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300+ servers ranked by real execution data. Every score is outcome-backed across 5 dimensions.

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Google Calendar MCP

Manage Google Calendar — create events, check availability, and schedule meetings.

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Benchmark Comparison

1.Google Calendar MCP

9.7

2.Gmail MCP Server

9.6

3.Greenhouse MCP Server

9.5

4.Plaid MCP Server

9.5

300 Servers

Community

Google Calendar MCP

Manage Google Calendar — create events, check availability, and schedule meetings.

Gmail MCP Server

Read, compose, and manage Gmail messages. Search emails, manage labels, and automate responses.

Greenhouse MCP Server

Manage Greenhouse ATS — candidates, jobs, scorecards, and hiring pipeline automation.

Plaid MCP Server

Financial data aggregation — bank accounts, transactions, balances, and identity verification.

Mailchimp MCP Server

Email marketing automation — manage lists, campaigns, templates, and analytics in Mailchimp.

Lever MCP Server

Recruiting automation via Lever — manage opportunities, candidates, and interview feedback.

Court Listener MCP

Search federal and state court opinions, dockets, and legal filings via CourtListener API.

DocuSign MCP Server

Electronic signatures and contract management — send, sign, and track legal documents.

Google Ads MCP

Manage Google Ads campaigns, ad groups, keywords, and performance reporting.

Cloudflare MCP

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

GitLab MCP

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

Obsidian MCP

Obsidian vault access — read, create, and search notes with backlink support.

SonarQube MCP Server

Code quality and security scanning — bugs, vulnerabilities, code smells, and coverage metrics.

Shopify MCP Server

Manage Shopify stores — products, orders, inventory, and customer data.

Neon MCP

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

Sentry MCP

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

Snyk MCP Server

Vulnerability scanning for code, containers, and infrastructure. Dependency risk analysis.

Slack MCP Server

Read and send Slack messages, manage channels, search conversations, and automate workflows.

Linear MCP

Linear issue tracking and project management for engineering teams.

Exa MCP Server

Exa AI search and crawling for real-time web information — fast and cost-efficient.

Figma Context MCP

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

Kubernetes MCP

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

OpenAI Codex

OpenAI model powering code generation from natural language

ReliableCost-Effective

Atlassian MCP

MCP server for Jira and Confluence — manage tickets, pages, and team workflows.

Brave Search MCP

Brave web search API integration — privacy-focused web and local search for agents.

BambooHR MCP Server

HR management — employee directory, time-off tracking, onboarding, and reporting.

Salesforce MCP

Salesforce CRM operations — SOQL queries, record management, and workflow triggers.

QuickBooks MCP Server

Accounting automation — invoices, expenses, reports, and financial data in QuickBooks.

Perplexity MCP Server

Query Perplexity AI for real-time research with cited sources and reasoning.

Context7

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

Puppeteer MCP

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

Clearbit MCP

Company and contact enrichment — firmographic, technographic, and intent data.

ReliableCost-Effective

GitHub MCP Server

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

Docker MCP

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

ReliableCost-Effective

GenAI Toolbox

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

HubSpot MCP

HubSpot CRM integration — contacts, deals, companies, and marketing automation.

Firecrawl MCP

Web scraping, crawling, discovery, and deep research — the core web intelligence skill.

Browserbase MCP

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

SEMrush MCP Server

SEO intelligence — keyword research, domain analytics, backlink data, and competitor analysis.

ReliableCost-Effective

Amazon Seller MCP

Amazon Seller Central operations — inventory, orders, pricing, and advertising.

ReliableCost-Effective

Notion MCP Server

Official Notion API MCP server — read and write your Notion workspace from any agent.

LegalForce MCP Server

Legal document analysis, contract clause extraction, and compliance checking.

