Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1001 | 64.134 | satsuj1n-xpmcp · database | Analyzes XP Investimentos investment portfolios by parsing PDF and CSV exports into a local SQLite database. | 12 stars · 1 fork | No one-command install · Source | |
| 1002 | 64.134 | dryas-mail-shadowmcp · database | Read-only IMAP email access via local SQLite sync for AI agents, with full-text search and thread retrieval. | 12 stars · 1 fork | No one-command install · Source | |
| 1003 | 64.134 | datachartermcp · database | Read-only, PII-masked MCP server for querying data federated through DuckDB — list sources/tables, inspect schemas, and run SQL across Postgres… | 12 stars · 1 fork | No one-command install · Source | |
| 1004 | 64.294 | mementomcp · database | Local-first, LLM-agnostic memory layer for AI assistants using a local SQLite database. | 22 stars | No one-command install · Source | |
| 1005 | 64.619 | hermanwong-optimized-memorymcp · database | Integrates with SQLite to provide a persistent knowledge graph for efficient memory management and relationship modeling across conversations. | 6 stars · 5 forks | No one-command install · Source | |
| 1006 | 64.707 | sgx-labs-statelessagentmcp · database | Memory with provenance tracking — records where agent knowledge originated and detects when sources change. 17 MCP tools for session handoffs… | 23 stars | No one-command install · Source | |
| 1007 | 64.883 | ddev-mcpmcp · database | Enables AI assistants to automate DDEV development environments, including project management, database operations, and executing commands for various… | 13 stars · 1 fork | No one-command install · Source | |
| 1008 | 64.883 | sailro-http-proxymcp · database | HTTP/HTTPS MITM proxy that captures all traffic to SQLite and exposes 13 tools for inspecting, filtering, and analyzing network requests through… | 13 stars · 1 fork | No one-command install · Source | |
| 1009 | 65.043 | xlisp-datomicmcp · database | Provides direct access to Datomic databases through nine specialized tools covering connection management, schema installation, data loading with… | 10 stars · 2 forks | No one-command install · Source | |
| 1010 | 65.043 | physionet-mcpmcp · database | Enables querying and exploring PhysioNet biomedical datasets via BigQuery, with tools to list accessible datasets, view schemas, inspect tables, and… | 10 stars · 2 forks | No one-command install · Source | |
| 1011 | 65.138 | augmented-nature-surechemblmcp · database | Integrates with SureChEMBL's chemical patent database to enable patent searches, chemical compound discovery, structure analysis, and data export for… | 7 stars · 5 forks | No one-command install · Source | |
| 1012 | 65.223 | mekanixms-sqlite-explorermcp · database | Integrates with SQLite databases to enable AI-driven schema exploration, querying, updates, and statistical analysis for efficient data management and… | 8 stars · 4 forks | No one-command install · Source | |
| 1013 | 65.223 | dubin555-clickhousemcp · database | Enables read-only ClickHouse database interactions for schema inspection and SQL query execution, returning results in JSON format for data analysis… | 8 stars · 4 forks | No one-command install · Source | |
| 1014 | 65.223 | medsaad-mysql-db-navigatormcp · database | Enables direct access to MySQL/MariaDB databases for querying, schema exploration, and database management with comprehensive security measures… | 8 stars · 4 forks | No one-command install · Source | |
| 1015 | 65.223 | flink-mcpmcp · database | Enables interaction with Apache Flink clusters via the SQL Gateway, allowing query execution, session management, and job control through MCP tools. | 8 stars · 4 forks | No one-command install · Source | |
| 1016 | 65.223 | cdata-ebay-jdbcmcp · database | Provides access to eBay data through JDBC connections, enabling SQL queries for data discovery, metadata retrieval, and complex analysis operations… | 8 stars · 4 forks | No one-command install · Source | |
| 1017 | 65.223 | imran31415-codemode-sqlitemcp · database | SQLite operations via sandboxed Go code execution for faster, token-efficient database queries | 8 stars · 4 forks | No one-command install · Source | |
