MCP SERVER DIRECTORY

Servers

Browse MCP servers ranked by real execution benchmarks. Filter by workflow, industry, or sort by the metrics that matter to you.

38 servers in engineering development ✕ clear

AWS Lambda MCP

Official MCP ServerActive

Deploy, invoke, and manage AWS Lambda functions

84.0
Output82.0
Reliability88.0
Trust92.0
Based on 1048 benchmark runs
2.9k
3d ago

Google Cloud MCP

Official MCP ServerActive

Manage GCP resources, deploy services, and query BigQuery

83.0
Output82.0
Reliability86.0
Trust90.0
Based on 1036 benchmark runs
2.2k
5d ago

Vercel MCP

CommunityActive

Deploy and manage Vercel projects, domains, and serverless functions

82.0
Output80.0
Reliability85.0
Trust88.0
Based on 1024 benchmark runs
3.2k
3d ago

Azure MCP

Official MCP ServerActive

Manage Azure resources, deploy apps, and monitor services

82.0
Output80.0
Reliability85.0
Trust90.0
Based on 1024 benchmark runs
2.1k
6d ago

Postman MCP

Official MCP Server

Run Postman collections, test APIs, and manage environments

81.0
Output82.0
Reliability83.0
Trust87.0
Based on 1012 benchmark runs
1.9k
10d ago

n8n MCP

CommunityActive

Execute workflows, manage nodes, and automate with n8n

79.0
Output78.0
Reliability82.0
Trust84.0
Based on 988 benchmark runs
2.4k
4d ago

CircleCI MCP

Official MCP Server

Trigger pipelines, view build status, and manage CircleCI config

77.0
Output76.0
Reliability80.0
Trust85.0
Based on 964 benchmark runs
1.1k
8d ago

Bitbucket MCP

Official MCP Server

Manage repos, pull requests, and pipelines on Bitbucket

76.0
Output74.0
Reliability78.0
Trust85.0
Based on 952 benchmark runs
1.3k
9d ago

VS Code MCP

CommunityActive

Control VS Code editor: open files, run tasks, manage extensions

76.0
Output74.0
Reliability78.0
Trust90.0
Based on 952 benchmark runs
2.8k
7d ago

Jenkins MCP

Community

Trigger builds, view job status, and manage Jenkins pipelines

74.0
Output72.0
Reliability76.0
Trust80.0
Based on 928 benchmark runs
900
15d ago

dbt MCP

CommunityActive

Run dbt models, test data quality, and manage transformations

49.0
Output82.0
Reliability85.0
Trust10.0
Based on 628 benchmark runs
509
Updated today

Playwright MCP

Official MCP ServerActive

Browser automation through structured accessibility snapshots for LLMs — navigate, click, fill, and extract.

9.4
Output9.3
Reliability9.2
Trust9.0
Based on 153 benchmark runs
29.0k
Updated today

Context7

Official MCP ServerActive

Pulls current, version-specific docs and examples directly into coding agents — fixes stale documentation.

9.3
Output9.5
Reliability9.0
Trust8.7
Based on 152 benchmark runs
49.3k
Updated today

GitHub MCP Server

Official MCP ServerActive

Read repos, manage PRs and issues, analyze workflows, and automate GitHub operations.

9.3
Output9.2
Reliability8.8
Trust9.3
Based on 151 benchmark runs
28.0k
Updated today

GenAI Toolbox

Official MCP ServerActive

Database-focused MCP supporting BigQuery, Neo4j, Postgres, and Spanner — Google-scale data access.

9.3
Output9.2
Reliability9.0
Trust9.3
Based on 151 benchmark runs
13.4k
Updated today

Puppeteer MCP

Official MCP ServerActive

Puppeteer-based browser automation — screenshots, navigation, form filling, and JS execution.

9.2
Output8.8
Reliability8.5
Trust9.0
Based on 150 benchmark runs
81.2k
Updated today

GitLab MCP

Official MCP ServerActive

GitLab API access — manage repos, merge requests, pipelines, and issues.

9.2
Output8.8
Reliability8.8
Trust9.0
Based on 150 benchmark runs
81.2k
Updated today

AWS MCP

Official MCP ServerActive

AWS best-practice-aware MCP servers for cloud infrastructure and development workflows.

9.2
Output9.0
Reliability9.0
Trust9.2
Based on 150 benchmark runs
8.5k
Updated today

Figma Context MCP

CommunityActive

Gives coding agents access to Figma files and layout data for accurate code generation.