ReliableCost-Effective

Playwright MCP

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

n8n MCP

Execute workflows, manage nodes, and automate with n8n

OpenAI MCP

Generate text, images, and embeddings via OpenAI API

Anthropic MCP

Generate text and analyze content via Claude API

AWS MCP

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

OpenAI text-embedding-3

OpenAI latest embedding model with configurable dimensions

Qdrant

High-performance vector database with filtering and payload support

Nuclei

Fast vulnerability scanner with extensible template system

LlamaIndex

Data framework for connecting custom data to LLMs

SAM 2

Meta Segment Anything Model for image and video segmentation

NVIDIA Canary

NVIDIA speech model with multilingual ASR and translation

Meilisearch

Lightning-fast open-source search engine with typo tolerance

NVIDIA Parakeet

NVIDIA English ASR model with state-of-the-art accuracy

Deepgram Nova-2

Deepgram latest model with industry-leading word error rate

OpenAI Whisper

OpenAI open-source speech recognition model supporting 99 languages

Falco

Cloud-native runtime security tool for Kubernetes

Milvus

Cloud-native vector database for scalable similarity search

BGE-Large

BAAI general embedding model for dense retrieval tasks

CrewAI

Framework for orchestrating role-playing autonomous AI agents

LanceDB

Serverless vector database built on Lance columnar format

Apache Spark

Unified analytics engine for large-scale data processing

Claude 3.5 Sonnet

Anthropic fast and intelligent model for coding, analysis, and reasoning

LangChain

Framework for building LLM-powered applications with chains and agents

LangChain RAG

LangChain retrieval-augmented generation chains and tools

LlamaIndex Agents

LlamaIndex agent framework for data-augmented LLM applications

CodeQL

GitHub semantic code analysis engine for vulnerability detection

Deepgram

Real-time and batch speech-to-text API with enterprise accuracy

Marker

PDF to markdown converter with accurate text extraction

PaddleOCR

Baidu multilingual OCR toolkit with table recognition

pgvector

Open-source PostgreSQL extension for vector similarity search

Semgrep

Open-source static analysis for finding bugs and vulnerabilities

Checkov

Infrastructure as code security scanner for cloud misconfigs

DeepEval

Open-source LLM evaluation framework with 14+ metrics

Dependabot

GitHub automated dependency updates and security patches

Promptfoo

Open-source tool for testing and evaluating LLM prompts

ElevenLabs

AI voice synthesis with natural-sounding multilingual voices

GPT-4o

OpenAI flagship multimodal model with text, vision, and audio capabilities

Grype

Anchore vulnerability scanner for container images and filesystems

Continue

Open-source AI code assistant for VS Code and JetBrains

Apache Airflow

Platform for programmatically authoring and scheduling workflows

Apache Flink

Stream processing framework for distributed big data

dbt MCP

Run dbt models, test data quality, and manage transformations

Aider

AI pair programming in your terminal with git integration

ChromaDB

Open-source AI-native embedding database for LLM applications

docTR

Document text recognition library using deep learning

Langfuse

Open-source LLM engineering platform for tracing and analytics

OSV Scanner

Google vulnerability scanner using the OSV database

Prefect

Modern workflow orchestration for data and ML pipelines

Faster Whisper

CTranslate2 optimized Whisper for 4x faster transcription

Haystack RAG

Deepset end-to-end RAG framework with modular pipelines

Prowler

AWS, Azure, GCP security best practices assessment tool

Codeium

Free AI code completion and search for developers

ComfyUI

Node-based stable diffusion GUI for advanced workflows

OpenSearch

AWS open-source search and analytics suite

Arize Phoenix

Open-source observability and evaluation for LLM apps

Cohere Embed v3

Cohere multilingual embedding model optimized for search and retrieval

Haystack Agents

Deepset NLP framework with modular agent pipelines

OpenLLMetry

Open-source OpenTelemetry instrumentation for LLM apps

Composio

Integration platform connecting AI agents to 250+ tools

Mistral Large

Mistral AI flagship model with strong reasoning and multilingual support

OpenAI TTS

OpenAI text-to-speech with six natural-sounding voices

Opik

Comet open-source LLM evaluation and tracing platform

AssemblyAI

AI-powered speech-to-text with speaker diarization and summarization

Dagster

Cloud-native data pipeline orchestrator with asset management

E5-Mistral

Microsoft embedding model built on Mistral architecture

Kafka Connect

Confluent streaming data integration framework

Redis Vector

Redis vector search module for real-time similarity queries

Claude 3 Vision

Anthropic multimodal model for visual reasoning and analysis

Codestral

Mistral AI model optimized for code generation tasks

DeepSeek V3

Open-source model with strong coding and math capabilities

Embedchain

Framework for creating RAG chatbots from any data source

GPT-4 Vision

OpenAI multimodal model for image understanding and analysis

GraphRAG

Microsoft graph-based RAG for complex document understanding

Helicone

Open-source LLM observability with request logging and caching

PydanticAI

Type-safe AI agent framework built on Pydantic

