Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 32.223 | arpe-io-fastbcpmcp · database | High-performance parallel database export to files and cloud storage with safety-first command preview. | 2 stars | No one-command install · Source | |
| 402 | 32.223 | fuga-memorymcp · database | An MCP server providing long-term memory for LLMs via hybrid search (FTS5 + vector) stored in SQLite, with time-decay scoring and support for multiple… | 2 stars | No one-command install · Source | |
| 403 | 32.223 | shipitandpray-mcp-memorymcp · database | Smart memory with exponential decay. Memories strengthen on access and fade when unused — solving the Karpathy problem of unbounded context growth. 7… | 2 stars | No one-command install · Source | |
| 404 | 32.223 | w3-mcp-server-qdrantmcp · database | Python MCP server for vector search using Qdrant vector database and Ollama embeddings, with advanced query techniques like query expansion, HyDE, and… | 2 stars | No one-command install · Source | |
| 405 | 32.223 | neo4j-prefiltering-mcpmcp · database | Automatically discovers vector indexes in a Neo4j database and exposes each as a semantic search tool with metadata pre-filtering, enabling natural… | 2 stars | No one-command install · Source | |
| 406 | 32.223 | mcp-memory-sqlitemcp · database | A personal knowledge graph and memory system for AI assistants using SQLite with FTS5 full-text search, enabling persistent memory across… | 2 stars | No one-command install · Source | |
| 407 | 32.223 | agentic-eng-a2dbmcp · database | Safe, read-only database access for AI agents across PostgreSQL, SQLite, MySQL, Oracle, and SQL Server. | 2 stars | No one-command install · Source | |
| 408 | 32.223 | icerhymers-unity-catalogmcp · database | Semantic search over Databricks Unity Catalog metadata using BGE-large embeddings and pgvector. | 2 stars | No one-command install · Source | |
| 409 | 32.223 | mir1198yusuf-pgmcp · database | Minimal local MCP server providing Claude Code with read-only PostgreSQL database access over HTTP transport. | 2 stars | No one-command install · Source | |
| 410 | 32.223 | kuldeepjeengar-sqlite-databasemcp · database | FastMCP server providing 9 tools for SQLite database operations including queries, CRUD, and schema inspection. | 2 stars | No one-command install · Source | |
| 411 | 32.223 | doobidoo-memory-service-rsmcp · database | High-performance Rust drop-in replacement for mcp-memory-service with SQLite storage and ONNX embeddings. | 2 stars | No one-command install · Source | |
| 412 | 32.223 | davisong-cup-redshift-querymcp · database | Enables AI assistants to run read-only SQL queries against Amazon Redshift with tools for table listing, schema inspection, and query execution. | 2 stars | No one-command install · Source | |
| 413 | 32.223 | kirill-scherba-db-toolmcp · database | Executes SQL queries against SQLite, MySQL, and PostgreSQL databases with sandboxed Perl code filtering for server-side row transformations. | 2 stars | No one-command install · Source | |
| 414 | 32.223 | ffoeta-code-indexermcp · database | Local source code indexer for Python and Java with embedded SQLite storage. | 2 stars | No one-command install · Source | |
| 415 | 32.223 | venkateshamatam-recallmcp · database | Local SQLite MCP server enabling multiple AI agents to share persistent memory with on-device vector embeddings across Claude, Cursor, and other… | 2 stars | No one-command install · Source | |
| 416 | 32.223 | longgoll-oracle-databasemcp · database | Connects to Oracle databases with support for schema exploration, query execution, DDL generation, and PL/SQL execution. | 2 stars | No one-command install · Source | |
| 417 | 32.223 | kosminus-querywise-mcpmcp · database | Query SQL databases (SQLite, PostgreSQL, BigQuery, Databricks) in natural language through a business semantic layer — glossary, metrics, and a data… | 2 stars | No one-command install · Source | |
| 418 | 32.223 | runcontextmcp · database | Enables AI agents to understand and query your database safely by providing a semantic layer of metadata, with tools to search, explain, validate, and… | 2 stars | No one-command install · Source | |
| 419 | 32.223 | vibecheckmcp · database | Agent-native "safe to ship?" security gate for AI-generated code. Uses real parsers and inter-rocedural taint analysis (JS/TS, Python, Go) to flag the… | 2 stars | No one-command install · Source | |
