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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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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

2,789 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
10122.557saketh12e-cortexmcp · databaseLocal-first persistent memory system for AI agents using hybrid semantic and keyword search over a shared SQLite database.1 starNo one-command install · Source
10222.557sherman94062-sqlmeshmcp · databaseInteract with SQLMesh data transformation pipelines for model management and plan application.1 starNo one-command install · Source
10322.557mcp-knowledge-base-servermcp · databaseA local knowledge base server that connects to AI assistants, turning markdown files into a semantically searchable memory layer via OpenAI embeddings…1 starNo one-command install · Source
10422.557bryr0-sql-database-connectormcp · databaseProvides unified database connectivity across MySQL, Microsoft SQL Server, Oracle, and Sybase through standardized tools for executing queries…1 starNo one-command install · Source
10522.557mysql-mcp-server-5mcp · databaseProvides structured MySQL database operations for Claude Desktop, converting natural language requests into safe, parameterized queries.1 starNo one-command install · Source
10622.557qmcpmcp · databaseSemantic search server for code and documentation using Qdrant vector database. Supports multi-language indexing, live updates, and natural language…1 starNo one-command install · Source
10722.557remoprinz-swiss-healthmcp · databaseQuery Swiss health insurance premium data from the BAG Priminfo database covering 2016-2026.1 starNo one-command install · Source
10822.557cancerdao-oncology-dbmcp · databaseQueries precision oncology databases including CIViC, OpenFDA, and ClinicalTrials.gov for clinical evidence and drug data.1 starNo one-command install · Source
10922.557electronics-docs-mcp-servermcp · databaseProvides LLMs with direct access to official vendor PDF documentation for electronics components (TI, ST, ADI) via a local SQLite full-text index and…1 starNo one-command install · Source
11022.557yudai-uk-firestoremcp · databaseIntegrates with Firebase Firestore databases for collection and document management including querying, creating, updating, deleting, and counting…1 starNo one-command install · Source
11122.557tharanabope-sql-servermcp · databaseSQL Server database integration with schema exploration and read-only querying1 starNo one-command install · Source
11222.557buildin-mcpmcp · databaseEnables LLMs to interact with Buildin.ai workspaces, providing tools to manage pages, databases, blocks, search, users, and convert Markdown content.1 starNo one-command install · Source
11322.557talkdbmcp · databaseEnables natural language querying of databases with multi-turn conversations, auto-generated charts, and proactive monitoring via scheduled queries…1 starNo one-command install · Source
11422.557dm-mcpmcp · databaseProvides secure SELECT queries and table structure retrieval for Dameng database via Model Context Protocol.1 starNo one-command install · Source
11522.557mysql-mcpmcp · databaseEnables read-only SQL queries and datasource listing for MySQL databases via MCP.1 starNo one-command install · Source
11622.557orchidautomation-prospeomcp · databaseSearches and enriches contacts and companies from Prospeo's 200M+ contact database.1 starNo one-command install · Source
11722.557boycemcp · databaseDeterministic NL-to-SQL compiler for AI agents that eliminates guessing and index errors.1 starNo one-command install · Source
11822.557postgresdb-mcpmcp · databaseEnables AI assistants to interact with PostgreSQL databases, providing tools for querying, table listing, schema exploration, and multi-environment…1 starNo one-command install · Source
11922.557tcg-mcpmcp · databaseA Pokemon TCG MCP server that looks up graded cards, manages a local SQLite collection, queries pricing providers, tracks a watchlist with target…1 starNo one-command install · Source
12022.557code-indexmcp · databaseA local, SQLite-backed code index for Claude Code, exposed over MCP, enabling targeted code retrieval without external APIs.1 starNo one-command install · Source
