commit datelisted | No one-command install · Source |
| 759 | 38.066 | da1y-elasticsearchmcp · search | Integrates with Elasticsearch to enable index management, document indexing, and powerful search capabilities across large datasets. | 2 stars · 1 fork | No one-command install · Source | |
| 760 | 38.066 | tokenizin-fetchmcp · search | Provides web content retrieval capabilities through specialized tools for fetching HTML, JSON, text, and Markdown formats, enabling web scraping and… | 2 stars · 1 fork | No one-command install · Source | |
| 761 | 38.066 | james2037-magic-the-gathering-gatherermcp · search | Integrates Magic: The Gathering data sources to provide unified access for card searches, rules lookup, and set information retrieval. | 2 stars · 1 fork | No one-command install · Source | |
| 762 | 38.066 | apridachin-kagi-searchmcp · search | Integrates Kagi search API to provide web search, news retrieval, and fast GPT-powered question answering for up-to-date information access and… | 2 stars · 1 fork | No one-command install · Source | |
| 763 | 38.066 | rafal-wilinski-apple-notesmcp · search | Integrates with Apple Notes to enable listing, searching, creating, and indexing notes using semantic and full-text search capabilities, leveraging… | 2 stars · 1 fork | No one-command install · Source | |
| 764 | 38.066 | yanceyleo-obsidian-icloudmcp · search | Connects Obsidian vaults stored in iCloud Drive to enable direct interaction with markdown notes and files through comprehensive search, reading… | 2 stars · 1 fork | No one-command install · Source | |
| 765 | 38.066 | seanmichaelmcgee-pytorch-docsmcp · search | Provides semantic search over PyTorch documentation with code-aware results, enabling developers to find relevant APIs, examples, and error messages… | 2 stars · 1 fork | No one-command install · Source | |
| 766 | 38.066 | arcknowledge-custom-ragmcp · search | Bridges AI systems to custom knowledge base APIs for retrieval-augmented generation across multiple text and image sources with configurable… | 2 stars · 1 fork | No one-command install · Source | |
| 767 | 38.066 | pokemonmcp · search | Integrates with the PokeAPI to provide Pokemon data retrieval and turn-based battle simulation using actual stats, movesets, and type effectiveness… | 2 stars · 1 fork | No one-command install · Source | |
| 768 | 38.066 | inovexcorp-mobimcp · search | Integrates with Mobi knowledge management platform to enable semantic data operations including ontology management, SHACL shapes validation, catalog… | 2 stars · 1 fork | No one-command install · Source | |
| 769 | 38.066 | silverjava-dscore-openapimcp · search | Integrates with DS Core Open API healthcare system to provide search and retrieval of patient records, DICOM studies, digital impressions, and… | 2 stars · 1 fork | No one-command install · Source | |
| 770 | 38.066 | kiro-total-recallmcp · search | Enables semantic search across all Kiro conversations (CLI and IDE), allowing the AI to recall past discussions, decisions, and user preferences. | 2 stars · 1 fork | No one-command install · Source | |
| 771 | 38.066 | tencent-lexiangmcp · search | Integrates with Tencent Lexiang for searching knowledge bases, managing entries, and editing documents. | 2 stars · 1 fork | No one-command install · Source | |
| 772 | 38.066 | menyoung-paperqa2mcp · search | Exposes PaperQA2 functionality for reading, searching, and synthesizing across a local PDF library of scientific papers. | 2 stars · 1 fork | No one-command install · Source | |
| 773 | 38.066 | morganp-macos-photosmcp · search | Provides access to macOS Photos.app libraries through Apple's PhotoKit framework for photo search, album management, asset export, and organization. | 2 stars · 1 fork | No one-command install · Source | |
| 774 | 38.066 | mh-fin-mcpmcp · search | Enables China A-share quantitative market data retrieval, including market overview, industry rotation, sector hotspots, limit-up analysis, and risk… | 2 stars · 1 fork | No one-command install · Source | |
| 775 | 38.066 | soundgrepmcp · search | Enables semantic search of local audio samples by describing sounds, MIDI generation, stem separation, and other music production tools from Claude… | 2 stars · 1 fork | No one-command install · Source | |
| 776 | 38.066 | swannman-arkimemcp · search | Search and analyze network packet captures using the Arkime full packet capture system. | 2 stars · 1 fork | No one-command install · Source | |
| 777 | 38.066 | rajpdus-shell-historymcp · search | Powerful shell command history exploration tool that allows searching, retrieving, and programmatically accessing past shell commands across different… | 2 stars · 1 fork | No one-command install · Source | |
| 778 | 38.066 | gh-gregario-onepiece-oraclemcp · search | One Piece TCG card search, deck analysis, and set browsing. | 2 stars · 1 fork | No one-command install · Source | |
| 779 | 38.066 | gh-synapbus-synapbusmcp · search | Agent-to-agent messaging hub with channels, DMs, and semantic search. | 2 stars · 1 fork | No one-command install · Source | |
