Servers
Browse MCP servers ranked by real execution benchmarks. Filter by workflow, industry, or sort by the metrics that matter to you.
200 servers
GPT-4o
Official MCP ServerActiveOpenAI flagship multimodal model with text, vision, and audio capabilities
Claude 3.5 Sonnet
Official MCP ServerActiveAnthropic fast and intelligent model for coding, analysis, and reasoning
Midjourney
Official MCP ServerActiveAI image generation with artistic and photorealistic styles
OpenAI text-embedding-3
Official MCP ServerActiveOpenAI latest embedding model with configurable dimensions
GPT-4 Vision
Official MCP ServerActiveOpenAI multimodal model for image understanding and analysis
Claude 3 Opus
Official MCP ServerActiveAnthropic most powerful model for complex analysis and nuanced tasks
ElevenLabs
Official MCP ServerActiveAI voice synthesis with natural-sounding multilingual voices
Deepgram Nova-2
Official MCP ServerActiveDeepgram latest model with industry-leading word error rate
Claude 3 Vision
Official MCP ServerActiveAnthropic multimodal model for visual reasoning and analysis
GitHub Copilot
Official MCP ServerActiveAI pair programmer for code suggestions in your editor
Cohere Embed v3
Official MCP ServerActiveCohere multilingual embedding model optimized for search and retrieval
Algolia
Official MCP ServerActiveAI-powered search and discovery platform for apps
Deepgram
Official MCP ServerActiveReal-time and batch speech-to-text API with enterprise accuracy
Gemini Pro
Official MCP ServerActiveGoogle DeepMind large language model with long context and multimodal input
OpenAI MCP
Official MCP ServerActiveGenerate text, images, and embeddings via OpenAI API
Voyage AI 3
Official MCP ServerActiveVoyage AI embedding model with domain-specific variants
AssemblyAI
Official MCP ServerActiveAI-powered speech-to-text with speaker diarization and summarization
Google Imagen 3
Official MCP ServerActiveGoogle highest quality text-to-image generation model
CrowdStrike
Official MCP ServerActiveEndpoint security platform with AI-powered threat detection
Anthropic MCP
Official MCP ServerActiveGenerate text and analyze content via Claude API
Cursor
Official MCP ServerActiveAI-first code editor with intelligent code generation
Gemini Vision
Official MCP ServerActiveGoogle multimodal model with native image understanding
OpenAI TTS
Official MCP ServerActiveOpenAI text-to-speech with six natural-sounding voices
CodeQL
Official MCP ServerActiveGitHub semantic code analysis engine for vulnerability detection
Qdrant
CommunityActiveHigh-performance vector database with filtering and payload support
DALL-E 3
Official MCP ServerActiveOpenAI state-of-the-art text-to-image generation model
Snowflake MCP
Official MCP ServerActiveQuery data warehouses, manage tables, and run Snowflake SQL
Wiz
Official MCP ServerActiveCloud security platform for risk assessment and compliance
Fivetran
Official MCP ServerActiveAutomated data integration platform with 300+ connectors
Mistral Large
Official MCP ServerActiveMistral AI flagship model with strong reasoning and multilingual support
Whisper Large v3
CommunityActiveOpenAI largest Whisper model with lowest error rates
AWS Textract
Official MCP ServerActiveAmazon ML-powered document text and data extraction
Milvus
CommunityActiveCloud-native vector database for scalable similarity search
Jina Embeddings v3
CommunityActiveJina AI multilingual embeddings with late interaction support
BigQuery MCP
Official MCP ServerActiveRun queries, manage datasets, and export results from BigQuery
Apache Spark
CommunityActiveUnified analytics engine for large-scale data processing
Pinecone MCP
Official MCP ServerActiveManage vector indexes, upsert embeddings, and query vectors
DeepSeek V3
CommunityActiveOpen-source model with strong coding and math capabilities
LangSmith
Official MCP ServerActiveLangChain platform for tracing, debugging, and monitoring LLM apps
LlamaIndex
CommunityActiveData framework for connecting custom data to LLMs
FLUX
CommunityActiveBlack Forest Labs next-gen open image generation model
SAM 2
CommunityActiveMeta Segment Anything Model for image and video segmentation
Google Vision OCR
Official MCP ServerActiveGoogle Cloud Vision API for text detection in images and PDFs
NVIDIA Canary
Official MCP ServerActiveNVIDIA speech model with multilingual ASR and translation
Google Speech-to-Text
Official MCP ServerActiveGoogle Cloud speech recognition with streaming support
Semgrep
CommunityActiveOpen-source static analysis for finding bugs and vulnerabilities
Mathpix
Official MCP ServerActiveOCR specialized for math equations and scientific documents
Azure Document Intelligence
Official MCP ServerActiveMicrosoft AI document processing and form extraction
Temporal
CommunityActiveDurable execution platform for reliable workflows
Nuclei
CommunityActiveFast vulnerability scanner with extensible template system
AWS Lambda MCP
Official MCP ServerActiveDeploy, invoke, and manage AWS Lambda functions
Braintrust
