Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2701 | Unranked | pineconeskill · database | Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and… | No signals yet | No commit datelisted | armory install pinecone --cli claude |
| 2702 | Unranked | planetscalemcp · database | PlanetScale integration that provides access to database organizations, schemas, branches, and performance insights with intelligent query execution… | No signals yet | No commit datelisted | No one-command install · Source |
| 2703 | Unranked | polarmemmcp · database | A 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 yet | No commit datelisted | No one-command install · Source |
| 2704 | Unranked | postgresmcp · database | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 2705 | Unranked | postgres-documentationmcp · database | PostgreSQL documentation and skills for writing better Postgres code | No signals yet | No commit datelisted | No one-command install · Source |
| 2706 | Unranked | postgres-mcp-full-accessmcp · database | Enables AI agents to execute any SQL command (including DDL/DML) on a PostgreSQL database with zero restrictions, allowing full database control and… | No signals yet | No commit datelisted | No one-command install · Source |
| 2707 | Unranked | postgres-mcp-legacymcp · database | Deprecated Python-based PostgreSQL MCP server. Users should migrate to the new TypeScript version with enhanced features. | No signals yet | No commit datelisted | No one-command install · Source |
| 2708 | Unranked | postgres-mcp-promcp · database | A Postgres MCP server with index tuning, explain plans, health checks, and safe SQL execution. | No signals yet | No commit datelisted | No one-command install · Source |
| 2709 | Unranked | postgres-patternsskill · database | PostgreSQL database patterns for query optimization, schema design, indexing, and security. Based on Supabase best practices. | No signals yet | No commit datelisted | armory install postgres-patterns --cli claude |
| 2710 | Unranked | postgres-prosubagent · database | Use when you need to optimize PostgreSQL performance, design high-availability replication, or troubleshoot database issues at scale. Invoke this… | No signals yet | No commit datelisted | armory install postgres-pro --cli claude |
| 2711 | Unranked | postgresqlrules · database | PostgreSQL production rules. Safe migrations, parameterized queries, TIMESTAMPTZ, proper indexing strategy. | No signals yet | No commit datelisted | armory install postgresql --cli claude |
| 2712 | Unranked | postgresql-2skill · database | Design a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns, and advanced features | No signals yet | No commit datelisted | armory install postgresql-2 --cli claude |
| 2713 | Unranked | postgresql-dbasubagent · database | Work with PostgreSQL databases using the PostgreSQL extension. | No signals yet | No commit datelisted | armory install postgresql-dba --cli claude |
| 2714 | Unranked | postgresql-optimizationskill · database | PostgreSQL database optimization workflow for query tuning, indexing strategies, performance analysis, and production database management. | No signals yet | No commit datelisted | armory install postgresql-optimization --cli claude |
| 2715 | Unranked | power-db-mcpmcp · database | A 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 yet | No commit datelisted | No one-command install · Source |
| 2716 | Unranked | prisma-expertskill · database | Prisma ORM expert for schema design, migrations, query optimization, relations modeling, and database operations. Use PROACTIVELY for Prisma schema… | No signals yet | No commit datelisted | armory install prisma-expert --cli claude |
| 2717 | Unranked | prisma-postgresmcp · database | Integrates with Prisma Postgres databases for schema migrations, database creation, backup management, connection string handling, SQL query… | No signals yet | No commit datelisted | No one-command install · Source |
| 2718 | Unranked | pythonrules · database | Python best practices and patterns for modern software development with Flask and SQLite | No signals yet | No commit datelisted | armory install python --cli claude |
| 2719 | Unranked | rag-engineerskill · database | Expert in building Retrieval-Augmented Generation systems. Masters embedding models, vector databases, chunking strategies, and retrieval optimization… | No signals yet | No commit datelisted | armory install rag-engineer --cli claude |