12122.557achreftlili-code-indexmcp · databaseSQLite-backed hybrid search combining vector embeddings and full-text search for code repositories.1 starNo one-command install · Source
12222.557swarm-mcp-3mcp · databaseMCP server that lets multiple coding-agent sessions on the same machine discover each other and collaborate through a shared SQLite database.1 starNo one-command install · Source
12322.557brianmeyer-mollygraphmcp · databaseLocal-first self-improving knowledge graph for AI agents with three-layer entity extraction, parallel graph and vector retrieval, and automated LoRA…1 starNo one-command install · Source
12422.557blackklegend-postgresmcp · databaseProvides direct PostgreSQL database access with schema discovery, table exploration, DDL retrieval, data sampling, and SQL execution capabilities with…1 starNo one-command install · Source
12522.557open-memorymcp · databaseGives AI tools (Copilot, Claude, etc.) access to a personal knowledge base stored as plain markdown files, indexed and searched via QMD (BM25 + vector…1 starNo one-command install · Source
12622.557nexus-aimcp · databaseDeploy full-stack apps with Postgres, Redis, S3, and workers from Claude or curl using AI-native infrastructure.1 starNo one-command install · Source
12722.557io-github-mister-franklin-gdpr-decisionsmcp · databaseProvides AI-powered access to the largest EU GDPR enforcement decisions database, enabling semantic search, GDPR article lookup, and enforcement…1 starNo one-command install · Source
12822.557yashagldit-mysql-webuimcp · databaseWeb-based interface for connecting Claude to MySQL databases with granular permission controls1 starNo one-command install · Source
12922.557musaddiq-dev-postgresqlmcp · databaseInspects and queries PostgreSQL databases with schema discovery, read-only query execution, query plan analysis, and optional write operations.1 starNo one-command install · Source
13022.557negative-results-mcpmcp · databaseNegative results intelligence for drug discovery: inactive compounds, failed selectivity panels, terminated clinical trials, failed CRISPR screens…1 starNo one-command install · Source
13122.557mcp-fimcp · databaseQuery databases in plain English using Claude. Supports SQLite, CSV, PostgreSQL, and MySQL.1 starNo one-command install · Source
13222.557mssql-mcp-server-pythonmcp · databaseA read-only MCP server for MS SQL Server, written in Python. Lets AI agents query your database safely — no writes, no stored procedures, no shell…1 starNo one-command install · Source
13322.557spendlogmcp · databaseCost and expense tracking for solo entrepreneurs, with local-first SQLite storage, natural language interaction, invoicing, budgets, and multi-project…1 starNo one-command install · Source
13422.557pg-dashmcp · databaseAI-native PostgreSQL health checker with 26 MCP tools for query analysis, bloat detection, migration safety, and CI integration.1 starNo one-command install · Source
13522.557rag-mcp-server-2mcp · databaseA RAG knowledge base MCP server that adds vector search and reranking capabilities to opencode, supporting multimodal embeddings, multiple knowledge…1 starNo one-command install · Source
13622.557expensetracker-mcp-servermcp · databaseEnables AI assistants to manage personal expenses by adding, querying, and summarizing expense data through a SQLite database and configurable…1 starNo one-command install · Source
13722.557forensics-mcpmcp · databaseA local MCP server that wraps common forensic command-line tools for CTF/forensics competitions into MCP tools, enabling automated analysis of disk…1 starNo one-command install · Source
13822.557geolibre-mcpmcp · databaseProvides geospatial data intelligence tools for inspecting, querying, and converting geospatial data using DuckDB Spatial.1 starNo one-command install · Source
13922.557illustrator-mcp-vectorizermcp · databaseEnables AI agents to automate Adobe Illustrator, converting bitmap artwork into editable .ai files, running ExtendScript, and capturing the…1 starNo one-command install · Source
14022.557ysydhc-team-memorymcp · databaseTeam experience database for accumulating, retrieving, and applying shared knowledge across chats.1 starNo one-command install · Source
14122.557sqlite-spreadsheet-sync-mcpmcp · databaseThis MCP server enables AI assistants to interact with a SQLite database through a spreadsheet-like interface, supporting operations such as querying…1 starNo one-command install · Source
