Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2501 | Unranked | a-quantall-mcp-servermcp · database | A local, fully vectorized computational engine for stock market analysis that enables AI to perform factor calculation, strategy backtesting, IC… | No signals yet | No commit datelisted | No one-command install · Source |
| 2502 | Unranked | agent-memory-systemsskill · database | Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory… | No signals yet | No commit datelisted | armory install agent-memory-systems --cli claude |
| 2503 | Unranked | agent-shared-memorymcp · database | Enables AI agents to share persistent memory via an MCP server using SQLite, supporting multi-tenant, categorized knowledge with TTL and semantic… | No signals yet | No commit datelisted | No one-command install · Source |
| 2504 | Unranked | ai-erdmcp · database | Create and manage database schemas using DBML with a real-time visual canvas. | No signals yet | No commit datelisted | No one-command install · Source |
| 2505 | Unranked | airtablemcp · database | Official Airtable database operations and record management for AI agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 2506 | Unranked | aksh9dyrs-universal-databasemcp · database | Provides unified connectivity to PostgreSQL, MySQL, and SQLite databases with automatic schema discovery, query recommendations, and a web frontend… | No signals yet | No commit datelisted | No one-command install · Source |
| 2507 | Unranked | albermm-catholic-greatnessmcp · database | Catholic formation tools including spiritual direction, saints database, scripture, and semantic search. | No signals yet | No commit datelisted | No one-command install · Source |
| 2508 | Unranked | alejandrosaenz117-osv-scannermcp · database | Dependency vulnerability scanning with reachability triage using Google's OSV database across npm, pip, Go, and other ecosystems. | No signals yet | No commit datelisted | No one-command install · Source |
| 2509 | Unranked | alibabacloud-adb-mysql-mcp-servermcp · database | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 2510 | Unranked | alloydb-basicsskill · database | Manages clusters, instances, and backups for AlloyDB for PostgreSQL, and integrates with AlloyDB MCP tools for automated database operations including… | No signals yet | No commit datelisted | armory install alloydb-basics --cli claude |
| 2511 | Unranked | arcana-mcpmcp · database | Semantic vector DB as an MCP server for Claude Code — SQLite + FTS5 + local ONNX embeddings. Gives Claude persistent, searchable project knowledge… | No signals yet | No commit datelisted | No one-command install · Source |
| 2512 | Unranked | astandrik-local-ydbmcp · database | MCP tools for managing local-ydb database deployments via local process or SSH-backed connections. | No signals yet | No commit datelisted | No one-command install · Source |
| 2513 | Unranked | atracker-mcp-servermcp · database | Syncs ATracker time tracking data to a local SQLite database and provides MCP tools for querying tasks, entries, tags, and exporting data. | No signals yet | No commit datelisted | No one-command install · Source |
| 2514 | Unranked | aurelia-mcp-servermcp · database | Enables MCP clients to read Obsidian vault content and interact with agents, goals, runs, and projects stored in a SQLite database. | No signals yet | No commit datelisted | No one-command install · Source |
| 2515 | Unranked | aws-ow-pgvector-mcpmcp · database | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 2516 | Unranked | baptiste-mnh-bigrackmcp · database | Local-first project management server with task decomposition, dependency tracking, and vector-based context storage using SQLite and embeddings | No signals yet | No commit datelisted | No one-command install · Source |
| 2517 | Unranked | beatandraise-sec-filingsmcp · database | Provides direct access to SEC filings database since 1995, enabling natural language queries, financial analysis, and structured data extraction from… | No signals yet | No commit datelisted | No one-command install · Source |
| 2518 | Unranked | bigquery-basicsskill · database | Manages datasets, tables, and jobs in BigQuery, and integrates with BigQuery ML and Gemini for advanced data analytics and AI-driven insights. Use for… | No signals yet | No commit datelisted | armory install bigquery-basics --cli claude |
| 2519 | Unranked | blackkhawkk-sast-sca-sbom-security-analyzermcp · database | Provides enterprise-grade security analysis through SAST, SCA, SBOM generation, and vulnerability scanning with Snyk integration, enabling automated… | No signals yet | No commit datelisted | No one-command install · Source |
| 2520 | Unranked | boltstore-mcpmcp · database | MCP server for Boltstore — exposes SQLite database operations as MCP tools for AI agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 2521 | Unranked | braintrustmcp · database | Connects to Braintrust's evals platform to search docs, query experiments and production logs with SQL, summarize evaluations, infer dataset schemas… | No signals yet | No commit datelisted | No one-command install · Source |