Semantic Kernel

Microsoft SDK for integrating AI into applications

Claude 3 Opus

Anthropic most powerful model for complex analysis and nuanced tasks

Giskard

Open-source testing framework for ML and LLM models

Kestra

Event-driven orchestration platform for complex workflows

MLflow Evaluate

MLflow built-in LLM evaluation with custom metrics

Phidata

Framework for building autonomous AI assistants with memory

Qwen 2.5

Alibaba open-source multilingual model with code and math strengths

Algolia

AI-powered search and discovery platform for apps

Agno

Lightweight Python framework for building multi-modal agents

GTE-Qwen2

Alibaba general text embedding model with multilingual support

Mage AI

Open-source data pipeline tool for transforming data

Airbyte

Open-source data integration platform for ELT pipelines

AutoGen

Microsoft framework for building multi-agent conversational systems

Bandit

Python security linter for finding common security issues

ClickHouse MCP

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

Manticore Search

Open-source database for search with SQL and JSON support

Pixtral

Mistral multimodal model for image understanding

RAGAS

Framework for evaluating RAG pipeline quality and metrics

RAGFlow

Open-source RAG engine with deep document understanding

Roboflow

Computer vision platform for training and deploying models

SearXNG

Privacy-respecting open-source metasearch engine

SmolAgents

Hugging Face lightweight agent framework for tool use

FLUX

Black Forest Labs next-gen open image generation model

Inspect AI

UK AISI open-source framework for evaluating LLM capabilities

InvokeAI

Professional creative AI image generation toolkit

Moondream

Tiny but capable vision language model for edge deployment

Node-RED

Flow-based programming tool for connecting hardware and APIs

Bee Agent

IBM open-source agent framework for enterprise applications

Cursor

AI-first code editor with intelligent code generation

Hatchet

Distributed task queue for reliable background job processing

Letta

Framework for building stateful LLM agents with long-term memory

Nomic Embed

Open-source long-context embedding model with full reproducibility

Snowflake Arctic Embed

Snowflake open-source embedding model optimized for enterprise retrieval

DocsGPT

Open-source RAG solution for documentation Q&A

Fooocus

Simplified Stable Diffusion UI inspired by Midjourney

Jina Embeddings v3

Jina AI multilingual embeddings with late interaction support

OpenLIT

Open-source observability for GPUs and LLM applications

Apache Beam

Unified batch and streaming data processing framework

Cognee

Memory management for AI with RAG and knowledge graphs

CrowdStrike

Endpoint security platform with AI-powered threat detection

Florence-2

Microsoft unified vision model for captioning, detection, and OCR

Marqo

End-to-end vector search engine with built-in ML models

Google Custom Search

Google programmable search engine API

InternVL

Open-source multimodal model rivaling commercial vision APIs

Luigi

Spotify Python module for building batch data pipelines

Activepieces

Open-source no-code business automation platform

CAMEL

Communicative agents for mind exploration of large-scale AI

DALL-E 3

OpenAI state-of-the-art text-to-image generation model

Pinecone MCP

Manage vector indexes, upsert embeddings, and query vectors

MxBai Embed

Mixedbread AI binary embedding model for ultra-efficient retrieval

AUTOMATIC1111

Popular Stable Diffusion web UI for local image generation

Elasticsearch MCP

Search, index, and manage Elasticsearch clusters and indices

Huginn

Open-source system for building automated agent workflows

Mixedbread Embed

German-origin embedding model with strong multilingual MTEB scores

Sanity MCP

Sanity.io headless CMS — GROQ queries, document CRUD, asset management.

Kotaemon

Open-source RAG UI for chatting with documents

GitHub Copilot

AI pair programmer for code suggestions in your editor

LangSmith

LangChain platform for tracing, debugging, and monitoring LLM apps

Portkey

AI gateway with observability, caching, and fallbacks

Command R+

Cohere enterprise model optimized for RAG and tool use

Phi-4

Microsoft small but capable language model optimized for efficiency

Pipedream

Developer-first automation platform with code and no-code

AgentOps

Observability and DevTool platform for AI agents

Braintrust

Enterprise-grade AI evaluation and monitoring platform

CogVLM

Visual language model with strong OCR and chart understanding

Grounding DINO

Open-set object detection with text prompts

MongoDB Atlas Vector

MongoDB native vector search for enterprise applications

Qodo

AI code integrity platform for testing and review

Azure TTS

Microsoft Azure neural text-to-speech with SSML support

Instructor XL

Instruction-tuned embedding model for task-specific retrieval

LLaVA

Open-source large multimodal model for visual instruction following

Qwen-VL

Alibaba vision-language model with multilingual support

Azure Speech

Microsoft Azure speech recognition with real-time transcription

Coqui TTS

Open-source deep learning text-to-speech library

EasyOCR

Open-source OCR supporting 80+ languages with deep learning

Perplexity Ask MCP

Perplexity AI search integration for real-time research with citations.