| 420 | 32.223 | mcp-toolkit-2mcp · database | A collection of production-ready MCP servers for PostgreSQL, SQLite, Redis, File System, and GitHub API, enabling database operations, file… | 2 stars | No one-command install · Source | |
| 421 | 32.223 | vault-recommendermcp · database | Enables semantic recommendation for Obsidian vaults, allowing users to find related notes, forgotten knowledge, and missing connections through… | 2 stars | No one-command install · Source | |
| 422 | 32.223 | the-rag-mcpmcp · database | An enterprise-ready MCP server that exposes a RAG tool for retrieving relevant context and metadata from a Qdrant vector database using natural… | 2 stars | No one-command install · Source | |
| 423 | 32.223 | airlock-mcp-servermcp · database | Airlock provides named resource locks, atomic shared state, presence, events, and a task queue for AI agents to coordinate on a shared filesystem… | 2 stars | No one-command install · Source | |
| 424 | 32.223 | fusionmcp · database | Enables LLMs to perform analytical SQL queries on PostgreSQL/MySQL databases via DuckDB, with tools for querying, aggregation, and materialized views. | 2 stars | No one-command install · Source | |
| 425 | 32.223 | tablebridgemcp · database | Turns a folder of CSV, Parquet, and JSON files into a single SQL-queryable source for AI agents, supporting JOINs across files with read-only… | 2 stars | No one-command install · Source | |
| 426 | 32.223 | mcp-mysql-explorermcp · database | MCP server that connects AI agents to MySQL databases for schema exploration, data querying, and SQL execution via natural language. | 2 stars | No one-command install · Source | |
| 427 | 32.223 | memory-db-mcp-servermcp · database | A lightweight vector-based memory system for AI agents with tools to store, semantically search, and delete memories, using your own embedding model. | 2 stars | No one-command install · Source | |
| 428 | 32.223 | dbridge-mcpmcp · database | Read-only MCP server that lets AI agents safely query SQLite, PostgreSQL, and MySQL/MariaDB. Enforces read-only transactions with column masking, row… | 2 stars | No one-command install · Source | |
| 429 | 32.223 | sfaustodev-mycorrhizamcp · database | Persistent memory server using a SQLite hash chain where each memory is cryptographically linked to the previous one, enabling tamper-evident recall… | 2 stars | No one-command install · Source | |
| 430 | 32.223 | audit-event-mcpmcp · database | Hash-chained audit log for AI agents — MCP-native, Cloudflare Durable Objects + SQLite | 2 stars | No one-command install · Source | |
| 431 | 32.223 | dj-pearson-supabase-coolifymcp · database | Manages self-hosted Supabase instances running on Coolify infrastructure | 2 stars | No one-command install · Source | |
| 432 | 32.223 | disco-enginemcp · database | Enables AI agents to play Disco Elysium through MCP protocol, with a SQLite ROM containing the game's script and rules, plus a real-time browser… | 2 stars | No one-command install · Source | |
| 433 | 32.223 | mcp-memory-rsmcp · database | Local-first MCP memory server providing persistent, versioned, queryable memory for AI agents using JSON categories and SQLite FTS5, with optional… | 2 stars | No one-command install · Source | |
| 434 | 32.223 | membankmcp · database | LLM memory management system that stores corrections, preferences, decisions, and learnings in a local SQLite database with semantic search, exposed… | 2 stars | No one-command install · Source | |
| 435 | 32.223 | wsobo-genesis-biomcp · database | Structured access to 23 biomedical databases for drug discovery and protein research. | 2 stars | No one-command install · Source | |
| 436 | 32.223 | takeokunn-metabasemcp · database | Integrates with Metabase business intelligence platform to enable database querying, dashboard management, report generation, and administrative tasks… | 2 stars | No one-command install · Source | |
| 437 | 32.223 | northwind-postgresql-mcp-servermcp · database | A read-only MCP server that connects Claude to the Northwind sample PostgreSQL database, allowing natural language queries to generate SQL and charts. | 2 stars | No one-command install · Source | |
| 438 | 32.223 | garlmcp · database | Cryptographic verification for AI agent actions — ECDSA-secp256k1 signed Action Receipts anchored on Base, multi-dimensional trust vectors, capability… | 2 stars | No one-command install · Source | |