| 2522 | Unranked | brick-directorymcp · database | Comprehensive LEGO database for sets, minifigures, parts, and market pricing | No signals yet | No commit datelisted | No one-command install · Source |
| 2523 | Unranked | bsn-inventory-mcpmcp · database | Enables identification of BSN SKU/material and real-time inventory availability through natural language queries and vector search. | No signals yet | No commit datelisted | No one-command install · Source |
| 2524 | Unranked | canon-mcpmcp · database | Serves as the serving layer for Canon governed context repositories, enabling AI agents to query domain knowledge through DAX and SQL queries with… | No signals yet | No commit datelisted | No one-command install · Source |
| 2525 | Unranked | capix-router-mcpmcp · database | Open-source routing layer that splits compute jobs and inference prompts across resources using Gemini, with MongoDB-backed route books and priced… | No signals yet | No commit datelisted | No one-command install · Source |
| 2526 | Unranked | cartisien-engram-mcpmcp · database | Persistent semantic memory for AI agents. SQLite-backed, local-first, zero config. Semantic search via Ollama embeddings (nomic-embed-text) with… | No signals yet | No commit datelisted | No one-command install · Source |
| 2527 | Unranked | chembl-databaseskill · database | Query ChEMBL's bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find… | No signals yet | No commit datelisted | armory install chembl-database --cli claude |
| 2528 | Unranked | chrleon-statistics-norwaymcp · database | Provides direct access to Statistics Norway's (SSB) public statistical database for browsing, searching, and querying over 6,000 tables covering… | No signals yet | No commit datelisted | No one-command install · Source |
| 2529 | Unranked | chromaskill · database | Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple… | No signals yet | No commit datelisted | armory install chroma --cli claude |
| 2530 | Unranked | claude-docs-mcpmcp · database | A local MCP server providing read-only search and retrieval over the Claude documentation corpus via SQLite FTS5, with tools for searching, fetching… | No signals yet | No commit datelisted | No one-command install · Source |
| 2531 | Unranked | clickhouse-ioskill · database | ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads. | No signals yet | No commit datelisted | armory install clickhouse-io --cli claude |
| 2532 | Unranked | clickhouse-mcpmcp · database | Enables SQL query execution on ClickHouse databases with per-request connection switching via HTTP headers, supporting multi-tenant deployments. | No signals yet | No commit datelisted | No one-command install · Source |
| 2533 | Unranked | clinpgx-databaseskill · database | Access ClinPGx pharmacogenomics data (successor to PharmGKB). Query gene-drug interactions, CPIC guidelines, allele functions, for precision medicine… | No signals yet | No commit datelisted | armory install clinpgx-database --cli claude |
| 2534 | Unranked | cloud-sql-basicsskill · database | Creates and manages Cloud SQL instances for MySQL, PostgreSQL, and SQL Server. Handles backups, high availability, and secure connectivity for… | No signals yet | No commit datelisted | armory install cloud-sql-basics --cli claude |
| 2535 | Unranked | cockroachdbmcp · database | Provides natural language access to CockroachDB clusters through cluster monitoring for health checks and performance analysis, database operations… | No signals yet | No commit datelisted | No one-command install · Source |
| 2536 | Unranked | cocoindexskill · database | Comprehensive toolkit for developing with the CocoIndex library. Use when users need to create data transformation pipelines (flows), write custom… | No signals yet | No commit datelisted | armory install cocoindex --cli claude |
| 2537 | Unranked | confdbmcp · database | MCP server that provides read-only access to 1C:Enterprise configuration metadata extracted into SQLite, enabling LLMs to inspect objects, modules… | No signals yet | No commit datelisted | No one-command install · Source |
| 2538 | Unranked | context-zero-enginemcp · database | A local code-intelligence engine for AI agents that indexes repositories into a PostgreSQL-backed code graph and serves structured, token-budgeted… | No signals yet | No commit datelisted | No one-command install · Source |
| 2539 | Unranked | cosmic-databaseskill · database | Access COSMIC cancer mutation database. Query somatic mutations, Cancer Gene Census, mutational signatures, gene fusions, for cancer research and… | No signals yet | No commit datelisted | armory install cosmic-database --cli claude |
| 2540 | Unranked | cost-reportworkflow · database | Generate a local Claude Code cost report from a cost-tracker SQLite database. | No signals yet | No commit datelisted | armory install cost-report --cli claude |
| 2541 | Unranked | cost-trackingskill · database | Track and report Claude Code token usage, spending, and budgets from a local cost-tracking database. Use when the user asks about costs, spending… | No signals yet | No commit datelisted | armory install cost-tracking --cli claude |