| 2720 | Unranked | ragdocs-mcp-servermcp · database | Enables semantic search and management of documentation through vector similarity using Qdrant and Ollama/OpenAI embeddings. | No signals yet | No commit datelisted | No one-command install · Source |
| 2721 | Unranked | rails-activerecord-expertsubagent · database | Expert in Rails ActiveRecord optimization, complex queries, and database performance. Provides intelligent, project-aware database solutions that… | No signals yet | No commit datelisted | armory install rails-activerecord-expert --cli claude |
| 2722 | Unranked | railway-databaseskill · database | Add official Railway database services (Postgres, Redis, MySQL, MongoDB). Use when user wants to add a database, says "add postgres", "add redis"… | No signals yet | No commit datelisted | armory install railway-database --cli claude |
| 2723 | Unranked | railway-newskill · database | Create Railway projects, services, and databases with proper configuration. Use when user says "setup", "deploy to railway", "initialize", "create… | No signals yet | No commit datelisted | armory install railway-new --cli claude |
| 2724 | Unranked | railway-templatesskill · database | Search and deploy services from Railway's template marketplace. Use when user wants to add a service from a template, find templates for a specific… | No signals yet | No commit datelisted | armory install railway-templates --cli claude |
| 2725 | Unranked | redis-patternsskill · database | Redis data structure patterns, caching strategies, distributed locks, rate limiting, pub/sub, and connection management for production applications. | No signals yet | No commit datelisted | armory install redis-patterns --cli claude |
| 2726 | Unranked | robin-deruyck-ordali-memorymcp · database | SQLite-backed project memory and governance trace store for MCP-enabled AI workflows. | No signals yet | No commit datelisted | No one-command install · Source |
| 2727 | Unranked | rollback-deployworkflow · database | Rollback deployment to previous version with safety checks, database considerations, and monitoring | No signals yet | No commit datelisted | armory install rollback-deploy --cli claude |
| 2728 | Unranked | saas-multi-tenantskill · database | Design and implement multi-tenant SaaS architectures with row-level security, tenant-scoped queries, shared-schema isolation, and safe cross-tenant… | No signals yet | No commit datelisted | armory install saas-multi-tenant --cli claude |
| 2729 | Unranked | school-finance-mcpmcp · database | MCP server for SchoolFinance, a single-user school finance app, exposing tools and resources for managing students, classes, payments… | No signals yet | No commit datelisted | No one-command install · Source |
| 2730 | Unranked | scientific-writingskill · database | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process: (1)… | No signals yet | No commit datelisted | armory install scientific-writing --cli claude |
| 2731 | Unranked | sealca-sql-guardmcp · database | SQL safety layer that classifies queries and requires confirmation for mutations. | No signals yet | No commit datelisted | No one-command install · Source |
| 2732 | Unranked | security-complianceskill · database | Guides security professionals in implementing defense-in-depth security architectures, achieving compliance with industry frameworks (SOC2, ISO27001… | No signals yet | No commit datelisted | armory install security-compliance --cli claude |
| 2733 | Unranked | selfhosted-supabase-mcpmcp · database | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 2734 | Unranked | semoss-dev-mcpmcp · database | Provides focused, topic-scoped search tools for SEMOSS developer documentation, backed by a vector engine. Also includes a web portal for browsing the… | No signals yet | No commit datelisted | No one-command install · Source |
| 2735 | Unranked | shebanq-mcpmcp · database | Enables users to ask plain-language linguistic questions about the Hebrew Bible and receive the corresponding MQL query and results from the BHSA… | No signals yet | No commit datelisted | No one-command install · Source |
| 2736 | Unranked | shell-wrapper-guardhook · database | Detects destructive commands hidden inside shell wrappers (sh -c, bash -c, python3 -c, node -e, perl -e, ruby -e). Complements… | No signals yet | No commit datelisted | armory install shell-wrapper-guard --cli claude |
