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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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362 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
301Unrankedturbovec-mcpmcp · databaseEnables local semantic code search using compressed vectors from turbovec and any OpenAI-compatible embeddings endpoint.No signals yetNo one-command install · Source
302Unrankedimdb-mcpmcp · databaseEnables semantic and similarity search across IMDB movie data using vector embeddings and PostgreSQL with pgvector, supporting traditional filters and…No signals yetNo one-command install · Source
303Unrankedmyaitwinmcp · databaseBuild a personal RAG database from your chats so AI generates content that matches your voice and style.No signals yetNo one-command install · Source
304Unrankedgrepsensemcp · databaseProvides two-modal code search (lexical via Zoekt and semantic via ChromaDB embeddings) for AI coding agents through MCP tools, enabling fast regex…No signals yetNo one-command install · Source
305Unrankedrobotws-mcp-servermcp · databaseIndexes Robot Framework and Python files from robotws, stores metadata in SQLite, and provides generation context to help Cursor's LLM draft testcases…No signals yetNo one-command install · Source
306Unrankedmybrainmcp · databaseA personal knowledge base MCP server with semantic search, storing thoughts in PostgreSQL with pgvector embeddings and providing 8 tools for capture…No signals yetNo one-command install · Source
307Unrankedjpnqs-team-docsmcp · databaseMCP server for semantic search over team documentation using local embeddings and vector similarity search.No signals yetNo one-command install · Source
308Unrankedmcp-mysql-connectormcp · databaseEnables LLM agents to interact with MySQL databases through tools for querying, schema management, user administration, and transaction control.No signals yetNo one-command install · Source
309Unrankedlucyomgggg-telosmcp · databaseTelos Core vector database integration for shared AI agent memory.No signals yetNo one-command install · Source
310Unrankedmcp-page-monitormcp · databaseEnables monitoring web pages for changes using Playwright, storing snapshots in SQLite, and optionally analyzing changes with an LLM for business…No signals yetNo one-command install · Source
311Unrankedexpertvagabond-volcenginemcp · databaseText generation, chat, and embeddings via ByteDance Volcano Engine Doubao models.No signals yetNo one-command install · Source
312Unrankedcode-vector-syncmcp · databaseEnables semantic code search over a local codebase using Qdrant vector embeddings and OpenAI embeddings, allowing natural language queries from…No signals yetNo one-command install · Source
313Unrankedpavelguzenfeld-media-forgemcp · databaseGenerates diagrams, charts, HTML pages, and slide decks from text DSLs for embedding in Markdown documentation.No signals yetNo one-command install · Source
314Unrankedmemory-mcp-cemcp · databasePersistent semantic memory for AI agents using PostgreSQL and vector embeddings, enabling cross-session continuity and semantic search.No signals yetNo one-command install · Source
315Unrankedmcp-crawl4ai2vectordbmcp · databaseMCP server for crawling web documentation and storing it in a Supabase vector database.No signals yetNo one-command install · Source
316Unrankedollqdmcp · databaseEnables indexing and semantic search of codebases and documents via MCP, using Ollama embeddings and Qdrant vector store.No signals yetNo one-command install · Source
317Unrankedpdf-rag-mcp-servermcp · databaseA Model Context Protocol (MCP) server that provides powerful RAG (Retrieval-Augmented Generation) capabilities for PDF documents. This server uses…No signals yetNo one-command install · Source
318Unrankedvercel-mcp-memorymcp · databaseEnables semantic memory storage and retrieval with natural language queries, deployed on Vercel with PostgreSQL pgvector and OpenAI embeddings.No signals yetNo one-command install · Source
319Unrankedcodebrain-mcp-servermcp · databaseEnables semantic code search across codebases using AI embeddings and vector similarity, integrated with Claude Desktop and Cursor.No signals yetNo one-command install · Source
320Unrankedcontext-portal-mcp-conportmcp · databaseA database-backed MCP server that acts as a project memory bank, enabling AI assistants to store, retrieve, and search structured context like…No signals yetNo one-command install · Source
321Unrankedvikingdb-mcp-servermcp · databaseEnables interaction with VikingDB, a high-performance vector database, for storing and searching vector data via natural language.No signals yetNo one-command install · Source