| 2542 | Unranked | cql-mcpmcp · database | Enables interaction with Cassandra/Scylla databases via CQL, supporting read-only and unrestricted read/write operations through MCP tools. | No signals yet | No commit datelisted | No one-command install · Source |
| 2543 | Unranked | create-database-migrationsworkflow · database | Create and manage database migrations with proper versioning and rollback support | No signals yet | No commit datelisted | armory install create-database-migrations --cli claude |
| 2544 | Unranked | cross-site-scripting-and-html-injection-testingskill · database | This skill should be used when the user asks to "test for XSS vulnerabilities", "perform cross-site scripting attacks", "identify HTML injection… | No signals yet | No commit datelisted | armory install cross-site-scripting-and-html-injection-testing --cli claude |
| 2545 | Unranked | cursor-conversationsmcp · database | Provides direct access to Cursor's local conversation database for analyzing coding patterns, extracting personalized development insights, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 2546 | Unranked | databaserules · database | Database best practices focusing on Prisma and Supabase integration | No signals yet | No commit datelisted | armory install database --cli claude |
| 2547 | Unranked | database-administratorsubagent · database | Use this agent when optimizing database performance, implementing high-availability architectures, setting up disaster recovery, or managing database… | No signals yet | No commit datelisted | armory install database-administrator --cli claude |
| 2548 | Unranked | database-architectsubagent · database | Database architecture and design specialist. Use PROACTIVELY for database design decisions, data modeling, scalability planning, microservices data… | No signals yet | No commit datelisted | armory install database-architect --cli claude |
| 2549 | Unranked | database-cloud-optimization-database-architectsubagent · database | Expert database architect specializing in data layer design from scratch, technology selection, schema modeling, and scalable database architectures… | No signals yet | No commit datelisted | armory install database-cloud-optimization-database-architect --cli claude |
| 2550 | Unranked | database-cloud-optimization-database-optimizersubagent · database | Expert database optimizer specializing in modern performance tuning, query optimization, and scalable architectures. Masters advanced indexing, N+1… | No signals yet | No commit datelisted | armory install database-cloud-optimization-database-optimizer --cli claude |
| 2551 | Unranked | database-design-database-architectsubagent · database | Expert database architect specializing in data layer design from scratch, technology selection, schema modeling, and scalable database architectures… | No signals yet | No commit datelisted | armory install database-design-database-architect --cli claude |
| 2552 | Unranked | database-migrationskill · database | Master database schema and data migrations across ORMs (Sequelize, TypeORM, Prisma), including rollback strategies and zero-downtime deployments. | No signals yet | No commit datelisted | armory install database-migration --cli claude |
| 2553 | Unranked | database-migrationsskill · database | Database migration best practices for schema changes, data migrations, rollbacks, and zero-downtime deployments across PostgreSQL, MySQL, and common… | No signals yet | No commit datelisted | armory install database-migrations --cli claude |
| 2554 | Unranked | database-migrations-database-optimizersubagent · database | Expert database optimizer specializing in modern performance tuning, query optimization, and scalable architectures. Masters advanced indexing, N+1… | No signals yet | No commit datelisted | armory install database-migrations-database-optimizer --cli claude |
| 2555 | Unranked | database-optimizationsubagent · database | Database performance optimization and query tuning specialist. Use PROACTIVELY for slow queries, indexing strategies, execution plan analysis, and… | No signals yet | No commit datelisted | armory install database-optimization --cli claude |
| 2556 | Unranked | database-optimizersubagent · database | Use this agent when you need to analyze slow queries, optimize database performance across multiple systems, or implement indexing strategies to… | No signals yet | No commit datelisted | armory install database-optimizer --cli claude |
| 2557 | Unranked | database-optimizer-2skill · database | Expert database optimizer specializing in modern performance tuning, query optimization, and scalable architectures. | No signals yet | No commit datelisted | armory install database-optimizer-2 --cli claude |
| 2558 | Unranked | database-reviewersubagent · database | PostgreSQL database specialist for query optimization, schema design, security, and performance. Use PROACTIVELY when writing SQL, creating… | No signals yet | No commit datelisted | armory install database-reviewer --cli claude |
| 2559 | Unranked | database-schema-designerskill · database | Design robust, scalable database schemas for SQL and NoSQL databases. Provides normalization guidelines, indexing strategies, migration patterns… | No signals yet | No commit datelisted | armory install database-schema-designer --cli claude |