| 1018 | 65.543 | burakdirin-mysqldbmcp · database | Enables direct SQL query execution and database connections to MySQL databases through a simple interface that returns results in JSON format. | 9 stars · 3 forks | No one-command install · Source | |
| 1019 | 65.543 | doris-mcp-servermcp · database | Enables natural language querying of Apache Doris databases via LLM-powered SQL generation, execution, and metadata management through the MCP… | 9 stars · 3 forks | No one-command install · Source | |
| 1020 | 65.543 | ahmad-act-employee-leave-managermcp · database | Provides containerized employee leave management with tools for checking balances, applying for leave with specific dates, and retrieving leave… | 9 stars · 3 forks | No one-command install · Source | |
| 1021 | 65.543 | florinel-chis-prestashopmcp · database | Provides searchable access to PrestaShop's official documentation through locally-indexed SQLite database with FTS5 full-text search for hooks… | 9 stars · 3 forks | No one-command install · Source | |
| 1022 | 65.543 | obsidian-vectorize-mcpmcp · database | Enables indexing and searching Obsidian notes via MCP, using Cloudflare's serverless platform for cost-effective vector embeddings and AI-powered… | 9 stars · 3 forks | No one-command install · Source | |
| 1023 | 65.543 | mcp-databendmcp · database | Enables AI agents to connect to Databend databases safely with a session sandbox that keeps production read-only while agents experiment. | 9 stars · 3 forks | No one-command install · Source | |
| 1024 | 65.543 | mi-fitness-data-bridgemcp · database | Provides local MCP tools to query your own Xiaomi Mi Fitness health data (sleep, workouts, heart rate, etc.) stored in a local SQLite database… | 9 stars · 3 forks | No one-command install · Source | |
| 1025 | 65.543 | cyanheads-pubchemmcp · database | PubChem chemical database access for compound search, properties, safety data, bioactivity, and cross-references. | 9 stars · 3 forks | No one-command install · Source | |
| 1026 | 65.698 | brucepro-buildautomata-memorymcp · database | Provides persistent memory storage with temporal versioning, semantic search, and automatic decay using SQLite for reliability and Qdrant for vector… | 14 stars · 1 fork | No one-command install · Source | |
| 1027 | 65.698 | hypabasemcp · database | Provides a hypergraph database for storing and querying n-ary relationships with provenance tracking and SQLite persistence. | 14 stars · 1 fork | No one-command install · Source | |
| 1028 | 65.698 | bolnet-memwrightmcp · database | Embedded memory for AI agents with SQLite, pgvector semantic search, and Neo4j graph traversal fused via Reciprocal Rank Fusion. | 14 stars · 1 fork | No one-command install · Source | |
| 1029 | 65.698 | read-only-postgresskill · database | Read-only PostgreSQL query skill for Claude Code. Executes SELECT/SHOW/EXPLAIN/WITH queries across configured databases with strict validation… | 14 stars · 1 fork | No one-command install · Source | |
| 1030 | 66.172 | gh-zas-musicbrainzmcp · database | Query the MusicBrainz music database for artists, albums, recordings, labels, and cover art. | 11 stars · 2 forks | No one-command install · Source | |
| 1031 | 66.172 | ww11-max-csmarmcp · database | CSMAR Chinese financial database access covering 240+ datasets for securities and accounting research. | 11 stars · 2 forks | No one-command install · Source | |
| 1032 | 66.172 | corebasehq-coremcpmcp · database | A secure, tunnel-native database bridge for AI agents. Connects localhost & on-premise databases (MSSQL, etc.) to LLMs with AST-based query safety and… | 11 stars · 2 forks | No one-command install · Source | |
| 1033 | 66.172 | mzaxd-dm8mcp · database | Secure read-only access to DM8 (Dameng) Chinese database systems with SQL injection prevention and query validation | 11 stars · 2 forks | No one-command install · Source | |
| 1034 | 66.172 | pamelafox-postgres-db-demomcp · database | Educational MCP server demonstrating four FastMCP abstraction levels for safe PostgreSQL tool design. | 11 stars · 2 forks | No one-command install · Source | |
