MCP Scoreboard

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#	Server	Score	Grade	Schema	Protocol	Reliability	Maint.	Security
101	Tages Enables AI coding agents to maintain persistent, cross-session memory of codeba…	78	B	60	—	—	85	95
102	mnemon-mcp Persistent layered memory for AI agents. SQLite FTS5, fact versioning, zero-clo…	78	B	72	73	—	72	78
103	Better Google Search Console Downloads your entire Search Console dataset into a local SQLite database, then…	78	B	88	60	—	52	95
104	w8s-astro-mcp A personal astrological server that provides high-precision tools for generatin…	78	B	66	91	—	45	95
105	Berth Database management — connect, query, describe schemas, run migrations, and mon…	78	B	72	—	—	65	95
106	X Archive Daemon Archives posts from X into a local SQLite database and provides tools for seman…	78	B	90	63	—	30	95
107	MCP Database Server This server provides database access capabilities to Claude, supporting SQLite,…	78	B	84	58	—	49	95
108	DevFlow MCP Provides AI agents with persistent, searchable memory using a knowledge graph s…	78	B	96	62	—	63	81
109	Multi-Tool MCP Server Provides secure access to filesystem operations, system commands, Obsidian vaul…	78	B	90	72	—	50	81
110	Pinecone Developer MCP Pinecone Developer MCP	78	B	88	100	—	78	81
111	lucid-mcp AI-native data analysis agent as an MCP Server. Connect your Excel files, CSVs…	78	B	76	61	—	59	92
112	Agent Progress Tracker MCP Server Enables AI agents to track, search, and retrieve their progress across projects…	78	B	78	65	—	74	82
113	MCP Server MySQL Enables LLMs to interact with MySQL databases through standardized protocol, su…	78	B	76	100	—	42	81
114	MCP Database Server This server provides database access capabilities to Claude, supporting SQLite,…	78	B	84	58	—	46	95
115	mcp Real-time Kubernetes network traffic visibility and API analysis for HTTP, gRPC…	78	B	90	31	—	83	92
116	mcp-mysql-server	78	B	78	100	—	42	95
117	mcp-server-moltmark Manages agent certification by tracking trust scores, capabilities, and test re…	78	B	90	62	—	47	82
118	Bakery Data MCP Server Provides access to bakery POS transaction data, product catalogs, and sales ana…	78	B	78	100	—	21	95
119	VulneraMCP AI-powered bug bounty hunting platform that integrates security tools (OWASP ZA…	78	B	100	58	—	51	81
120	Firebase MCP Server Enables inspection and querying of Firestore data and Cloud Function logs withi…	77	B	78	82	—	27	95
121	apple-notes-mcp Read and write Apple Notes with bidirectional Markdown conversion. Fast SQLite …	77	B	66	—	—	71	95
122	mindpm Persistent project memory for LLMs via SQLite. Never re-explain your project ag…	77	B	84	100	—	59	82
123	MCP Database Server Enables Claude to connect to and interact with SQLite, SQL Server, PostgreSQL, …	77	B	84	60	—	56	81
124	Elasticsearch MCP Server Connects agents to Elasticsearch data using the Model Context Protocol, allowin…	77	B	82	62	—	61	81
125	mysql_mcp	77	B	90	68	—	24	95
126	MCP Memory SQLite Provides persistent memory and knowledge graph capabilities for AI assistants u…	77	B	76	57	—	62	95
127	Multi-Database SQL MCP Server Enables interaction with SQLite, MySQL, PostgreSQL, and SQL Server databases th…	77	B	100	65	—	33	76
128	DB MCP (HR CSV → SQLite) This MCP server imports HR CSV data into an in-memory SQLite database to enable…	77	B	84	62	—	45	92
129	DB MCP (HR CSV to SQLite) An open-source MCP server that imports HR CSV data into an in-memory SQLite dat…	77	B	84	62	—	45	92
130	postgres-mcp All-in-one MCP server for Postgres development and operations, with tools for p…	77	B	88	31	—	77	95
131	TTG Scratchpad MCP Server Provides persistent agent workspaces with MongoDB storage for file management a…	77	B	84	66	96	24	82
132	MariaDB MCP Server Provides secure, read-only access to MariaDB/MySQL databases, allowing users to…	77	B	86	68	—	41	81
133	mcp-mongo-server A Model Context Protocol Server for MongoDB	77	B	71	58	—	85	89
134	Supabase MCP Server Connects Supabase projects to AI assistants, enabling them to manage database t…	77	B	84	—	—	60	81
135	SQLite MCP Server Provides comprehensive SQLite database interaction for AI agents, including dat…	77	B	88	100	—	38	95
136	Multi-Memory MCP Server A knowledge graph memory server using SQLite to provide persistent, isolated co…	77	B	86	82	—	24	95
137	MCP Database Server This server enables Claude to directly interact with SQLite, SQL Server, Postgr…	77	B	84	53	—	52	90
138	MCP Universal DB Client Enables connecting to and querying multiple database types (PostgreSQL, MySQL, …	77	B	68	100	—	79	81
139	Wealth Management MCP Provides specialized tools for portfolio health analysis, rebalance simulations…	77	B	88	70	—	53	80
140	MySQL MCP Server Enables connecting to and querying MySQL databases directly from Cursor IDE, wi…	77	B	84	100	—	47	81
141	postgresql-mcp A general-purpose PostgreSQL MCP server with full read-write SQL access, atomic…	77	B	78	57	—	71	80
142	pgtuner_mcp provides AI-powered PostgreSQL performance tuning capabilities.	77	B	96	31	—	69	95
143	mongo-scout-mcp Scout your MongoDB databases with AI - safety features, live monitoring, and da…	77	B	76	72	—	55	90
144	SQLite MCP Server Enables LLM agents to perform complete database operations on SQLite databases,…	77	B	78	82	—	21	95
145	mcp-sqlite3 MCP server exposing sqlite3 library functionality	77	B	68	—	—	68	95
146	MariaDB MCP Server Enables querying local MariaDB and MySQL databases with optimized output format…	77	B	84	57	—	46	95
147	agentmem Lightweight persistent memory for AI agents. Hybrid search. 16 tools. One SQLit…	77	B	100	37	—	62	92
148	srefix-diagnosis A toolkit of 256 MCP servers for SRE incident diagnosis with Claude. One agent …	77	B	86	—	—	39	95
149	Elasticsearch MCP Server Connects agents to Elasticsearch data using the Model Context Protocol, allowin…	76	B	66	70	—	48	95
150	zen Selfhosted notes app. Single golang binary, notes stored as markdown within SQL…	76	B	94	38	—	64	82

Showing 101–150 of 1906 servers

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