322Unrankedhkc-memory-servermcp · databaseAn MCP server for managing persistent AI memory using hybrid search (keyword + semantic vector) with SQLite storage and offline-first local…No signals yetNo one-command install · Source
323Unrankedknowledge-mgmtmcp · databaseEnables uploading, organizing, and semantically searching documents with support for various file types and embedding providers.No signals yetNo one-command install · Source
324Unrankedpgvector-mcp-servermcp · databaseEnables AI assistants to manage vector collections and perform similarity search using PostgreSQL and pgvector, with integration to DashScope text…No signals yetNo one-command install · Source
325Unrankedmariadb-mcpmcp · databaseMCP server for interacting with MariaDB databases, supporting standard SQL operations and optional vector/embedding search.No signals yetNo one-command install · Source
326Unrankedrag-database-with-model-context-protocol-mcp-servermcp · databaseEnables AI assistants like Claude, ChatGPT, and Gemini to search and query local PDF documents using natural language through vector embeddings and…No signals yetNo one-command install · Source
327Unrankedmxhero-mail2cloud-advancedmcp · databaseIntegrates with mxHERO's Mail2Cloud Advanced service to search across massive multi-account email repositories using vector database technology…No signals yetNo one-command install · Source
328Unrankeduniversal-mcp-server-javamcp · databaseA universal Model Context Protocol server in Java, enabling interaction with multiple LLMs (OpenAI, Gemini, Hugging Face) and databases (MongoDB)…No signals yetNo one-command install · Source
329Unrankedqdrant-llamaindex-mcp-servermcp · databaseAn MCP server for querying and managing LlamaIndex documents stored in Qdrant vector databases, with automatic embedding model detection and extensive…No signals yetNo one-command install · Source
330Unrankedbookmarkmemorymcp · databaseEnables semantic search and retrieval of bookmarked URLs content using vector embeddings, with support for multiple backends and AI assistant…No signals yetNo one-command install · Source
331Unrankedmcp-server-6mcp · databaseAn MCP server that integrates with LangChain and ChromaDB to provide documentation search for AI libraries and vector database management.No signals yetNo one-command install · Source
332Unrankedmcp-server-duckdbmcp · databaseEnables LLMs to interact with DuckDB databases through MCP tools for SQL queries, table management, data import/export, and schema inspection, with…No signals yetNo one-command install · Source
333Unrankedjasonsmiff-albacoremcp · databaseLightweight TypeScript server with Ollama integration that enables local text generation, embedding services, and optional Supabase database support…No signals yetNo one-command install · Source
334Unrankedgravityphone-grey-swan-llm-safetymcp · databaseProvides a MongoDB-integrated platform for systematically documenting and analyzing AI safety challenges, tracking LLM vulnerabilities through…No signals yetNo one-command install · Source
335Unrankedagent-memory-systemsskill · databaseMemory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory…No signals yetNo commit datelisted armory install agent-memory-systems --cli claude
336Unrankedagent-shared-memorymcp · databaseEnables AI agents to share persistent memory via an MCP server using SQLite, supporting multi-tenant, categorized knowledge with TTL and semantic…No signals yetNo commit datelisted No one-command install · Source
337Unrankedarcana-mcpmcp · databaseSemantic vector DB as an MCP server for Claude Code — SQLite + FTS5 + local ONNX embeddings. Gives Claude persistent, searchable project knowledge…No signals yetNo commit datelisted No one-command install · Source
338Unrankedcapix-router-mcpmcp · databaseOpen-source routing layer that splits compute jobs and inference prompts across resources using Gemini, with MongoDB-backed route books and priced…No signals yetNo commit datelisted No one-command install · Source
339Unrankedcartisien-engram-mcpmcp · databasePersistent semantic memory for AI agents. SQLite-backed, local-first, zero config. Semantic search via Ollama embeddings (nomic-embed-text) with…No signals yetNo commit datelisted No one-command install · Source
340Unrankedchromaskill · databaseOpen-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple…No signals yetNo commit datelisted armory install chroma --cli claude
341Unrankedcocoindexskill · databaseComprehensive toolkit for developing with the CocoIndex library. Use when users need to create data transformation pipelines (flows), write custom…No signals yetNo commit datelisted armory install cocoindex --cli claude
342Unrankedconfdbmcp · databaseMCP server that provides read-only access to 1C:Enterprise configuration metadata extracted into SQLite, enabling LLMs to inspect objects, modules…No signals yetNo commit datelisted No one-command install · Source
