Live · updated 17 hr ago 41,542 Servers Scored

The MCP Server Directory

Every Model Context Protocol server, scored on reliability, documentation, maintenance, and adoption. Independent, opinionated, refreshed daily from the official registry.

Servers 41,542
Categories 18
Official Servers 0
Remote-Hosted 26,560

What this is

The MCP Server Directory is a live, independently maintained index of Model Context Protocol servers published to the official registry. Each server is scored 0–10 on four dimensions: reliability, documentation quality, maintenance velocity, and adoption. The directory is free, updated daily, and built by MegaOne AI.

Sqlike MCP

4.5/10
io.github.orifisher2/sqlike-mcp

Lints SQL and checks rewrites return the same rows. Postgres, MySQL, MariaDB, SQLite, MSSQL, DuckDB

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Db Compare

4.5/10
io.github.yadu-tv/db-compare

Read-only MCP to diff SQL Server/Azure SQL schema, procs, views, and tables between environments.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Mysql Aiops

4.5/10
io.github.AIops-tools/mysql-aiops

Governed MySQL/MariaDB DBA ops: slow-query, lock-wait, replication & fragmentation RCA; 35 tools.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Queue Aiops

4.5/10
io.github.AIops-tools/queue-aiops

Governed redis + rabbitmq ops: memory/latency/backlog/churn RCA, policies. 28 tools.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Memory Engine MCP

4.5/10
io.github.SimoneB79/memory-engine-mcp

Local-first graph memory for AI assistants with SQLite, semantic search, and MCP tools.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Backendgen

4.5/10
io.github.SiTouhemi/backendgen

Validate compact backend specs and generate tested NestJS, Prisma, and PostgreSQL repositories.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Pgvector

4.5/10
io.github.mittalpk/pgvector

Similarity search, hybrid search, and index management for pgvector-backed PostgreSQL tables

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Mismem

4.5/10
io.github.lucasmella-stack/mismem

Cooperative persistent memory for LLMs: episodes, memories and traits over SQLite (FTS5, Hebbian)

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Zordon

4.5/10
io.github.piotrkowalczuk/zordon

Supervise a local dev stack — databases, brokers and services declared in an Alphasfile — over MCP.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database Rust stdio

Dark Memory MCP

4.5/10
io.github.Opita-Code/dark-memory-mcp

Persistent memory + vibe-loop engine for AI agents. Single Go binary, SQLite-backed, stdio MCP.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database Go stdio

Sqlserver.Rules

4.5/10
io.github.ErikEJ/SqlServer.Rules

Analyze T-SQL scripts for design, naming, and performance issues and prevent bad practices.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Rmbr

4.5/10
io.github.SRock44/rmbr

Embedded, local-first memory and retrieval for AI agents. One SQLite file, no server, no API key.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Chassis MCP

4.5/10
io.github.dvd90/chassis-mcp

Scaffold an Express 5 + TypeScript backend: database, auth, optional Next.js front end.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database TypeScript stdio

Nextjs Cache Handler MCP

4.5/10
io.github.leejpsd/nextjs-cache-handler-mcp

Inspect and operate Next.js Redis caches: health, tag state, SWR simulation, safe invalidation.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Pg Cve MCP

4.5/10
io.github.meob/pg-cve-mcp

PostgreSQL security for AI agents: CVEs, yanked releases, exploits, and upgrade paths

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

MCP Server

4.5/10
io.github.kamil5b/db2toon-mcp

Read-only SQL database and plain-text SQL dump schema extraction to compact TOON for MCP clients.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

MCP Db Connect

4.5/10
io.github.phatngoit/mcp-db-connect

MCP server for Oracle, MSSQL, PostgreSQL, MySQL, SQLite, MongoDB, and Qdrant vector search access.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Db Gateway

4.5/10
io.github.sijunkim/db-gateway

145+ tools across 8 databases: MySQL, PostgreSQL, Redshift, MongoDB, Redis, Kafka, and more

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Sap Abap Sql

4.5/10
run.daslab/sap-abap-sql

Checks and fixes ABAP Open SQL for SAP's ADT data-preview console. Connects to nothing.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Data Studio

4.5/10
io.github.geek-fun/data-studio

Unified MCP server for SQL and NoSQL databases, powered by dockit and sqlkit desktop apps

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Tdai Memory MCP

4.5/10
io.github.tinhien11/tdai-memory-mcp

Local-first MCP memory server for coding agents. No API key, no cloud. SQLite + FTS5 + sqlite-vec.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Leteo

4.5/10
io.github.asanabrial/leteo

Persistent memory for AI coding agents: one Rust binary, one local SQLite database.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database Rust stdio

Sw Postgres MCP

4.5/10
io.github.jpka/sw-postgres-mcp

Safe-write Postgres MCP server with preview-before-execute writes and rollback safety.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Mi Fitness Data Bridge

4.5/10
io.github.shkyyy18/mi-fitness-data-bridge

Local-first bridge: export your own Mi Fitness (Xiaomi) health data to SQLite/JSON/CSV and MCP.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Statecore MCP

4.5/10
io.github.yul761/statecore-mcp

Auditable memory for coding agents: evidence chains, supersession history, keyless embedded SQLite

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Spreadsheet Db MCP

4.5/10
io.github.ManddarinShop/spreadsheet-db-mcp

SQLite-authoritative entity database with an async Google Sheets projection for AI agents.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Google Health MCP