| 2737 | Unranked | smart-contract-auditorsubagent · database | Use this agent when conducting security audits of smart contracts. Specializes in vulnerability detection, attack vector analysis, and comprehensive… | No signals yet | No commit datelisted | armory install smart-contract-auditor --cli claude |
| 2738 | Unranked | snowflake-data-engineering-cursorrules-prompt-filerules · database | Cursor rules for Snowflake SQL, data pipelines (Dynamic Tables, Streams, Tasks, Snowpipe), semi-structured data, Snowflake Postgres, and cost… | No signals yet | No commit datelisted | armory install snowflake-data-engineering-cursorrules-prompt-file --cli claude |
| 2739 | Unranked | snowflake-semanticviewworkflow · database | Create, alter, and validate Snowflake semantic views using Snowflake CLI (snow). Use when asked to build or troubleshoot semantic views/semantic layer… | No signals yet | No commit datelisted | armory install snowflake-semanticview --cli claude |
| 2740 | Unranked | sparkvibe-memorymeshmcp · database | Persistent zero-dependency AI memory using SQLite with local-first, cross-tool portability. | No signals yet | No commit datelisted | No one-command install · Source |
| 2741 | Unranked | spencerpauly-querybearmcp · database | MCP server for safe AI access to production databases with SQL AST parsing, table allowlisting, column filtering, and row limits. | No signals yet | No commit datelisted | No one-command install · Source |
| 2742 | Unranked | sql-injection-testingskill · database | This skill should be used when the user asks to "test for SQL injection vulnerabilities", "perform SQLi attacks", "bypass authentication using SQL… | No signals yet | No commit datelisted | armory install sql-injection-testing --cli claude |
| 2743 | Unranked | sql-migrationsworkflow · database | SQL database migrations with zero-downtime strategies for PostgreSQL, MySQL, SQL Server | No signals yet | No commit datelisted | armory install sql-migrations --cli claude |
| 2744 | Unranked | sql-prosubagent · database | Use this agent when you need to optimize complex SQL queries, design efficient database schemas, or solve performance issues across PostgreSQL, MySQL… | No signals yet | No commit datelisted | armory install sql-pro --cli claude |
| 2745 | Unranked | sql-pro-2skill · database | Master modern SQL with cloud-native databases, OLTP/OLAP optimization, and advanced query techniques. Expert in performance tuning, data modeling, and… | No signals yet | No commit datelisted | armory install sql-pro-2 --cli claude |
| 2746 | Unranked | sqli-detectormcp · database | Enables AI-assisted security assessments by scanning URLs for SQL injection vulnerabilities using error-based, boolean-based, and time-based detection… | No signals yet | No commit datelisted | No one-command install · Source |
| 2747 | Unranked | sqlite-explorer-fastmcp-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 |
| 2748 | Unranked | sqlite-literature-management-fastmcp-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 |
| 2749 | Unranked | sqlmap-database-penetration-testingskill · database | This skill should be used when the user asks to "automate SQL injection testing," "enumerate database structure," "extract database credentials using… | No signals yet | No commit datelisted | armory install sqlmap-database-penetration-testing --cli claude |
| 2750 | Unranked | squatch-harbor-mcpmcp · database | A local MCP server that indexes and searches your past Claude sessions using SQLite FTS5. No cloud, runs entirely on your machine. | No signals yet | No commit datelisted | No one-command install · Source |
| 2751 | Unranked | srclightmcp · database | Deep code indexing for AI agents using SQLite FTS5, tree-sitter parsing, and embeddings. | No signals yet | No commit datelisted | No one-command install · Source |
| 2752 | Unranked | supabase-backup-managerworkflow · database | Manage Supabase database backups with automated scheduling and recovery procedures | No signals yet | No commit datelisted | armory install supabase-backup-manager --cli claude |
| 2753 | Unranked | supabase-data-explorerworkflow · database | Explore and analyze Supabase database data with intelligent querying and visualization | No signals yet | No commit datelisted | armory install supabase-data-explorer --cli claude |
| 2754 | Unranked | supabase-lite-mcp-servermcp · database | A lightweight MCP server that provides 8 essential Supabase database management commands with minimal token usage, enabling efficient database… | No signals yet | No commit datelisted | No one-command install · Source |
