Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 901 | 38.412 | precis-mcpmcp · database | A uniform API for agents to read, write, and search across papers, documents, code, and personal state, using PostgreSQL with pgvector for hybrid… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | nlqueriesmcp · database | Natural language to SQL engine with multi-connector support (PostgreSQL, MySQL, Snowflake, BigQuery, DuckDB), document QA, semantic caching, and… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | llm-usage-cost-trackermcp · database | A local-first, multi-provider cost meter for LLM usage, exposed as MCP tools. Captures every call into a local SQLite ledger and lets any coding agent… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | pathmarkmcp · database | Local-first memory for MCP clients. It provides shared durable memory without requiring hosted accounts, vector databases, or API keys, and works with… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | hipocampomcp · database | Dual-memory MCP system with PostgreSQL 17 + pgvector + NVIDIA NIM embeddings. 11 tools: search, save, profile, health, auto-repair, stats, tune… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | gitcontributemcp · database | MCP server that helps coding agents research and prepare GitHub contributions by gathering repository guidance, related work, code context, and… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | db-mcp-gatewaymcp · database | Provides read-only access to databases for MCP-compatible AI tools, allowing schema exploration and SELECT queries without exposing credentials or… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | sqlserver-semantic-mcpmcp · database | Provides a semantic intelligence layer for SQL Server databases, enabling AI agents to understand schema structure, relationships, and safely interact… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | oraclemcpmcp · database | Governed, least-privilege Oracle Database access for AI agents via the Model Context Protocol, enabling schema introspection, DDL, ad-hoc queries, and… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | brokremcp · database | Local credential broker that enables AI agents to securely run CLI tools like SSH and MySQL without exposing passwords to the AI context, environment… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | geond-agent-protocolmcp · database | Local-first shared memory and coordination layer for AI coding agents, with repository evidence, reservations, handoffs, code graph context, and… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | gh-musharna-plant-genomicsmcp · database | Access 32 plant genomics tools across 11 biological databases via MCP. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | mcp-redis-monitormcp · database | FastMCP server with read-only tools to monitor Redis — queue depths, Celery queue status, connected clients, server/memory info, and per-database key… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | opencode-history-mcpmcp · database | Search past OpenCode conversation history before starting new work on a module or file, via a local read-only FTS5 index built from OpenCode's own… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | data-studio-mcp-servermcp · database | Enables AI coding agents to securely access 70+ SQL and NoSQL databases via dockit and sqlkit, using plain language queries. It provides a three-tier… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | domdomegg-open-food-factsmcp · database | Searches and contributes to the Open Food Facts open food database. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | ctxmemmcp · database | Provides AI agents with persistent, local, and shareable project memory by storing decisions and code context in a searchable SQLite index, supporting… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | taylorleese-toolzmcp · database | Manages conversation contexts, code snippets, and todo lists across sessions through SQLite storage while providing second opinions by integrating… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | oceanbase-oracle-mcp-servermcp · database | Enables AI assistants to directly connect to OceanBase databases (Oracle mode) for querying, schema browsing, PL/SQL export, and execution plan… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | mcp-mrtr-devops-demomcp · database | Enables stateless human-in-the-loop DevOps automation, demonstrating MCP SEP-2322 multi-round trip requests for emergency database migration… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | renanlido-custom-databasemcp · database | Provides secure database access across PostgreSQL, MySQL, MongoDB, and Oracle databases with credential management, connection configuration, and… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | open-db-mcpmcp · database | A multi-database MCP server that enables LLM agents to safely access MySQL, Oracle, DM, PostgreSQL, and SQLite databases with security features like… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | emilianorojas-sql-server-reviewermcp · database | Read-only MCP server for SQL Server database analysis with 9 tools for schema inspection, stored procedure review, dependency mapping, and index… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | mismemmcp · database | Provides persistent, cooperative memory for LLMs via MCP, with SQLite storage and tools for capturing, recalling, consolidating, crystallizing, and… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | knowledginemcp · database | Local-first MCP server that extracts structured knowledge from markdown notes into SQLite with full-text search, enabling AI coding tools to retrieve… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | codex-history-hubmcp · database | Local-first, read-only Codex session aggregator that indexes multiple CODEX_HOME directories into a SQLite database and provides MCP tools for… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | database-mcp-server-2mcp · database | Enables AI assistants to safely query and explore SQL Server and PostgreSQL databases with read-only access, supporting schema discovery, relationship… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | mikeylong-agent-memorymcp · database | Local-first cross-agent memory layer using SQLite with optional Ollama semantic embeddings for shared durable memory across Codex and Claude Code… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | membotmcp · database | Provides a persistent, versioned, and searchable context store for AI agents with local embedding and hybrid search. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | memory-kernelmcp · database | A local memory layer for AI agents that stores structured memories in SQLite and retrieves relevant context for tasks. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | io-github-willorn-mcp-yashanmcp · database | Enables AI assistants to query YashanDB using natural language through SQL operations. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | gh-xjly-neo4j-graphmcp · database | Query a Neo4j graph database with read-only access via schema inspection, property search, neighborhood traversal, and custom Cypher queries. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | aarifmms-keyblindmcp · database | Encrypted secrets vault that blinds AI agents to API keys. Stores secrets in AES-256-GCM encrypted SQLite vault, resolves them at runtime via MCP… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | sql-mcpmcp · database | Enables running parameterized SQL queries against a PostgreSQL database via an MCP tool. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | tushar-badhwar-nlsqlmcp · database | Node.js wrapper that converts natural language queries into SQL operations for SQLite, PostgreSQL, and MySQL databases using OpenAI and CrewAI… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | qnton-imcpmcp · database | Read-only IMAP email access with SQLite FTS5 caching, enabling fast full-text search across synced messages. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | infinite-context-keepermcp · database | MCP server providing context usage estimation, conversation compaction, and durable semantic memory via local embeddings and SQLite. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | mcp-backendmcp · database | MCP server providing backend access to PostgreSQL, Storage (Supabase/S3), Iceberg data lake, and SQL seeds. It offers 32 tools for database queries… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | krusch-memorymcp · database | Persistent local-first semantic memory for AI agents with vector embeddings, temporal decay, and SQLite/PostgreSQL support. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | macoratti-notesmcp · database | Simple MCP server for creating and listing notes using SQLite persistence, implemented in C# with .NET 10. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | shaiksahilrizwan-mysqlmcp · database | Connects AI assistants to MySQL databases via stdio with tools for listing databases, browsing tables, retrieving rows, and executing custom SQL… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | mimer-mcpmcp · databasealso listed as mimersql | Enables Mimer SQL database connectivity for browsing schemas, executing read-only queries with parameterization, and managing stored procedures. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | icerhymers-spark-connectmcp · database | Query Apache Spark and Databricks clusters using DataFrame and SQL tools with read-only safety defaults. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | thezenmonster-agentmemmcp · database | Governed memory for coding agents with trust lifecycle (hypothesis → active → validated → deprecated), conflict detection, staleness tracking, and… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | andrewschreiber-desktop-insightsmcp · database | Query a database of 12,000+ macOS and Windows desktop apps to look up technology stacks, SDKs, and frameworks used in popular applications. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | jpgomesf-postgresmcp · database | Read-only MCP server for PostgreSQL with multi-database support and AWS Secrets Manager integration, written in Go. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | universal-memory-servicemcp · database | Self-hosted service providing unified memory search and write operations across file-based memory, vector embeddings, and the Graphiti temporal… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | labforgedev-copilot-memorymcp · database | Persistent semantic memory for AI coding assistants using local ChromaDB vector search with no cloud dependencies. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | potato-castle-mono-memorymcp · database | Lightweight self-hosted team memory server with SQLite storage for saving, searching, and retrieving contextual information across AI coding sessions. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | car2dbmcp · database | Access to Car2DB automotive database for vehicle specs, make/model/trim catalogs, and equipment data. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | labmate-mcpmcp · database | An AI lab companion that connects Claude to scientific databases, computational chemistry tools, bench references, and publication utilities, covering… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | beingpro007-memdxmcp · database | Provides local memory layer using Qdrant vector storage and Ollama embeddings for persistent context storage across conversations, automatically… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | binspire-waste-managementmcp · database | Connects to PostgreSQL-based waste management systems to enable tracking of trashbin collections, audit management, issue monitoring, and operational… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | fastmcp-mysql-servermcp · database | A secure and efficient MCP server for MySQL database operations, enabling LLMs to execute SQL queries with read-only access by default and optional… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | cdata-jdbc-databasemcp · database | Connects to any JDBC-compliant database for table discovery, metadata retrieval, and SQL query execution with automatic dialect detection and… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | lecigarevolant-arxivmcp · database | Integrates with arXiv's academic paper database to search publications by title, author, or keywords, retrieve metadata and PDF URLs, download papers… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | biomarker-mcpmcp · database | Enables querying celltype markers from CellMarker database using natural language. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | luxter77-kbdbmcp · database | PostgreSQL-backed RAG server that provides semantic search across document embeddings using pgvector, supporting multiple search modalities including… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | onlinekommentarmcp · database | Integrates with the Online Kommentar legal commentary database to search Swiss legal commentaries with filters and retrieve detailed commentary… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | sqlite-mcp-servermcp · database | Enables natural language interaction with local SQLite databases through Claude Desktop, translating plain English queries into SQL for data analysis… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | kukapay-eipsmcp · database | Provides semantic search across Ethereum Improvement Proposals using vector embeddings and LanceDB to retrieve relevant EIP documentation chunks for… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | ms-fabric-mcpmcp · database | Enables LLMs to query and explore schemas in Microsoft Fabric lakehouses, warehouses, and SQL databases using natural language, with tools for… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | ingeniousidiocy-consumer-complaintsmcp · database | Provides access to the Consumer Financial Protection Bureau's complaint database for searching and retrieving banking and financial service complaints… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | mongodb-mcp-servermcp · database | Enables interaction with MongoDB databases through the Model Context Protocol, supporting CRUD operations, secure connections, and easy IDE… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | luebken-playlistmcp · database | Fetches and indexes YouTube playlist transcripts for quick search through vector embeddings, enabling efficient content discovery without watching… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | mcp-sqlite-managermcp · database | Enables SQLite database interactions including querying, updating, and schema management through structured tools. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | npm-docs-servermcp · database | Fetches metadata and README documentation for NPM packages, with local caching via SQLite for improved performance. | 3 stars | No one-command install · Source | |