9.0
Output9.0
Reliability8.5
Trust8.4
Based on 148 benchmark runs
13.7k
5d ago

Cloudflare MCP

Official MCP ServerActive

Cloudflare Workers, DNS, R2, KV, and D1 management from any agent environment.

8.8
Output8.8
Reliability9.0
Trust9.2
Based on 145 benchmark runs
3.5k
7d ago

Stagehand MCP

Official MCP ServerActive

AI-native browser automation using natural language selectors and visual understanding.

8.8
Output8.2
Reliability7.8
Trust8.4
Based on 145 benchmark runs
21.5k
Updated today

Supabase MCP

CommunityActive

Supabase database and storage access — run queries, manage tables, and interact with auth.

8.6
Output8.5
Reliability8.5
Trust8.3
Based on 143 benchmark runs
2.5k
4d ago

Neon MCP

Official MCP ServerActive

Serverless Postgres management — create databases, run queries, branch, and scale.

8.6
Output8.8
Reliability8.8
Trust8.7
Based on 142 benchmark runs
563
Updated today

Terraform MCP

Official MCP ServerActive

Infrastructure as Code — plan, apply, and manage Terraform state and modules.

8.6
Output8.8
Reliability8.8
Trust8.8
Based on 142 benchmark runs
1.3k
Updated today

Browserbase MCP

Official MCP Server

Cloud browser infrastructure for headless automation, stealth browsing, and session replay.

8.3
Output8.5
Reliability8.8
Trust8.7
Based on 139 benchmark runs
3.2k
17d ago

Sentry MCP

Official MCP ServerActive

Error tracking and performance monitoring — query issues, stack traces, and alerts.

8.3
Output8.5
Reliability8.5
Trust8.2
Based on 139 benchmark runs
598
Updated today

ClickHouse MCP

Official MCP ServerActive

Analytics database queries — fast OLAP over billions of rows with SQL.

8.3
Output8.2
Reliability8.0
Trust8.3
Based on 139 benchmark runs
718
Updated today

DuckDB MCP

Community

In-process analytical database — query CSV, Parquet, and JSON with zero setup.

8.0
Output7.5
Reliability7.5
Trust7.0
Based on 136 benchmark runs
900
14d ago

TailwindCSS MCP

Community

Tailwind utility suggestions — class lookup, responsive helpers, and design token mapping.

7.5
Output7.0
Reliability7.0
Trust6.5
Based on 130 benchmark runs
750
15d ago

Kubernetes MCP

Community

K8s cluster management — pods, deployments, services, and kubectl operations.

7.5
Output7.5
Reliability7.5
Trust7.0
Based on 130 benchmark runs
1.3k
10d ago

Docker MCP

Community

Docker container management — build, run, inspect, and manage images and networks.

7.5
Output7.2
Reliability7.5
Trust7.0
Based on 130 benchmark runs
1.1k
12d ago

Vercel v0 MCP

Community

AI UI generation with v0 — generate React components from text descriptions.

7.2
Output7.5
Reliability7.0
Trust6.5
Based on 126 benchmark runs
900
12d ago

Mem0 MCP

Official MCP Server

AI memory and personalization layer — store, retrieve, and search agent memories.

7.2
Output8.5
Reliability8.2
Trust7.8
Based on 126 benchmark runs
633
99d ago

Selenium MCP

Community

Selenium WebDriver MCP server — cross-browser testing automation and web scraping.

7.1
Output7.2
Reliability7.0
Trust6.5
Based on 125 benchmark runs
800
15d ago

Storybook MCP

Community

Component documentation and testing — browse stories, capture snapshots, and run interactions.

7.1
Output7.0
Reliability6.8
Trust6.5
Based on 125 benchmark runs
600
18d ago

ReadMe MCP

Community

ReadMe.com API documentation platform — manage docs, changelogs, and API references.

7.0
Output6.8
Reliability6.5
Trust6.0
Based on 124 benchmark runs
400
20d ago

Framer MCP

Community

Framer design tool integration — read layouts, export assets, and generate motion code.

6.8
Output7.0
Reliability6.5
Trust6.0
Based on 121 benchmark runs
500
20d ago

Linear MCP

Community

Linear issue tracking and project management for engineering teams.

6.4
Output7.5
Reliability7.8
Trust6.8
Based on 117 benchmark runs
346
319d ago