| 2755 | Unranked | supabase-mcp-coleam00mcp · database | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 2756 | Unranked | supabase-migration-assistantworkflow · database | Generate and manage Supabase database migrations with automated testing and validation | No signals yet | No commit datelisted | armory install supabase-migration-assistant --cli claude |
| 2757 | Unranked | supabase-performance-optimizerworkflow · database | Optimize Supabase database performance with intelligent analysis and recommendations | No signals yet | No commit datelisted | armory install supabase-performance-optimizer --cli claude |
| 2758 | Unranked | supabase-postgres-best-practicesskill · database | Postgres performance optimization and best practices from Supabase. Use this skill when writing, reviewing, or optimizing Postgres queries, schema… | No signals yet | No commit datelisted | armory install supabase-postgres-best-practices --cli claude |
| 2759 | Unranked | supabase-postgres-best-practices-2skill · database | Postgres performance optimization and best practices from Supabase. Use this skill when writing, reviewing, or optimizing Postgres queries, schema… | No signals yet | No commit datelisted | armory install supabase-postgres-best-practices-2 --cli claude |
| 2760 | Unranked | supabase-postgrestmcp · database | Connects to Supabase projects using PostgREST, or standalone PostgREST servers, enabling natural language querying and management of PostgreSQL data. | No signals yet | No commit datelisted | No one-command install · Source |
| 2761 | Unranked | supabase-realtime-monitorworkflow · database | Monitor and optimize Supabase realtime connections with performance analysis and debugging | No signals yet | No commit datelisted | armory install supabase-realtime-monitor --cli claude |
| 2762 | Unranked | supabase-realtime-optimizersubagent · database | Supabase realtime performance specialist. Use PROACTIVELY to optimize realtime subscriptions, debug connection issues, and improve realtime… | No signals yet | No commit datelisted | armory install supabase-realtime-optimizer --cli claude |
| 2763 | Unranked | supabase-schema-architectsubagent · database | Supabase database schema design specialist. Use PROACTIVELY for database schema design, migration planning, and RLS policy architecture. | No signals yet | No commit datelisted | armory install supabase-schema-architect --cli claude |
| 2764 | Unranked | supabase-schema-syncworkflow · database | Synchronize database schema with Supabase using MCP integration | No signals yet | No commit datelisted | armory install supabase-schema-sync --cli claude |
| 2765 | Unranked | supabase-security-auditworkflow · database | Conduct comprehensive Supabase security audit with RLS analysis and vulnerability assessment | No signals yet | No commit datelisted | armory install supabase-security-audit --cli claude |
| 2766 | Unranked | supabase-type-generatorworkflow · database | Generate TypeScript types from Supabase schema with automatic synchronization and validation | No signals yet | No commit datelisted | armory install supabase-type-generator --cli claude |
| 2767 | Unranked | support-tickets-mcp-servermcp · database | Enables asking questions in plain English about 61,765 customer-support tickets, returning exact answers computed via SQL queries over DuckDB. | No signals yet | No commit datelisted | No one-command install · Source |
| 2768 | Unranked | syumai-idgenmcp · database | Provides four distinct ID generation tools (UUID, XID, ULID, and shortuuid) for creating unique identifiers in database entries, tracking systems, or… | No signals yet | No commit datelisted | No one-command install · Source |
| 2769 | Unranked | tai-dynamic-postgres-mcpmcp · database | Generates FastMCP tools for PostgreSQL DML operations (insert, select, update, delete) per table based on schema introspection, with Pydantic models… | No signals yet | No commit datelisted | No one-command install · Source |
| 2770 | Unranked | test-emp-database-mcp-2mcp · database | An employee-analytics MCP server backed by SQLite that provides hand-written SQL queries for common analytics tasks like salary ranking and department… | No signals yet | No commit datelisted | No one-command install · Source |