343Unrankeddatrismcp · databaseAI agent-native data platform for ingesting, validating, transforming, querying, and searching data across PostgreSQL, MongoDB, and vector databases.No signals yetNo commit datelisted No one-command install · Source
344Unrankedelkalowkey885-gemini-embeddingmcp · databaseTurns local files into searchable knowledge bases using Gemini embeddings and ChromaDB for semantic search.No signals yetNo commit datelisted No one-command install · Source
345Unrankedgeneric-sql-mcp-servermcp · databaseA configurable, database-agnostic MCP server that enables LLMs to safely interact with SQL databases through read-only operations and schema…No signals yetNo commit datelisted No one-command install · Source
346Unrankedgenimlskill · databaseThis skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for training region embeddings…No signals yetNo commit datelisted armory install geniml --cli claude
347Unrankedhormozi-mentor-agentmcp · databaseAnswers queries based on Alex Hormozi's YouTube content using local RAG with SQLite and vector embeddings.No signals yetNo commit datelisted No one-command install · Source
348Unrankedllm-opsskill · databaseLLM Operations -- RAG, embeddings, vector databases, fine-tuning, prompt engineering avancado, custos de LLM, evals de qualidade e arquiteturas de IA…No signals yetNo commit datelisted armory install llm-ops --cli claude
349Unrankedlong-contextskill · databaseExtend context windows of transformer models using RoPE, YaRN, ALiBi, and position interpolation techniques. Use when processing long documents…No signals yetNo commit datelisted armory install long-context --cli claude
350Unrankedmcp-local-mssql-servermcp · databaseExposes SQL Server stored procedures as tools for LLM clients (Claude Desktop, VS Code, Cursor, etc.) enabling direct database interaction through…No signals yetNo commit datelisted No one-command install · Source
351Unrankedmcp-project-searchmcp · databaseA project search MCP server based on Milvus vector database, supporting semantic search, hybrid search, and exact scalar queries.No signals yetNo commit datelisted No one-command install · Source
352Unrankedmilvus-mcpmcp · databaseMCP server for Milvus vector database enabling vector search, text search, and hybrid search operations.No signals yetNo commit datelisted No one-command install · Source
353Unrankedopen-brain-mcpmcp · databaseA self-hosted second brain MCP server that enables capturing thoughts with deduplication and semantic search using local embeddings and PostgreSQL…No signals yetNo commit datelisted No one-command install · Source
354Unrankedopenlink-mcp-server-for-odbcmcp · databaseEnables LLMs to query ODBC-accessible databases via DSN, supporting SQL, SPARQL, and schema exploration.No signals yetNo commit datelisted No one-command install · Source
355Unrankedpineconeskill · databaseManaged vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and…No signals yetNo commit datelisted armory install pinecone --cli claude
356Unrankedpolarmemmcp · databaseA local-first memory engine for AI agents that stores embeddings in polar-quantized form in a single SQLite file, enabling private, compact, and…No signals yetNo commit datelisted No one-command install · Source
357Unrankedpower-db-mcpmcp · databaseA multi-database MCP tool that enables LLM agents to securely query and write to databases via local stdio, supporting MySQL, Oracle, PostgreSQL, DM…No signals yetNo commit datelisted No one-command install · Source
358Unrankedrag-engineerskill · databaseExpert in building Retrieval-Augmented Generation systems. Masters embedding models, vector databases, chunking strategies, and retrieval optimization…No signals yetNo commit datelisted armory install rag-engineer --cli claude
359Unrankedragdocs-mcp-servermcp · databaseEnables semantic search and management of documentation through vector similarity using Qdrant and Ollama/OpenAI embeddings.No signals yetNo commit datelisted No one-command install · Source
360Unrankedsrclightmcp · databaseDeep code indexing for AI agents using SQLite FTS5, tree-sitter parsing, and embeddings.No signals yetNo commit datelisted No one-command install · Source
361Unrankeduniversalbenchmcp · databaseCloud workbench for executing Python and bash code, performing web searches, and integrating with Supabase, WordPress, GitHub, and LLMs through a…No signals yetNo commit datelisted No one-command install · Source
362Unrankedvector-database-engineersubagent · databaseExpert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate, Qdrant, Milvus, and pgvector for RAG…No signals yetNo commit datelisted armory install vector-database-engineer --cli claude

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.

Leaderboard · Armory