| 901 | 38.412 | robinong79-cosmosmcp · database | Provides a bridge between Azure Cosmos DB and natural language interaction, enabling database operations like inserting, retrieving, updating, and… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | database-connectormcp · database | Provides a unified interface for connecting to and interacting with multiple database systems (SQLite, PostgreSQL, MySQL/MariaDB, SQL Server) through… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | guanxinyuan-neo4jmcp · database | Provides natural language interfaces to Neo4j graph databases for executing Cypher queries, storing knowledge graph data, and building persistent… | 3 stars | No one-command install · Source | |
| 901 | 38.412 | kgrag-mcp-servermcp · database | Implements the Model Context Protocol for managing, ingesting, and querying structured and unstructured data with integration to graph databases… | 3 stars | No commit datelisted | No one-command install · Source |
| 973 | 38.066 | redis-mcpmcp · database | Enables exploring and diagnosing a Redis instance from MCP clients with read-only safety, using SCAN instead of KEYS for safe key enumeration. | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | protein-labmcp · database | Manages local protein experiments with a Flask backend and SQLite, offering tools for protein library management, Beer-Lambert concentration… | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | aaronroef-applemcp · databasealso listed as apple-mcp, apple-mcp-2 | Provides 28 read/write tools for macOS Apple applications including Notes, Reminders, Calendar, Contacts, and Safari via local stdio using SQLite and… | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | pgautopilotmcp · database | Enables AI assistants to interact with PostgreSQL databases through natural language, with schema-aware query generation and enterprise safety… | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | codeintel-mcp-servermcp · database | Enables AI agents to perform hybrid code search, get explanations, analyze relations and impacts, retrieve context packs, and generate documentation… | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | srs-mcpmcp · database | Enables agents to perform spaced-repetition learning with FSRS scheduling, including adding cards, reviewing due cards, and grading recall, using a… | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | openanalyst-mcp-servermcp · database | MCP server that turns coding agents into data analysts: attach CSV/Parquet/JSON/XLSX or databases, profile data, run read-only SQL, and render… | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | kalki-kgp-whatsapp-macosmcp · database | Read WhatsApp messages from the local macOS database and send replies via WhatsApp Web. | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | colabfitmcp · database | Query and download datasets from the ColabFit materials science database | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | gh-hovecapital-read-only-postgresqlmcp · database | Read-only PostgreSQL database queries for safe local database exploration. | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | gh-marekrost-spreadsheetmcp · database | Read and write spreadsheet files with cell-level operations and DuckDB SQL engine. | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | debug-recorder-mcpmcp · database | Local-first debug memory for MCP clients. Record incidents, commands, failed attempts, successful fixes, diagnostics, and searchable debugging history… | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | getmystadmin-urdbmcp · database | Search the URDB product integrity database for enshittification events, integrity scores, and change tracking. | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | shinobimcp · database | Task spine + searched dead-ends + mobile approvals for AI coding agents — one shared brain across every session, machine, and device. Local SQLite or… | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | appmcpmcp · database | AppMCP enables AI agents to build and publish self-contained HTML apps that query live data via a secure, read-only SQL proxy, with Azure AD… | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | infra-lens-mcpmcp · database | Enables explaining Linux incidents over SSH with baseline-aware MCP tooling, including live diagnostics, SQLite history, and review-first workflows. | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | lintbasemcp · database | Real-time Firestore and MongoDB schema context for AI coding agents. | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | bollard-mcpmcp · database | Enables safe, AI-driven database interactions with schema discovery, intent validation, and session memory, supporting multiple databases. | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | kruschdev-pg-git-semantic-memorymcp · database | PostgreSQL-backed semantic Git storage for AI coding agents with pgvector embeddings, local Ollama models, and temporal decay scoring. | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | codeforall-citusmcp · database | Provides monitoring, analysis, and management capabilities for Citus distributed PostgreSQL clusters. | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | alissonjcdev-wordpressmcp · database | Manages WordPress sites through a companion PHP plugin, supporting content creation, Elementor page building, themes, plugins, media, and direct… | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | gh-stucchi-dbmcp · database | Database connectivity for MySQL, PostgreSQL, and MongoDB with SSH tunneling. | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | shakram02-mysql-readonlymcp · database | Provides secure read-only MySQL database access with strict query validation that blocks all write operations and dangerous functions while allowing… | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | convo-history-mcpmcp · database | Fetches conversations from PostgreSQL and renders them as beautifully formatted, human-readable terminal output. | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | eansearchmcp · database | Search products by barcode (EAN, UPC, GTIN) or keyword using the EAN-Search.org database. | 2 stars · 1 fork | No one-command install · Source | |
| 973 | 38.066 | jaxondigital-optimizely-dxpmcp · database | Integrates with Optimizely DXP deployment operations through PowerShell to manage environment-to-environment deployments, database operations, storage… | 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.