| 780 | 38.066 | autonomad-travelmcp · search | AI travel agent for searching and booking flights, hotels, activities, and events worldwide. | 2 stars · 1 fork | No one-command install · Source | |
| 781 | 38.066 | willhaben-mcpmcp · search | Enables searching Austria's largest classifieds marketplace (willhaben.at) for real estate, cars, jobs, and second-hand items via natural-language… | 2 stars · 1 fork | No one-command install · Source | |
| 782 | 38.066 | qso-graph-space-weathermcp · search | Solar flux, Kp index, DSCOVR solar wind, X-ray flux, alerts, and HF band conditions. | 2 stars · 1 fork | No one-command install · Source | |
| 783 | 38.066 | semantic-image-search-mcpmcp · search | Enables natural language search of local photo archives using AI-powered semantic understanding, with integration into Claude Desktop via the Model… | 2 stars · 1 fork | No one-command install · Source | |
| 784 | 38.066 | apple-mcp-calnotmcp · search | Provides MCP tools to read, search, create, append, and delete iCloud Notes by leveraging the authenticated Notes web app's internal JavaScript API… | 2 stars · 1 fork | No one-command install · Source | |
| 785 | 38.066 | typewhisper-mcpmcp · search | Connects to the TypeWhisper macOS app to let coding agents transcribe local files, inspect model status, search history, and manage dictionary terms… | 2 stars · 1 fork | No one-command install · Source | |
| 786 | 38.066 | firecrawl-mcp-multiple-keysmcp · search | A Firecrawl MCP server with built-in support for multiple API key rotation, enabling web search, scraping, crawling, extraction, and more via MCP… | 2 stars · 1 fork | No one-command install · Source | |
| 787 | 38.066 | freakynit-snippetsmcp · search | Stores and searches code snippets using semantic similarity combined with keyword matching, providing automatic language detection, tag filtering, and… | 2 stars · 1 fork | No one-command install · Source | |
| 788 | 38.066 | alexlin1234-harvard-art-museumsmcp · search | Provides access to Harvard Art Museums' collection of over 224,000 artworks and artist records through five core tools for searching objects… | 2 stars · 1 fork | No one-command install · Source | |
| 789 | 38.066 | adology-aimcp · search | Perplexity for social: ask what competitors are running across social and get answers grounded in real ad and creative data, not guesses. | 2 stars · 1 fork | No one-command install · Source | |
| 790 | 38.066 | sailorpepe-undesirablesmcp · search | TCG card grading, Monte Carlo pricing, and 370K+ product search tools for trading card games. | 2 stars · 1 fork | No one-command install · Source | |
| 791 | 38.066 | agentready-mcpmcp · search | ake any website queryable by AI agents. Index a site then ask questions and get cited answers grounded in its content via RAG. Two tools: list_sites… | 2 stars · 1 fork | No one-command install · Source | |
| 792 | 38.066 | kicad-mcpmcp · search | Enables natural language interaction with KiCad projects, schematics, and PCBs, supporting project management, design rule checking, netlist… | 2 stars · 1 fork | No one-command install · Source | |
| 793 | 38.066 | openkash-abap-acceleratormcp · search | SAP ABAP development tools for AI agents — search objects, validate syntax, run ATC checks, and navigate SAP systems. | 2 stars · 1 fork | No one-command install · Source | |
| 794 | 38.066 | graph-query-mcpmcp · search | Enables fast, targeted queries against an Obsidian vault knowledge graph using tools like search, neighbor traversal, and pathfinding, without needing… | 2 stars · 1 fork | No one-command install · Source | |
| 795 | 38.066 | adelaidasofia-graph-querymcp · search | Queries a local knowledge graph vault for semantic search and relationship traversal. | 2 stars · 1 fork | No one-command install · Source | |
| 796 | 38.066 | io-github-cdeust-prd-spec-generatormcp · search | Generates structured, validated PRDs from feature descriptions via a staged reducer pipeline. Provides MCP tools for pipeline control… | 2 stars · 1 fork | No one-command install · Source | |
| 797 | 38.066 | medical-codes-mcp-servermcp · search | Decodes, searches, validates, and crosswalks US medical codes (ICD-10-CM, ICD-10-PCS, HCPCS Level II) using an offline bundled index via MCP. | 2 stars · 1 fork | No one-command install · Source | |
| 798 | 38.066 | frugalmcp · search | Intelligently routes AI tool calls (search, extract, browse) to the cheapest capable provider by default with automatic failover and audit receipts… | 2 stars · 1 fork | No one-command install · Source | |
| 799 | 38.066 | searchtsmcp · search | Enables AI agents to read any URL by using an escalating open-source unlocker to bypass common bot walls, returning clean Markdown content. | 2 stars · 1 fork | No one-command install · Source | |
| 800 | 38.066 | gh-ciphernaut-acma-rrlmcp · search | Local mirror of Australia's ACMA Register of Radiocommunications Licences with comprehensive search tools for sites, licences, clients, and device… | 2 stars · 1 fork | 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.