| 439 | 32.223 | maha-mcp-bridgemcp · database | Zero-trust local MCP bridge that exposes read-only database tools and structured book navigation to AI agents, with two-tier PII redaction and MPS… | 2 stars | No one-command install · Source | |
| 440 | 32.223 | scythe-context-mcpmcp · database | Local code context engine for Codex App/CLI that indexes code with SQLite/sqlite-vec for hybrid search and context packing to provide relevant files… | 2 stars | No one-command install · Source | |
| 441 | 32.223 | amneshiamcp · database | Unified, zero-external-database multi-agent long-term memory hub with SQLite FTS5 BM25 search, knowledge graph, sleep cycle consolidation, and a web… | 2 stars | No one-command install · Source | |
| 442 | 32.223 | nuzo-memorymcp · database | Local-first, auditable memory for AI agents. Provides durable context for MCP hosts with SQLite storage, CLI, and MCP tools for memory management. | 2 stars | No one-command install · Source | |
| 443 | 32.223 | egovframe-scaffold-mcpmcp · database | Enables AI tools to instantly scaffold eGovFrame projects using official templates, with configurable project name, groupId, database type, and… | 2 stars | No one-command install · Source | |
| 444 | 32.223 | memory-fabricmcp · database | Enables AI coding assistants to store and retrieve project-aware context as plain Markdown files locally, with no cloud or vector database required. | 2 stars | No one-command install · Source | |
| 445 | 32.223 | txn2-trinomcp · database | Connects to Trino data warehouses for executing SQL queries, analyzing execution plans, and exploring database schemas with built-in security features… | 2 stars | No one-command install · Source | |
| 446 | 32.223 | marcelo-ochoa-postgresmcp · database | PostgreSQL database integration with query execution and schema inspection | 2 stars | No one-command install · Source | |
| 447 | 32.223 | cyanheads-socratamcp · database | Searches and queries government open-data portals powered by Socrata using SoQL, with DuckDB integration for large dataset analysis. | 2 stars | No one-command install · Source | |
| 448 | 32.223 | cinii-mcpmcp · database | Enables querying Japan's national academic database, CiNii Research, for articles, books, dissertations, KAKEN projects, and researcher profiles via… | 2 stars | No one-command install · Source | |
| 449 | 32.223 | liuhemcp · database | LLM-native code tools: 44 MCP tools for AI agents to read, understand and modify code. Rust tree-sitter parse daemon (crash-isolated), SQLite symbol… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | memkeepermcp · database | Local-first memory for AI agents. On-device hybrid retrieval over a single SQLite file. | 2 stars | No one-command install · Source | |
| 451 | 32.223 | cocaxcode-database-mcpmcp · database | A database MCP server providing 33 tools across PostgreSQL, MySQL, and SQLite, with connection groups, rollback, dump/restore, and schema… | 2 stars | No one-command install · Source | |
| 452 | 32.223 | mailbunker-mcpmcp · database | Zero-trust encrypted email archiving and search MCP server with real-time IMAP IDLE ingestion, AES-256-GCM encryption, SQLite FTS5 full-text search… | 2 stars | No one-command install · Source | |
| 453 | 32.223 | agent-handoff-mcpmcp · database | Enables AI agents to exchange structured work items with an auditable lifecycle, supporting send, acknowledge, block, complete, and cancel operations… | 2 stars | No one-command install · Source | |
| 454 | 32.223 | nsphung-snowflakemcp · database | Connects AI assistants to Snowflake with SQL execution, schema exploration, and TOML multi-connection configuration. | 2 stars | No one-command install · Source | |
| 455 | 32.223 | spendglassmcp · database | Read-only MCP server that lets local AI agents query bank transactions stored in a local SQLite database, with tools for accounts, transaction search… | 2 stars | No one-command install · Source | |
| 456 | 32.223 | pgsandbox-mcpmcp · database | PGSandbox MCP is a local Rust MCP server for disposable Postgres databases. It creates tracked database/role pairs, returns scoped sandbox… | 2 stars | No one-command install · Source | |
| 457 | 32.223 | synapsor-runnermcp · database | Reviewed Postgres and MySQL business actions for MCP agents, without exposing raw execute_sql. | 2 stars | No one-command install · Source | |