| 1035 | 66.172 | sqlambda-pg-lichtmcp · database | PostgreSQL schema exploration MCP server with 11 introspection tools over JSON-RPC 2.0. | 11 stars · 2 forks | No one-command install · Source | |
| 1036 | 66.172 | daizomcp · database | Provides access to Buddhist text corpora including CBETA Chinese texts, SAT Daizōkyō database, and Pali Tipitaka with fuzzy search across titles… | 11 stars · 2 forks | No one-command install · Source | |
| 1037 | 66.172 | thinktraveller-uniarticlesmcp · database | Unified academic literature retrieval across Scopus, ArXiv, and Semantic Scholar databases. | 11 stars · 2 forks | No one-command install · Source | |
| 1038 | 66.258 | crawl4ai-rag-mcp-servermcp · database | An MCP server that integrates Crawl4AI with Supabase to enable AI agents to crawl websites, store content in a vector database, and perform RAG… | 8 stars · 5 forks | No one-command install · Source | |
| 1039 | 66.258 | sajithrw-mysqlmcp · database | Connects to MySQL databases including AWS RDS instances with tools for query execution, schema exploration, table statistics, and database… | 8 stars · 5 forks | No one-command install · Source | |
| 1040 | 66.528 | spec-kit-memory-hubmcp · database | Repository-native, Git-reviewable memory extension for AI coding assistants to persist project context across features, using SQLite caching for up to… | 15 stars · 1 fork | No one-command install · Source | |
| 1041 | 66.528 | barrhawk-premium-e2emcp · database | Self-healing E2E testing framework with tripartite architecture that automatically recovers from application changes and failures using browser… | 15 stars · 1 fork | No one-command install · Source | |
| 1042 | 66.528 | mopanc-depguardmcp · database | Pre-install guardian for npm packages with static code analysis, supply-chain attack detection, vulnerability audit (npm + GitHub Advisory Database)… | 15 stars · 1 fork | No one-command install · Source | |
| 1043 | 66.871 | firetix-vulnerability-intelligencemcp · database | Provides security professionals with comprehensive vulnerability intelligence tools for CVE lookup, CVSS calculation, exploit checking, and timeline… | 9 stars · 4 forks | No one-command install · Source | |
| 1044 | 66.871 | lark-basemcp · database | Integrates with Lark Base (formerly Feishu Bitable) to enable data retrieval, field management, and table manipulation across collaborative… | 9 stars · 4 forks | No one-command install · Source | |
| 1045 | 66.893 | malove86-mysqlmcp · database | Provides direct interface to MySQL databases for executing SQL queries and retrieving relational data with configurable connection parameters. | 10 stars · 3 forks | No one-command install · Source | |
| 1046 | 66.893 | synergy-age-mcpmcp · database | MCP server providing structured access to the SynergyAge database of synergistic genetic interventions affecting lifespan, enabling AI assistants to… | 10 stars · 3 forks | No one-command install · Source | |
| 1047 | 66.893 | mcp-magistrat-civilmcp · database | Provides access to French legal databases (Judilibre and Légifrance) and a structured legal reasoning skill for analyzing civil cases like a French… | 10 stars · 3 forks | No one-command install · Source | |
| 1048 | 66.893 | filemaker-mcpmcp · database | Enables AI assistants to query, analyze, and discover FileMaker database schemas via OData v4, with pandas-powered analytics for efficient data… | 10 stars · 3 forks | No one-command install · Source | |
| 1049 | 67.151 | leixiaotian1-postgresqlmcp · database | Enables direct PostgreSQL database interaction with tools for executing SQL queries, creating tables, and listing database schema, featuring security… | 12 stars · 2 forks | No one-command install · Source | |
| 1050 | 67.193 | allentcm-codebase-ragmcp · database | Provides semantic codebase search and file retrieval using CocoIndex embeddings and PostgreSQL with pgvector for similarity search, enabling natural… | 16 stars · 1 fork | No one-command install · Source | |