14222.557mcp-apache-supersetmcp · databaseConnects LLM clients to Apache Superset for querying charts, dashboards, datasets, databases, and executing SQL.1 starNo one-command install · Source
14322.557mochi-mcp-servermcp · databaseEnables querying MySQL/MariaDB databases by alias from Claude. Supports secure connections with aliases, tags, and automatic LIMIT, and requires…1 starNo one-command install · Source
14422.557dynamic-db-mcp-servermcp · databaseEnables AI agents to dynamically register and query MySQL-compatible databases at runtime with built-in destructive SQL protection.1 starNo one-command install · Source
14522.557sqlprismmcp · databaseAn MCP server that indexes SQL codebases into a queryable knowledge graph backed by DuckDB, enabling structural SQL queries instead of grep.1 starNo one-command install · Source
14622.557csoai-org-sql-builder-ai-mcpmcp · databasePython MCP server for SQL query building and database interaction.1 starNo one-command install · Source
14722.557fitmcpmcp · databaseA multi-platform fitness MCP server that syncs data from Garmin, Strava, Google Fit, and Suunto into a local DuckDB database and provides analytics…1 starNo one-command install · Source
14822.557cocoindex-mcpmcp · databaseAn MCP server that incrementally indexes repositories and documents into a Postgres + pgvector store using CocoIndex, and exposes semantic search over…1 starNo one-command install · Source
14922.557erdlensmcp · databaseMCP server that reads your database schema from SQL DDL, Prisma, Drizzle, TypeORM, or SQLAlchemy, generates a Mermaid ER diagram, and writes it into…1 starNo one-command install · Source
15022.557alt250-famxplor-family-travelmcp · databaseIntegrates with Famxplor's curated database to provide location-based search for family-tested activities worldwide using latitude, longitude, and…1 starNo one-command install · Source
15122.557lens-mcp-2mcp · databaseLens-MCP is a read-only Postgres MCP server that lets AI agents inspect and query approved database data safely.1 starNo one-command install · Source
15222.557sql-review-agentmcp · databaseEnables reviewing BigQuery SQL queries for performance issues, cost estimation, and suggested rewrites via an MCP interface.1 starNo one-command install · Source
15322.557mysql-ops-mcpmcp · databaseA generic MCP server for MySQL operations, enabling listing databases/tables, describing schemas, running read-only SQL, and optionally executing…1 starNo one-command install · Source
15422.557mcp-data-gatewaymcp · databaseEnables AI agents to query a PostgreSQL database through a small set of controlled, read-only tools for schema inspection, row lookup, and aggregate…1 starNo one-command install · Source
15522.557contextpulse-mcpmcp · databaseReal-time context budget tracking for AI coding agents with token counting, loop detection, and alerts, backed by PostgreSQL.1 starNo one-command install · Source
15622.557mcp-server-mssqlmcp · databaseEnables AI agents to interact with Microsoft SQL Server databases via MCP, supporting table listing, schema retrieval, and CRUD operations.1 starNo one-command install · Source
15722.557lumen-mcpmcp · databaseDrives Lumen's data-to-SQL-to-chart-to-report loop from any MCP client, supporting keyless SQL and charting or keyed agentic data analysis.1 starNo one-command install · Source
15822.557israeltheminer-clude-bot-memorymcp · databaseSelf-hosted persistent memory server backed by Supabase with hybrid vector-keyword-graph retrieval, importance scoring, memory decay, and dream…1 starNo one-command install · Source
15922.557agent-context-mcp-servermcp · databaseTracks working context and code structure in a portable local SQLite database, enabling seamless context and task continuity across different AI…1 starNo one-command install · Source
16022.557io-github-nickklos10-querypilotmcp · databaseQueryPilot enables AI agents to safely generate, validate, repair, and execute SQL against fixture databases, with eval-driven regression testing to…1 starNo one-command install · Source
16122.557showrunnermcp · databaseA tiny always-on server that coordinates multiple coding-agent sessions on one project (a 'show'), using a worker/director pattern with polling…1 starNo one-command install · Source