| 458 | 32.223 | cairntirmcp · database | A local-first, open-source memory system for Claude Code that eliminates cross-chat AI amnesia by storing decisions and facts verbatim in a SQLite… | 2 stars | No one-command install · Source | |
| 459 | 32.223 | glama-status-mcpmcp · database | Daily-refreshed Glama TDQS score tracker for any MCP fleet. Scrapes per-tool grades from glama.ai, stores in SQLite with snapshot history and delta… | 2 stars | No one-command install · Source | |
| 460 | 32.223 | copper-mountain-vna-mcpmcp · database | Enables AI agents to control Copper Mountain Vector Network Analyzers over TCP/IP SCPI, offering 45 tools for sweep configuration, calibration… | 2 stars | No one-command install · Source | |
| 461 | 32.223 | leteomcp · database | Persistent memory for AI coding agents, storing decisions, bug fixes, conventions, and discoveries in a local SQLite database and automatically… | 2 stars | No one-command install · Source | |
| 462 | 32.223 | mcp-tools-sqlmcp · database | Provides safe, configurable SQL database access via MCP tools, enabling schema introspection, predefined queries, and structured updates with… | 2 stars | No one-command install · Source | |
| 463 | 35.443 | jimpick-fireproof-json-databasemcp · database | Integrates Fireproof JSON document databases with the Model Context Protocol, enabling CRUD operations and querying across multiple decentralized… | 2 forks | No one-command install · Source | |
| 464 | 35.443 | xianzong85-mysqlmcp · database | Connects AI systems to MySQL databases for executing SQL queries and performing complex data operations without direct database access. | 2 forks | No one-command install · Source | |
| 465 | 35.443 | nando-postgresmcp · database | Integrates with PostgreSQL databases to enable schema exploration and SQL query execution for data analysis and reporting tasks. | 2 forks | No one-command install · Source | |
| 466 | 35.443 | adiletd-feature-suggestions-supabasemcp · database | Connects AI assistants to a Supabase database for querying feature suggestions, enabling direct access to feature request data within conversations… | 2 forks | No one-command install · Source | |
| 467 | 35.443 | nih-reportermcp · database | Provides a conversational interface to the NIH's research database, enabling users to search for funded projects and publications with detailed… | 2 forks | No one-command install · Source | |
| 468 | 35.443 | myarxivdb-mcpmcp · database | Organizes personal research papers by crawling arXiv metadata, embedding abstracts, storing in a PostgreSQL database, and generating Related Work… | 2 forks | No one-command install · Source | |
| 469 | 35.443 | mcp-server-motherduckmcp · database | An MCP server that enables SQL analytics on DuckDB and MotherDuck databases, allowing AI assistants and IDEs to query and analyze data. | 2 forks | No one-command install · Source | |
| 470 | 35.443 | postgresql-mcp-servermcp · database | Exposes PostgreSQL database operations as tools for AI assistants, allowing SQL queries and schema inspection. | 2 forks | No one-command install · Source | |
| 471 | 35.443 | mcp-database-bridgemcp · database | A secure, read-only MCP server that empowers Claude Desktop and AI agents to safely query and inspect local SQLite databases. | 2 forks | No one-command install · Source | |
| 472 | 35.443 | iceberg-mcp-server-hivemcp · database | Provides read-only SQL access to Apache Iceberg tables via HiveServer2, enabling querying, schema discovery, and database listing on Cloudera Data… | 2 forks | No one-command install · Source | |
| 473 | 35.443 | mcp-server-railway-startermcp · database | A starter template for deploying a remote MCP server with OAuth 2.1 authorization, dynamic client registration, and a PostgreSQL database. Includes… | 2 forks | No one-command install · Source | |
| 474 | 35.443 | partymola-withings-healthmcp · database | Integrates with Withings health devices for body metrics, sleep, activity, workouts, and ECG data with local SQLite caching. | 2 forks | No one-command install · Source | |
| 475 | 36.462 | philidormcp · database | Search and analyze 700+ DeFi vaults across Morpho, Aave, Spark, Yearn, Beefy, Compound, Uniswap and others. Multi-vector risk scoring (Asset 40%… | 2,116 installs | No commit datelisted | No one-command install · Source |