| 1051 | 67.193 | robertojoseph-appstore-rejectionsmcp · database | Curated App Store rejection database with reasons, solutions, and case studies. | 16 stars · 1 fork | No one-command install · Source | |
| 1052 | 67.193 | quicken-mcp-servermcp · database | Converts Quicken QIF files into a queryable DuckDB database and exposes financial data through MCP tools, enabling LLMs to query transactions… | 16 stars · 1 fork | No one-command install · Source | |
| 1053 | 67.544 | farhankaz-redismcp · database | Bridge to Redis databases, enabling fast in-memory data operations for AI workflows. | 6 stars · 6 forks | No one-command install · Source | |
| 1054 | 67.778 | goodmemorymcp · database | Local-first, auditable memory for Codex, Claude Code, and MCP clients. It stores scoped user/project memory in SQLite or Postgres, serves read-only… | 17 stars · 1 fork | No one-command install · Source | |
| 1055 | 67.900 | graphmemory-idemcp · database | An AI-assisted, long-term memory system for IDEs, powered by Kuzu graph database. GraphMemory-IDE is an MCP server that provides semantic vector… | 13 stars · 2 forks | No one-command install · Source | |
| 1056 | 67.900 | devakone-mysql-querymcp · database | Provides a secure, read-only bridge to MySQL databases, enabling natural language querying across multiple environments with strict validation and… | 13 stars · 2 forks | No one-command install · Source | |
| 1057 | 67.906 | cryptoradi-schemaflowmcp · database | Provides real-time PostgreSQL schema access through cloud-based caching, delivering cached database structure information including tables, columns… | 9 stars · 5 forks | No one-command install · Source | |
| 1058 | 67.906 | scherlokmcp · database | Zero-config data quality monitoring as MCP tools. Profiles a warehouse (Postgres, BigQuery, Snowflake, MySQL, DuckDB), detects anomalies, and gates CI… | 9 stars · 5 forks | No one-command install · Source | |
| 1059 | 68.021 | johannhartmann-code-analysismcp · database | Provides intelligent code analysis and semantic search for large codebases using TreeSitter parsing, PostgreSQL with pgvector embeddings, and… | 11 stars · 3 forks | No one-command install · Source | |
| 1060 | 68.021 | carloluisito-mind-kegmcp · database | Persistent memory for AI coding agents that stores and retrieves atomic learnings across sessions using semantic search and SQLite. | 11 stars · 3 forks | No one-command install · Source | |
| 1061 | 68.021 | elliotpadfield-unpaywallmcp · database | Integrates with Unpaywall's database to find open access versions of academic papers and retrieve publication metadata including DOIs, author details… | 11 stars · 3 forks | No one-command install · Source | |
| 1062 | 68.021 | brdk-github-as-helpmcp · database | Provides full-text search for B&R Automation Studio help documentation using SQLite FTS5 indexing with BM25 ranking and hierarchical navigation. | 11 stars · 3 forks | No one-command install · Source | |
| 1063 | 68.021 | hackerzhuli-unity-codemcp · database | Provides Unity Editor integration with compilation-resilient architecture that survives Unity's domain reload cycles, enabling asset database refresh… | 11 stars · 3 forks | No one-command install · Source | |
| 1064 | 68.021 | artk0de-tearagsmcp · database | Provides semantic code search across large codebases using vector embeddings and AST-aware chunking with git metadata integration for intelligent code… | 11 stars · 3 forks | No one-command install · Source | |
| 1065 | 68.063 | ryanlisse-lancedbmcp · database | Integrates with LanceDB vector database to enable efficient storage, retrieval, and similarity search of vector embeddings with associated metadata… | 7 stars · 6 forks | No one-command install · Source | |
| 1066 | 68.063 | aniket310101-couchbasemcp · database | Interact directly with Couchbase databases on Capella clusters. Query buckets, perform CRUD operations, execute N1QL queries, and manage data… | 7 stars · 6 forks | No one-command install · Source | |
| 1067 | 68.063 | amansingh0311-qdrant-openai-embeddingsmcp · database | Connects AI systems to Qdrant vector databases for semantic search using OpenAI embeddings, enabling contextual document retrieval and knowledge base… | 7 stars · 6 forks | No one-command install · Source | |