| 2771 | Unranked | thinkingdata-mcpmcp · database | Enables AI to interact with ThinkingData analytics through a read-only MCP service, supporting event/property queries, event analysis, retention… | No signals yet | No commit datelisted | No one-command install · Source |
| 2772 | Unranked | tn-trustee-mcpmcp · database | Read-only MCP server for public Tennessee property-tax information, with SQLite caching and support for Cheatham and Stewart counties. | No signals yet | No commit datelisted | No one-command install · Source |
| 2773 | Unranked | topoteretes-cognee-mcpmcp · database | AI-friendly database and knowledge-management capabilities via various database schemes. | No signals yet | No commit datelisted | No one-command install · Source |
| 2774 | Unranked | universalbenchmcp · database | Cloud workbench for executing Python and bash code, performing web searches, and integrating with Supabase, WordPress, GitHub, and LLMs through a… | No signals yet | No commit datelisted | No one-command install · Source |
| 2775 | Unranked | user-story-context-mcp-servermcp · database | Enables MCP-capable agents to retrieve relevant slices of a user-story knowledge graph (stored in Supabase + pgvector) using three retrieval verbs… | No signals yet | No commit datelisted | No one-command install · Source |
| 2776 | Unranked | uspto-databaseskill · database | USPTO patent and trademark data workflow for official record lookup, PatentSearch queries, TSDR checks, assignment data, and reproducible IP research… | No signals yet | No commit datelisted | armory install uspto-database --cli claude |
| 2777 | Unranked | vector-database-engineersubagent · database | Expert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate, Qdrant, Milvus, and pgvector for RAG… | No signals yet | No commit datelisted | armory install vector-database-engineer --cli claude |
| 2778 | Unranked | vectorcodemcp · database | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 2779 | Unranked | vectorizemcp · database | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 2780 | Unranked | versedbmcp · database | Comic book database for searching comics, creators, characters, and managing collections. | No signals yet | No commit datelisted | No one-command install · Source |
| 2781 | Unranked | vidsightmcp · database | Enables AI agents to query local video timelines by extracting speech, frame captions, and on-screen text into a SQLite store, exposing search and… | No signals yet | No commit datelisted | No one-command install · Source |
| 2782 | Unranked | volsier-memforgemcp · database | Team engineering memory for AI coding assistants with 47 MCP tools and pgvector semantic search. | No signals yet | No commit datelisted | No one-command install · Source |
| 2783 | Unranked | watashi-dbmcp · database | Provides a local, persistent context database for AI tools via MCP, enabling them to recall user preferences, decisions, and experiences across… | No signals yet | No commit datelisted | No one-command install · Source |
| 2784 | Unranked | waystation-postgresmcp · database | Connect to PostgreSQL databases to query data and schemas | No signals yet | No commit datelisted | No one-command install · Source |
| 2785 | Unranked | wealthi-coach-mcp-servermcp · database | Read-only MCP server providing Wealthi's AI Coach with scoped access to student progress data from Firestore and Supabase, enabling AI to retrieve… | No signals yet | No commit datelisted | No one-command install · Source |
| 2786 | Unranked | wenerme-wener-mssql-mcpmcp · database | MSSQL database integration with schema inspection and query capabilities | No signals yet | No commit datelisted | No one-command install · Source |
| 2787 | Unranked | wherobotsmcp · database | Generate and run high-performance spatial SQL queries on open and private geospatial data at cloud scale. | No signals yet | No commit datelisted | No one-command install · Source |
| 2788 | Unranked | windows-privilege-escalationskill · database | This skill should be used when the user asks to "escalate privileges on Windows," "find Windows privesc vectors," "enumerate Windows for privilege… | No signals yet | No commit datelisted | armory install windows-privilege-escalation --cli claude |
| 2789 | Unranked | zinc-databaseskill · database | Access ZINC (230M+ purchasable compounds). Search by ZINC ID/SMILES, similarity searches, 3D-ready structures for docking, analog discovery, for… | No signals yet | No commit datelisted | armory install zinc-database --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.