| 476 | 37.006 | nordic-financial-mcpmcp · database | Semantic search across 1+ million vectors across Nordic financial data for AI agents. Covers company filings (annual and quarterly reports), exchange… | 2,164 installs | No commit datelisted | No one-command install · Source |
| 477 | 38.066 | thomaub-clickhousemcp · database | Integrates with ClickHouse databases to enable data analysis, querying, and exploration for large-scale analytical workloads. | 2 stars · 1 fork | No one-command install · Source | |
| 478 | 38.066 | matteturtle09-mongodbmcp · database | Bridges MongoDB databases with AI systems, enabling document retrieval and analysis through standardized queries and operations. | 2 stars · 1 fork | No one-command install · Source | |
| 479 | 38.066 | rebots-online-neo4jmcp · database | Integrates Neo4j graph databases, enabling natural language interactions for complex relationship modeling and graph-based analytics. | 2 stars · 1 fork | No one-command install · Source | |
| 480 | 38.066 | shivay-couchbase-vector-search-star-wars-planetsmcp · database | Integrates Couchbase vector search for semantic similarity queries on Star Wars planet data. | 2 stars · 1 fork | No one-command install · Source | |
| 481 | 38.066 | liu-creators-postgresqlmcp · database | Enables natural language interactions with PostgreSQL databases for query execution, schema exploration, and data manipulation without requiring raw… | 2 stars · 1 fork | No one-command install · Source | |
| 482 | 38.066 | thinking-bzf-mongomcp · database | Enables natural language interaction with MongoDB databases for collection management, document operations, and index manipulation without writing… | 2 stars · 1 fork | No one-command install · Source | |
| 483 | 38.066 | martinbowling-clipboard-to-supabasemcp · database | Monitors your clipboard for images, automatically uploads them to Supabase Storage, and writes the public URL back to the clipboard for seamless… | 2 stars · 1 fork | No one-command install · Source | |
| 484 | 38.066 | pickstar-2002-redismcp · database | Integrates Redis database operations with key-value manipulation, data structure operations, and backup functionality for caching management, session… | 2 stars · 1 fork | No one-command install · Source | |
| 485 | 38.066 | cdmx-gooddaymcp · database | Integrates with Goodday's project management platform to provide task, project, sprint, and user management capabilities with semantic search through… | 2 stars · 1 fork | No one-command install · Source | |
| 486 | 38.066 | lucassiqueirasurreco-db-bridgemcp · database | Provides secure SQL query execution across MySQL, PostgreSQL, and SQLite databases with granular permission controls, transaction-based operations… | 2 stars · 1 fork | No one-command install · Source | |
| 487 | 38.066 | pr0j3c7t0dd-cut-copy-pastemcp · database | Provides secure clipboard operations with cut, copy, paste, and undo functionality using encrypted SQLite storage and path-based access controls for… | 2 stars · 1 fork | No one-command install · Source | |
| 488 | 38.066 | gauravfs-14-litmcp · database | Academic literature search across arXiv and DBLP databases | 2 stars · 1 fork | No one-command install · Source | |
| 489 | 38.066 | chriscarlon-os-ngd-featuresmcp · database | Provides a bridge to the Ordnance Survey National Geographic Database, enabling queries of UK geographic data for applications like urban planning… | 2 stars · 1 fork | No one-command install · Source | |
| 490 | 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 | |
| 491 | 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 | |
| 492 | 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 | |
| 493 | 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 | |
| 494 | 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 | |
| 495 | 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 | |
| 496 | 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 | |
| 497 | 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 | |
| 498 | 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 | |
| 499 | 38.066 | lintbasemcp · database | Real-time Firestore and MongoDB schema context for AI coding agents. | 2 stars · 1 fork | No one-command install · Source | |
| 500 | 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 |
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.