| 1068 | 68.063 | lfnovo-surrealdbmcp · database | Connects to SurrealDB's multi-model database enabling graph, document, and relational operations through ten core tools including query execution… | 7 stars · 6 forks | No one-command install · Source | |
| 1069 | 68.220 | shukwong-gnomadmcp · database | Integrates with gnomAD (Genome Aggregation Database) through ten specialized tools for querying genomic variant data, population frequencies, gene… | 10 stars · 4 forks | No one-command install · Source | |
| 1070 | 68.220 | fable-mcp-servermcp · database | Enables Claude to search, recall, and remember its own past conversations by indexing them into a local SQLite vault, providing direct access to the… | 10 stars · 4 forks | No one-command install · Source | |
| 1071 | 68.220 | danedens-fastmcp-todomcp · database | Integrates with MongoDB and MQTT to enable real-time task management, distribution, and updates for collaborative workflows and automation. | 10 stars · 4 forks | No one-command install · Source | |
| 1072 | 68.715 | codecompassmcp · database | Helps developers tackle legacy codebases by giving AI coding assistants context through Qdrant vector store and Agentic RAG with Ollama or DeepSeek. | 14 stars · 2 forks | No one-command install · Source | |
| 1073 | 68.715 | gurr-i-geminimcp · database | Integrates with Google's Gemini AI models including the 2.5 series with thinking capabilities, vision models, and embedding generation, featuring JSON… | 14 stars · 2 forks | No one-command install · Source | |
| 1074 | 69.000 | quegenx-supabase-postgresqlmcp · database | Provides a bridge to Supabase PostgreSQL databases for managing tables, storage, users, and realtime features through natural language interaction… | 12 stars · 3 forks | No one-command install · Source | |
| 1075 | 69.000 | neverinfamous-postgresqlmcp · database | Enterprise PostgreSQL server with query optimization, index tuning, EXPLAIN analysis, and database health monitoring | 12 stars · 3 forks | No one-command install · Source | |
| 1076 | 69.255 | suxyee-aliyun-slsmcp · database | Queries Alibaba Cloud SLS logs with natural language, supporting multi-region search, SQL analysis, and log context tracing. | 10 stars · 5 forks | No one-command install · Source | |
| 1077 | 69.255 | kinothe-kafkaesque-ssh-commandermcp · database | Enables secure remote server management by executing SSH commands using stored credentials in a SQLite database, providing tools for command execution… | 10 stars · 5 forks | No one-command install · Source | |
| 1078 | 69.255 | zhangzhongnan928-blockchain-signermcp · database | Enables secure blockchain interactions with user-controlled private keys and transaction signing, featuring a Node.js backend, PostgreSQL database… | 10 stars · 5 forks | No one-command install · Source | |
| 1079 | 69.255 | javimaligno-postgresqlmcp · database | PostgreSQL database operations with SQL injection prevention and read-only mode | 10 stars · 5 forks | No one-command install · Source | |
| 1080 | 69.349 | food-data-centralmcp · database | Provides access to the USDA's FoodData Central database for searching foods and retrieving detailed nutritional information to support meal planning… | 11 stars · 4 forks | No one-command install · Source | |
| 1081 | 69.349 | schemacrawler-aimcp · database | Database schema exploration through natural language queries | 11 stars · 4 forks | No one-command install · Source | |
| 1082 | 69.545 | tmstack-text-to-sql-mysqlmcp · database | Converts natural language queries into SQL operations for MySQL databases, enabling conversational database interactions for data analysis and… | 15 stars · 2 forks | No one-command install · Source | |
| 1083 | 69.545 | swih-mistralmcp · database | Access Mistral AI models for chat, embeddings, vision, audio, and OCR via MCP. | 15 stars · 2 forks | No one-command install · Source | |
| 1084 | 69.750 | perrypixel-simple-postgresqlmcp · database | Provides direct SQL query execution against PostgreSQL databases with configurable read-only and write operation modes, connection pooling, and… | 13 stars · 3 forks | No one-command install · Source | |