16222.557hybrid-recallmcp · databaseA local MCP server enabling hybrid search over documents, memory, and knowledge graphs for retrieval-augmented generation, with tools for SQLite…1 starNo one-command install · Source
16322.557a5sql-mcpmcp · databaseReads A5:SQL Mk-2 ER diagrams and SQL files locally, making them accessible to AI tools via the MCP protocol without executing SQL or writing to…1 starNo one-command install · Source
16422.557tamilrockers-mcp-servermcp · databaseEnables searching for movies and series on Tamilrockers, returning links, titles, years, and poster URLs with SQLite caching.1 starNo one-command install · Source
16522.557waveqmcp · databaseLocal MCP server for querying VCD waveform files via SQLite; enables AI agents to ask precise questions about signal values, transitions, and clock…1 starNo one-command install · Source
16622.557litescopemcp · databaseOperations toolchain for SQLite, Cloudflare D1, and Turso. Every command is available as both a CLI and an MCP tool: inspect, diff, migrate, monitor…1 starNo one-command install · Source
16722.557thinairtelematics-thinair-datamcp · databaseConnect any AI to PostgreSQL, MySQL, or SQL Server — 24 dialect-aware tools for query, schema introspection, optimization, migrations, PII scan, and…1 starNo one-command install · Source
16822.557database-assistant-mcp-servermcp · databaseEnables read-only exploration and querying of PostgreSQL or MySQL databases via MCP, with schema discovery, safe SQL validation, natural language to…1 starNo one-command install · Source
16922.557kiro-ibmi-mcp-bridgemcp · databaseBridges AI with IBM i systems for source code management, SQL queries, and schema inspection via MCP.1 starNo one-command install · Source
17022.557local-mcp-server-expense-trackermcp · databaseA lightweight local MCP server that enables users to add, list, edit, and delete expenses via SQLite database through natural language in…1 starNo one-command install · Source
17122.557sinores-openmcp · databaseA self-hosted WhatsApp gateway that exposes messaging capabilities via MCP, allowing AI agents to send, receive, and manage WhatsApp messages through…1 starNo one-command install · Source
17222.557bearier-mcpmcp · databaseBearier MCP lets two desktop AI agents collaborate asynchronously through a shared local task queue — no API keys, no IDE, no cloud. Just one SQLite…1 starNo one-command install · Source
17322.557mysql-mcp-promcp · databaseA production-grade MySQL MCP Server that enables AI assistants to securely and efficiently operate MySQL databases through a standardized protocol.1 starNo one-command install · Source
17422.557secure-local-mcpmcp · databaseA fully offline, secure MCP server that enables AI agents to search, read, write, and list local markdown notes using SQLite FTS5, with directory…1 starNo one-command install · Source
17522.557rayzia-mcpmcp · databaseEnables AI agents to drive a live SVG/vector editor, allowing a full observe-and-act loop on a canvas with real tools, state reading, and PNG…1 starNo one-command install · Source
17622.557strut-stack-sqlmcp · databaseToken-efficient MCP server for MySQL, PostgreSQL, and SQLite written in Rust, providing SQL query execution and analysis tools with strong security…1 starNo one-command install · Source
17722.557mcp-analytics-servermcp · databaseEnables LLMs to interact with a SQLite e-commerce database via safe, typed MCP tools with read-only guards and auth-gated mutations, plus a Claude…1 starNo one-command install · Source
17822.557health-coach-mcpmcp · databaseA personal health and fitness MCP server that provides tools for managing profile data, goals, body measurements, nutrition, workouts, sleep…1 starNo one-command install · Source
17922.557bug-tracker-mcpmcp · databaseA lightweight MCP server for tracking bugs and tasks across coding sessions, providing persistent SQLite-backed storage and six tools for logging…1 starNo one-command install · Source
18022.557duckcoopmcp · databaseMCP server for sandboxed, read-only SQL queries on CSV/Parquet/JSON files via DuckDB, limited to a specified directory.1 starNo one-command install · Source
18122.557supabase-model-context-protocol-servermcp · databaseMCP server for exploring and querying Supabase databases with interactive React widgets for schema browsing, table viewing, and SQL execution.1 starNo one-command install · Source