Azure Document Intelligence

Microsoft AI document processing and form extraction

Grafana MCP

Query dashboards, create alerts, and explore metrics in Grafana

R2R

Production-ready RAG engine with ingestion and search

Rev AI

Rev.com speech-to-text API with human-level accuracy

Jina Search

Neural search framework for production-grade search

Bing Search API

Microsoft Bing web search API for developers

Cohere RAG

Cohere retrieval-augmented generation with citations

Serper

Fast Google Search API for programmatic web search

Playground v3

Open-source image generation model with strong aesthetics

Singer

Open-source standard for writing ETL scripts and taps

Speechmatics

Autonomous speech recognition supporting 50+ languages

AWS Lambda MCP

Deploy, invoke, and manage AWS Lambda functions

Automatisch

Open-source Zapier alternative for workflow automation

Azure Computer Vision

Microsoft image analysis and visual feature extraction

BigQuery MCP

Run queries, manage datasets, and export results from BigQuery

HIPAA Audit MCP

Scan codebases and infrastructure for HIPAA compliance gaps

Llama 3

Meta open-source large language model for research and commercial use

Mem0 MCP

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

Snowflake MCP

Query data warehouses, manage tables, and run Snowflake SQL

Google Cloud MCP

Manage GCP resources, deploy services, and query BigQuery

Power Automate

Microsoft cloud-based workflow automation platform

Lunary

Open-source observability and analytics for AI chatbots

Phospho

Text analytics platform for LLM apps with auto-evaluation

Amazon Titan Embed

AWS Bedrock embedding model for enterprise search and RAG

Bark

Suno open-source text-to-audio model with music and sound effects

Gladia

Fast speech-to-text API with real-time processing and translation

Ideogram

AI image generation with best-in-class text rendering

Metabase MCP

Run questions, manage dashboards, and query Metabase collections

Midjourney

AI image generation with artistic and photorealistic styles

Square MCP

Process payments, manage inventory, and handle Square POS

Mathpix

OCR specialized for math equations and scientific documents

Replicate SDXL

Cloud API for running Stable Diffusion models at scale

SendGrid MCP

Send transactional emails, manage templates, and track delivery

Datadog MCP

Query metrics, manage monitors, and search logs in Datadog

Discord MCP

Send messages, manage channels, and moderate Discord servers

Postman MCP

Run Postman collections, test APIs, and manage environments

Gemini Flash

Google fast and efficient model for high-throughput applications

Recraft V3

AI image generation model with precise style control

Azure MCP

Manage Azure resources, deploy apps, and monitor services

DuckDB MCP

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

Google Classroom MCP

Manage classes, assignments, and student submissions

Play.ht

AI voice generator with ultra-realistic text-to-speech

Adobe Firefly

Adobe commercially safe generative AI for creative work

Fivetran

Automated data integration platform with 300+ connectors

Bolt.new

StackBlitz AI-powered full-stack web app generator

Epic FHIR MCP

Query patient records and manage clinical data via FHIR API

Leonardo AI

AI image generation platform for creative professionals

Google Gecko

Google compact embedding model for low-latency retrieval

Grok-2

xAI conversational model with real-time knowledge and humor

Gemini Pro

Google DeepMind large language model with long context and multimodal input

Gemini Vision

Google multimodal model with native image understanding

AWS Textract

Amazon ML-powered document text and data extraction

Resemble AI

AI voice cloning and synthesis for real-time applications

Sourcegraph Cody

AI coding assistant with full codebase context

AWS Transcribe

Amazon automatic speech recognition for batch and streaming

ABBYY FineReader

Enterprise OCR and document processing platform

Jenkins MCP

Trigger builds, view job status, and manage Jenkins pipelines

Nanonets

AI-powered OCR for invoices, receipts, and documents

Replit Agent

Replit AI agent for building apps from natural language

Murf AI

Studio-quality AI voiceover with 120+ voices

Amazon Polly

AWS neural text-to-speech with 60+ voices in 30+ languages

Humanloop

Platform for evaluating, monitoring, and improving LLM apps

CircleCI MCP

Trigger pipelines, view build status, and manage CircleCI config

Google Imagen 3

Google highest quality text-to-image generation model

HoneyHive