| 1085 | 69.750 | scipenai-aminermcp · database | Integrates with AMiner's academic database to provide paper search by keyword, venue, author, or advanced multi-criteria queries with configurable… | 13 stars · 3 forks | No one-command install · Source | |
| 1086 | 69.986 | deploya-labs-supabasemcp · database | Integrates with Supabase databases to enable SQL query execution, database management, and user authentication operations with configurable read-only… | 10 stars · 6 forks | No one-command install · Source | |
| 1087 | 70.137 | shibayu36-mysql-schema-explorermcp · database | Enables AI to explore and interact with MySQL database schemas for documentation, query building, and schema analysis without direct database access. | 22 stars · 1 fork | No one-command install · Source | |
| 1088 | 70.328 | jovezhong-timeplusmcp · database | Integrates with Timeplus to enable SQL query execution and database information retrieval for real-time analytics and data exploration. | 12 stars · 4 forks | No one-command install · Source | |
| 1089 | 70.328 | jovezhong-mcp-timeplusmcp · database | MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL… | 12 stars · 4 forks | No one-command install · Source | |
| 1090 | 70.328 | peoplesoft-mcp-servermcp · database | A Model Context Protocol (MCP) server that enables AI assistants to query and understand PeopleSoft HCM databases. It provides semantic tools for HR… | 12 stars · 4 forks | No one-command install · Source | |
| 1091 | 70.328 | iachilles-mementomcp · database | Provides persistent memory capabilities through a SQLite-based knowledge graph that stores entities, observations, and relationships with full-text… | 12 stars · 4 forks | No one-command install · Source | |
| 1092 | 70.328 | aytzey-paper-pilotmcp · database | Academic research assistant searching 6 databases, downloading PDFs, extracting evidence, and integrating with Zotero. | 12 stars · 4 forks | No one-command install · Source | |
| 1093 | 70.579 | tradercjz-dolphindbmcp · database | Provides a bridge between DolphinDB time-series database and natural language interaction, enabling data querying and manipulation without complex… | 7 stars · 7 forks | No one-command install · Source | |
| 1094 | 70.579 | dolphindb-mcp-servermcp · database | A Model Context Protocol (MCP) server for interacting with DolphinDB databases, enabling SQL script execution, database listing, and table inspection. | 7 stars · 7 forks | No one-command install · Source | |
| 1095 | 70.795 | sqlite-memory-mcpmcp · database | Governed cross-agent memory for coding agents with hybrid retrieval, provenance tracking, and cross-machine sync. | 17 stars · 2 forks | No one-command install · Source | |
| 1096 | 70.795 | m-pineapple-claude-command-runnermcp · database | Provides terminal command execution and management capabilities for macOS, bridging with terminal applications like Warp, iTerm2, and Terminal.app… | 17 stars · 2 forks | No one-command install · Source | |
| 1097 | 71.077 | davidvc-code-analysismcp · database | Integrates code analysis using a Neo4j graph database to enable structural insights, quality metrics, and natural language querying of codebases. | 13 stars · 4 forks | No one-command install · Source | |
| 1098 | 71.077 | cursor-buddymcp · database | Provides development workflow management through a structured .buddy directory system with full-text search across coding rules, knowledge base… | 13 stars · 4 forks | No one-command install · Source | |
| 1099 | 71.115 | kioyong-mysqlmcp · database | Integrates with MySQL databases, enabling SELECT queries, table listings, and schema retrieval for data analysis and dynamic database interactions. | 11 stars · 6 forks | No one-command install · Source | |
| 1100 | 71.333 | genomemcpmcp · database | Enables AI agents to query clinical genomics databases, retrieve supporting literature, analyze population genetics, and visualize biological… | 18 stars · 2 forks | 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.