18222.557grimoire-for-gamemastersmcp · databaseConnect to your TTRPG campaign's repository and database. Instead of retrieving prose, its 48 tools (20 read, 28 write) return typed state: 14 entity…1 starNo one-command install · Source
18322.557grimoiremcp · databaseTTRPG campaign database for AI assistants: NPCs, locations, factions, quests, sessions, lore, and knowledge graphs.1 starNo one-command install · Source
18422.557dense-knowledge-mcpmcp · databaseDense Knowledge is a small local server for Model Module Protocol (MMP) files. It gives language models a persistent research memory without requiring…1 starNo one-command install · Source
18522.557veiled-starsmcp · databaseEnables AI assistants to interact with a personal tarot journal: search past readings, draw card spreads, and record interpretations and reflections…1 starNo one-command install · Source
18622.557asistente-comercial-mcpmcp · databaseProvides an AI agent with tools to search and analyze customer, product, and sales data from an e-commerce database using natural language.1 starNo one-command install · Source
18722.557text2sql-mcpmcp · databaseEnables natural language querying of SQL databases by allowing the agent to explore schema, write SQL, and self-correct errors. It integrates with…1 starNo one-command install · Source
18822.557postgresql-mcp-full-accessmcp · databaseEnables unrestricted SQL execution (DDL/DML) on PostgreSQL databases, allowing AI agents to create, read, update, and delete data with zero query…1 starNo one-command install · Source
18922.557openfinance-analystmcp · databaseMCP server for personal finance via Open Finance, consolidating accounts and cards and answering spending questions with aggregated numbers. Provides…1 starNo one-command install · Source
19022.557trailmemmcp · databasePersistent, local-first graph memory for AI coding agents. Provides durable cross-session memory via a local SQLite knowledge graph with typed…1 starNo one-command install · Source
19122.557mcpolyglotmcp · databaseOne config, one CLI that turns your databases (Postgres, MySQL, SQLite, MongoDB) into MCP servers for Claude, GPT, Cursor, and any MCP-compatible…1 starNo one-command install · Source
19222.557ownership-attestation-protocolmcp · databaseAn MCP server that enforces explicit task ownership through acceptance and mandatory provenance tagging (Observed/Reviewed/Reported) on all completion…1 starNo one-command install · Source
19322.557memomcp · databaseMCP server for local, offline-capable library documentation. It resolves library IDs and retrieves up-to-date docs via hybrid search from a persistent…1 starNo one-command install · Source
19422.557windows-developer-mcp-servermcp · databaseA production-grade MCP server for Windows developer environments, providing AI assistants with secure terminal, filesystem, git, Docker, SQLite…1 starNo one-command install · Source
19522.557unity-indexermcp · databaseIndexes Unity projects into a SQLite database and exposes 23 MCP tools for Claude to explore scenes, prefabs, scripts, and assets via structured…1 starNo one-command install · Source
19622.557erp-report-enginemcp · databaseA provably read-only SQL layer for AI agents (MCP) and weekly reports — over the database behind an ERP (Logo Tiger, Netsis, Mikro)…1 starNo one-command install · Source
19722.557thoth-mcpmcp · databaseA security-first, read-only MCP server for AI assistants to safely query MySQL, PostgreSQL, and Redis with layered safety checks.1 starNo one-command install · Source
19822.557mcp-db-connectmcp · databaseUniversal MCP server for readonly-first access to Oracle, SQL Server, PostgreSQL, MySQL/MariaDB, SQLite, MongoDB, and Qdrant vector search.1 starNo one-command install · Source
19922.557eurostat-mcp-suitemcp · databaseMCP server for Eurostat statistics, enabling seamless search, query, and analysis of over 8,900 EU datasets with support for SDMX, DuckDB SQL, NUTS…1 starNo one-command install · Source
20022.557activities-mcpmcp · databaseMCP server that provides read-only access to cached metadata of public activities, contests, and competitions from multiple sources via SQLite…1 starNo 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.

Leaderboard · Armory