| 2560 | Unranked | datrismcp · database | AI agent-native data platform for ingesting, validating, transforming, querying, and searching data across PostgreSQL, MongoDB, and vector databases. | No signals yet | No commit datelisted | No one-command install · Source |
| 2561 | Unranked | db-connectormcp · database | Enables AI assistants to query business databases directly via natural language, with enforced read-only access and secure query limits. Supports… | No signals yet | No commit datelisted | No one-command install · Source |
| 2562 | Unranked | db-migrateworkflow · database | Database Migration Strategy and Implementation | No signals yet | No commit datelisted | armory install db-migrate --cli claude |
| 2563 | Unranked | db-query-guardmcp · database | Governed database query review with SQL simulation, approval workflows, and audit trails. | No signals yet | No commit datelisted | No one-command install · Source |
| 2564 | Unranked | dbhubmcp · database | Zero-dependency, token-efficient database MCP server supporting PostgreSQL, MySQL, MariaDB, SQL Server, and SQLite connections. | No signals yet | No commit datelisted | No one-command install · Source |
| 2565 | Unranked | dependency-management-legacy-modernizersubagent · database | Refactor legacy codebases, migrate outdated frameworks, and implement gradual modernization. Handles technical debt, dependency updates, and backward… | No signals yet | No commit datelisted | armory install dependency-management-legacy-modernizer --cli claude |
| 2566 | Unranked | dotmcp · database | Get insights and visualizations from data in your databases, data warehouses or semantic layers. | No signals yet | No commit datelisted | No one-command install · Source |
| 2567 | Unranked | drugbank-databaseskill · database | Access and analyze comprehensive drug information from the DrugBank database including drug properties, interactions, targets, pathways, chemical… | No signals yet | No commit datelisted | armory install drugbank-database --cli claude |
| 2568 | Unranked | duckdb-analytics-mcpmcp · database | Provides read-only SQL analytics on local CSV, Parquet, and JSON datasets using DuckDB, with pagination, security guardrails, and health monitoring. | No signals yet | No commit datelisted | No one-command install · Source |
| 2569 | Unranked | duckpond-mcp-servermcp · database | MCP server for multi-tenant DuckDB management with R2/S3 cloud storage, enabling AI agents to manage per-user databases with automatic cloud… | No signals yet | No commit datelisted | No one-command install · Source |
| 2570 | Unranked | dxtra-radiomcp · database | Radio frequency database covering FM, AM, shortwave, TV, ham radio, weather, and emergency alerts across 15+ countries. | No signals yet | No commit datelisted | No one-command install · Source |
| 2571 | Unranked | elkalowkey885-gemini-embeddingmcp · database | Turns local files into searchable knowledge bases using Gemini embeddings and ChromaDB for semantic search. | No signals yet | No commit datelisted | No one-command install · Source |
| 2572 | Unranked | erikdarlingdata-sql-server-performance-monitormcp · database | SQL Server performance monitoring with DuckDB storage and natural language queries for CPU, wait stats, blocking, query performance, memory, and I/O. | No signals yet | No commit datelisted | No one-command install · Source |
| 2573 | Unranked | eurorackrefmcp · database | Searchable Eurorack modular synthesizer module database for looking up specifications and patch documentation. | No signals yet | No commit datelisted | No one-command install · Source |
| 2574 | Unranked | exoquerymcp · database | Compile-time SQL library for Kotlin with documentation, validation, and execution tools | No signals yet | No commit datelisted | No one-command install · Source |
| 2575 | Unranked | f4ww4z-mysqlmcp · database | Enables secure interaction with MySQL databases for executing queries, listing tables, and describing structures through automatic connection… | No signals yet | No commit datelisted | No one-command install · Source |
| 2576 | Unranked | fixing-go-in-graphworkflow · database | Focuses on Gene Ontology annotation integration in graph databases, handling multiple data sources, addressing graph representation issues, and… | No signals yet | No commit datelisted | armory install fixing-go-in-graph --cli claude |
| 2577 | Unranked | flashcard-mcpmcp · database | A lightweight MCP server that adds spaced-repetition flashcards (SM-2) to AI assistants, storing data locally in SQLite and enabling card creation… | No signals yet | No commit datelisted | No one-command install · Source |
| 2578 | Unranked | flox-environmentsskill · database | "Create reproducible, cross-platform development environments with Flox — a declarative environment manager built on Nix. ALWAYS use this skill when… | No signals yet | No commit datelisted | armory install flox-environments --cli claude |