4.5/10
io.github.partymola/google-health-mcp

MCP server for the Google Health API, with a local SQLite cache and trend analysis.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Postgres MCP

4.5/10
io.github.sparta2025/postgres-mcp

PostgreSQL MCP server with 15 tools (SQL, EXPLAIN, health, indexes) plus a Gradio UI with LLM chat.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Immybot MCP

4.5/10
io.github.Servosity/immybot-mcp

Every ImmyBot endpoint typed, plus a local SQLite mirror that answers the cross-tenant questions

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database Rust stdio

MCP Clickhouse

4.5/10
io.github.dockndevai/mcp-clickhouse

ClickHouse query & management for AI agents — SQL-classified read/write/destructive gating.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Pgops MCP

4.5/10
io.github.arzharch/pgops-mcp

Safe, audited PostgreSQL operations for AI agents: queries, migrations, EXPLAIN, containers

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Mushroomdb

4.5/10
io.github.MatthewSherlin/mushroomdb

Embedded graph database for agents: declare association rules once, edges maintain themselves.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Th Memory MCP

4.5/10
io.github.worakorn-prince/th-memory-mcp

Local long-term memory MCP server (SQLite) for AI coding agents — OpenCode, Claude Code, Cursor

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

MCP Percona Pg

4.5/10
io.github.dockndevai/mcp-percona-pg

Manage Percona PostgreSQL + PgBouncer on Kubernetes — safe-by-default access modes and guards.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Factmem

4.5/10
io.github.gordonkjlee/factmem

A local memory engine. You own the SQLite file. Not Mem0's hosted OpenMemory MCP.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

MCP Grafana

4.5/10
io.github.dockndevai/mcp-grafana

Search & edit Grafana dashboards, query datasources (PromQL/LogQL/SQL), inspect alerts.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

B280 Olca MCP

4.5/10
io.github.Below280/b280-olca-mcp

Connect AI assistants to openLCA. 35 tools for database search, model building, and LCIA.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Facthouse

4.5/10
io.github.gordonkjlee/facthouse

Local AI memory: neuroscience-inspired Data→Information→Knowledge in SQLite you own.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Openchronicle MCP

4.5/10
io.github.CSOAI-ORG/openchronicle-mcp

Memory database for LLM agents — persistent semantic + keyword memory, project namespacing, served o

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Fronyboard

4.5/10
io.github.Cafelatte1/fronyboard

Project tracker for AI agents: roadmap, periods, tasks and a validation gate, in one SQLite file

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Cli

4.5/10
dev.kanta/cli

Kanta Verify, Find, and Database: email verification, email finding, and B2B contact search.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Januscope

4.5/10
io.github.giancarloerra/januscope

Local MCP proxy for tool restrictions, response redaction, audit logs, and database schema context.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Linq2Db.Cli

4.5/10
io.github.linq2db/linq2db.cli

Inspect database schemas and execute SQL queries across multiple database providers with LINQ to DB.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database Rust stdio

Jarroba Tools

4.5/10
io.github.Invarato/jarroba-tools

134 deterministic tools for your AI: logs, tests, SQL, diagrams, SPARQL. Local, no network.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Whoop Postgres MCP

4.5/10
io.github.cunicopia-dev/whoop-postgres-mcp

Sync WHOOP recovery, sleep, strain, and workouts into Postgres and query them from any MCP client.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

License Flip Audit

4.5/10
io.github.jmshinhwa/license-flip-audit

Finds the dependencies whose licence changed under you - Terraform 1.6+ BUSL, Redis 7.4+ SSPL, Bitna

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Sql Card Data Lint

4.5/10
io.github.jmshinhwa/sql-card-data-lint

Names every column, index, view and seed row in a .sql migration that stores card data, with its PCI

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

MCP Sqlserver

4.5/10
com.devart/mcp-sqlserver

Schema-aware read/write access to SQL Server through Devart dotConnect ADO.NET data provider.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

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New servers, score changes, breakages

Every Monday: what shipped, what broke, what's worth trying. Five minutes. No filler.

Four dimensions, weighted

  • Reliability (30%) — repository present, permissive license, not archived, official status.
  • Documentation (20%) — description length, website presence, README quality.
  • Maintenance (25%) — how recently the code was pushed; versioning discipline.
  • Adoption (25%) — GitHub stars (log-scaled), remote availability, official endorsement.

What is MCP?

MCP stands for Model Context Protocol. It is an open standard introduced by Anthropic in late 2024 that lets AI assistants like Claude connect to external tools, data sources, and services through a common interface. An MCP server is a small program that exposes one capability (file access, a database, an API) to any MCP-compatible AI client.

Where does the data come from?

Every server in this directory is pulled from the official Model Context Protocol Registry at registry.modelcontextprotocol.io. We also enrich each entry with GitHub metadata (stars, last commit, license, primary language) where a repository is linked. The full re-scan runs daily.

How are servers scored?

Each server gets a 0–10 overall score, weighted from four sub-scores: reliability (30%), documentation (20%), maintenance (25%), and adoption (25%). The full methodology is visible on this page under "How scoring works".

Is this affiliated with Anthropic?

No. MegaOne AI is independent. Anthropic created the MCP standard and maintains the reference implementations, but this directory is built separately and rates all servers including Anthropic's own.

How often does the directory update?

The pipeline re-fetches the full registry and re-scores every active server once per day. Individual entries are refreshed whenever a new version is published to the official registry.

Is it free?

Yes. Browsing, filtering, and searching the directory is free. The weekly email briefing is free. There is no account required.