AI observability platform with tracing and evaluation

Canvas LMS MCP

Manage courses, grades, and assignments in Canvas LMS

Galileo

AI evaluation platform for detecting hallucinations and errors

Patronus AI

Automated LLM evaluation for hallucination and safety

Athina AI

Production monitoring and evaluation for LLM applications

Bitbucket MCP

Manage repos, pull requests, and pipelines on Bitbucket

Google Speech-to-Text

Google Cloud speech recognition with streaming support

Literal AI

Observability and evaluation platform for LLM applications

LOVO AI

AI voice generator with emotion control and voice cloning

Microsoft Teams MCP

Send messages, schedule meetings, and manage Teams channels

Outreach MCP

Automate sales sequences, track engagement, and manage prospects

Pipedrive MCP

Manage deals, contacts, and sales pipelines in Pipedrive

Speechify

Text-to-speech app with natural AI voices for reading

AWS Rekognition

Amazon image and video analysis service with ML

Google Cloud TTS

Google WaveNet and Neural2 text-to-speech voices

Make MCP

Run scenarios, manage modules, and orchestrate Make.com workflows

Rossum

AI document processing for business documents

Google Vision OCR

Google Cloud Vision API for text detection in images and PDFs

Piper TTS

Fast local neural text-to-speech optimized for Raspberry Pi

Brex MCP

Manage corporate cards, expenses, and budgets in Brex

Hyperscience

Enterprise intelligent document processing platform

IFTTT

Consumer automation platform connecting apps and services

Stability AI MCP

Generate and edit images with Stable Diffusion models

Calendly MCP

Create scheduling links, manage events, and sync calendars

Medium MCP

Publish articles, manage publications, and track reader stats

Canopy

Pinecone open-source RAG framework for production

Canva MCP

Generate designs, manage templates, and export creative assets

Freshsales MCP

Manage leads, deals, and contacts in Freshworks CRM

PagerDuty MCP

Incident management and alerting — create incidents, manage on-call schedules, acknowledge.

Markdown MCP

Markdown processing and conversion — render, lint, transform, and export to HTML/PDF.

Devin

Cognition AI autonomous software engineer agent

Ghost MCP

Ghost publishing platform — create and manage posts, tags, members, and newsletters.

Confluence MCP

Confluence wiki access — search pages, read content, create and update documentation.

Contentful MCP

Contentful headless CMS — content types, entries, assets, and localization.

Selenium MCP

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

MLS Data MCP

Query MLS listings, comparables, and real estate market stats

Log10

AI application monitoring with automatic feedback and evals

Intercom MCP

Intercom messaging and support — conversations, contacts, and help center articles.

Freshdesk MCP

Freshdesk helpdesk automation — tickets, contacts, knowledge base, and SLA tracking.

Apollo MCP

Sales intelligence and prospecting — search people, companies, and enrich leads.

Framer MCP

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

ReadMe MCP

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

Clay MCP

Data enrichment and outreach automation — waterfall enrichment across 50+ providers.

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Find the right MCP serverfor the job.

Google Calendar MCP

Google Calendar MCP

Gmail MCP Server

Greenhouse MCP Server

Plaid MCP Server

Mailchimp MCP Server

Lever MCP Server

Court Listener MCP

DocuSign MCP Server

Google Ads MCP

Cloudflare MCP

GitLab MCP

Obsidian MCP

SonarQube MCP Server

Shopify MCP Server

Neon MCP

Sentry MCP

Snyk MCP Server

Slack MCP Server

Linear MCP

Exa MCP Server

Figma Context MCP

Kubernetes MCP

OpenAI Codex

Atlassian MCP

Brave Search MCP

BambooHR MCP Server

Salesforce MCP

QuickBooks MCP Server

Perplexity MCP Server

Context7

Puppeteer MCP

Clearbit MCP

GitHub MCP Server

Docker MCP

GenAI Toolbox

HubSpot MCP

Firecrawl MCP

Browserbase MCP

SEMrush MCP Server

Amazon Seller MCP

Notion MCP Server

LegalForce MCP Server

Playwright MCP

n8n MCP

OpenAI MCP

Anthropic MCP

AWS MCP

OpenAI text-embedding-3

Qdrant

Nuclei

LlamaIndex

SAM 2

NVIDIA Canary

Meilisearch

NVIDIA Parakeet

Deepgram Nova-2

OpenAI Whisper

Falco

Milvus

BGE-Large

CrewAI

LanceDB

Apache Spark

Claude 3.5 Sonnet

LangChain

LangChain RAG

LlamaIndex Agents

CodeQL

Deepgram

Marker

PaddleOCR

pgvector

Semgrep

Checkov

DeepEval

Dependabot

Promptfoo

ElevenLabs

Find the right MCP server
for the job.