| 2579 | Unranked | focus-mcp-sqlmcp · database | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 2580 | Unranked | foldseek-mcpmcp · database | Enables protein structure and sequence searches using FoldSeek, with support for multiple databases, automatic model downloads, and structured job… | No signals yet | No commit datelisted | No one-command install · Source |
| 2581 | Unranked | garmin-training-mcpmcp · database | Connects Claude to Garmin Connect to view fitness data and create adaptive training plans for running, swimming, cycling, and strength. Supports both… | No signals yet | No commit datelisted | No one-command install · Source |
| 2582 | Unranked | generic-sql-mcp-servermcp · database | A configurable, database-agnostic MCP server that enables LLMs to safely interact with SQL databases through read-only operations and schema… | No signals yet | No commit datelisted | No one-command install · Source |
| 2583 | Unranked | genimlskill · database | This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for training region embeddings… | No signals yet | No commit datelisted | armory install geniml --cli claude |
| 2584 | Unranked | geopandasskill · database | Python library for working with geospatial vector data including shapefiles, GeoJSON, and GeoPackage files. Use when working with geographic data for… | No signals yet | No commit datelisted | armory install geopandas --cli claude |
| 2585 | Unranked | ggetskill · database | gget CLI and Python workflow for quick genomic database queries, sequence lookup, BLAST-style searches, enrichment checks, and reproducible… | No signals yet | No commit datelisted | armory install gget --cli claude |
| 2586 | Unranked | gh-martc03-business-entitymcp · database | Provides access to SEC company search and SBA resources from US government databases. | No signals yet | No commit datelisted | No one-command install · Source |
| 2587 | Unranked | gibsonaimcp · database | Allows interaction with GibsonAI cloud databases. | No signals yet | No commit datelisted | No one-command install · Source |
| 2588 | Unranked | gluip-chart-canvasmcp · database | Create interactive visualizations and query data sources (SQLite, CSV, Parquet, JSON) | No signals yet | No commit datelisted | No one-command install · Source |
| 2589 | Unranked | go-mcp-mysqlmcp · database | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 2590 | Unranked | google-bigtablemcp · database | Google Bigtable MCP server for AI-assisted management of petabyte-scale NoSQL wide-column databases. | No signals yet | No commit datelisted | No one-command install · Source |
| 2591 | Unranked | google-cloud-sql-adminmcp · database | Google Cloud SQL Admin MCP server for AI-assisted management of Cloud SQL database instances. | No signals yet | No commit datelisted | No one-command install · Source |
| 2592 | Unranked | gwas-databaseskill · database | Query NHGRI-EBI GWAS Catalog for SNP-trait associations. Search variants by rs ID, disease/trait, gene, retrieve p-values and summary statistics, for… | No signals yet | No commit datelisted | armory install gwas-database --cli claude |
| 2593 | Unranked | hatchablemcp · database | Builds, deploys, and hosts full-stack web apps from any AI agent with managed database, auth, and storage. | No signals yet | No commit datelisted | No one-command install · Source |
| 2594 | Unranked | health-vaultmcp · database | Self-hosted MCP server that syncs Xiaomi fitness data to SQLite and provides authenticated tools to query health metrics (steps, sleep, HR, etc.) for… | No signals yet | No commit datelisted | No one-command install · Source |
| 2595 | Unranked | healthcare-phi-complianceskill · database | Protected Health Information (PHI) and Personally Identifiable Information (PII) compliance patterns for healthcare applications. Covers data… | No signals yet | No commit datelisted | armory install healthcare-phi-compliance --cli claude |
| 2596 | Unranked | hickey-mcpmcp · database | Personal MCP server for Snowflake and Tableau integration, enabling SQL queries and database/table listing as well as Tableau workbook, view… | No signals yet | No commit datelisted | No one-command install · Source |
| 2597 | Unranked | hironow-local-linearmcp · database | Local issue tracking system with SQLite database providing Linear-compatible project management including issues, teams, milestones, and full-text… | No signals yet | No commit datelisted | No one-command install · Source |
| 2598 | Unranked | hmdb-databaseskill · database | Access Human Metabolome Database (220K+ metabolites). Search by name/ID/structure, retrieve chemical properties, biomarker data, NMR/MS spectra… | No signals yet | No commit datelisted | armory install hmdb-database --cli claude |
| 2599 | Unranked | hormozi-mentor-agentmcp · database | Answers queries based on Alex Hormozi's YouTube content using local RAG with SQLite and vector embeddings. | No signals yet | No commit datelisted | No one-command install · Source |
| 2600 | Unranked | hostwares-mcpmcp · database | Enables deploying sites, managing databases, and troubleshooting deployments on Hostwares from AI assistants. | No signals yet | No commit datelisted | 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.