Official MCP ServerActiveEnterprise-grade AI evaluation and monitoring platform
Play.ht
Official MCP ServerAI voice generator with ultra-realistic text-to-speech
Apache Airflow
CommunityActivePlatform for programmatically authoring and scheduling workflows
NVIDIA Parakeet
Official MCP ServerActiveNVIDIA English ASR model with state-of-the-art accuracy
Snowflake Arctic Embed
Official MCP ServerActiveSnowflake open-source embedding model optimized for enterprise retrieval
Llama 3
CommunityActiveMeta open-source large language model for research and commercial use
Meilisearch
CommunityActiveLightning-fast open-source search engine with typo tolerance
Aider
CommunityActiveAI pair programming in your terminal with git integration
Speechmatics
Official MCP ServerActiveAutonomous speech recognition supporting 50+ languages
Elasticsearch MCP
CommunityActiveSearch, index, and manage Elasticsearch clusters and indices
Azure Speech
Official MCP ServerActiveMicrosoft Azure speech recognition with real-time transcription
Vespa
CommunityActiveYahoo open-source big data serving engine with vector search
Datadog MCP
Official MCP ServerActiveQuery metrics, manage monitors, and search logs in Datadog
E5-Mistral
CommunityActiveMicrosoft embedding model built on Mistral architecture
OpenAI Whisper
CommunityActiveOpenAI open-source speech recognition model supporting 99 languages
LangChain
CommunityActiveFramework for building LLM-powered applications with chains and agents
LangChain RAG
CommunityActiveLangChain retrieval-augmented generation chains and tools
Ideogram
Official MCP ServerActiveAI image generation with best-in-class text rendering
AWS Transcribe
Official MCP ServerActiveAmazon automatic speech recognition for batch and streaming
Google Cloud MCP
Official MCP ServerActiveManage GCP resources, deploy services, and query BigQuery
Falco
CommunityActiveCloud-native runtime security tool for Kubernetes
Dependabot
Official MCP ServerActiveGitHub automated dependency updates and security patches
Workato
Official MCP ServerActiveEnterprise automation and integration platform
OpenSearch
CommunityActiveAWS open-source search and analytics suite
Adobe Firefly
Official MCP ServerActiveAdobe commercially safe generative AI for creative work
Windsurf
Official MCP ServerActiveCodeium agentic IDE with cascading code actions
Codestral
Official MCP ServerActiveMistral AI model optimized for code generation tasks
Apache Flink
CommunityActiveStream processing framework for distributed big data
Prefect
CommunityActiveModern workflow orchestration for data and ML pipelines
Langfuse
CommunityActiveOpen-source LLM engineering platform for tracing and analytics
Arize Phoenix
CommunityActiveOpen-source observability and evaluation for LLM apps
Vectara
Official MCP ServerActiveManaged RAG-as-a-service platform with grounded generation
LlamaIndex Agents
CommunityActiveLlamaIndex agent framework for data-augmented LLM applications
Roboflow
Official MCP ServerActiveComputer vision platform for training and deploying models
Pixtral
Official MCP ServerActiveMistral multimodal model for image understanding
InternVL
CommunityActiveOpen-source multimodal model rivaling commercial vision APIs
ABBYY FineReader
Official MCP ServerEnterprise OCR and document processing platform
Google Cloud TTS
Official MCP ServerActiveGoogle WaveNet and Neural2 text-to-speech voices
Faster Whisper
CommunityActiveCTranslate2 optimized Whisper for 4x faster transcription
Redis Vector
Official MCP ServerActiveRedis vector search module for real-time similarity queries
Turbopuffer
Official MCP ServerActiveServerless vector database optimized for cost and latency
Mixedbread Embed
CommunityGerman-origin embedding model with strong multilingual MTEB scores
BGE-Large
CommunityActiveBAAI general embedding model for dense retrieval tasks
dbt MCP
CommunityActiveRun dbt models, test data quality, and manage transformations
Command R+
Official MCP ServerActiveCohere enterprise model optimized for RAG and tool use
Twilio MCP
Official MCP ServerActiveSend SMS, make calls, and manage Twilio communication flows
Leonardo AI
Official MCP ServerActiveAI image generation platform for creative professionals
Vercel MCP
CommunityActiveDeploy and manage Vercel projects, domains, and serverless functions
Weaviate MCP
CommunityActiveVector search, schema management, and hybrid queries in Weaviate
Epic FHIR MCP
Official MCP ServerQuery patient records and manage clinical data via FHIR API
Azure MCP
Official MCP ServerActiveManage Azure resources, deploy apps, and monitor services
Qwen 2.5
CommunityActiveAlibaba open-source multilingual model with code and math strengths
Gemini Flash
Official MCP ServerActiveGoogle fast and efficient model for high-throughput applications
Nomic Embed
CommunityActiveOpen-source long-context embedding model with full reproducibility
Google Gecko
Official MCP ServerActiveGoogle compact embedding model for low-latency retrieval
Stella Embed
CommunityOpen-source embedding model with top MTEB benchmark scores
pgvector
CommunityActiveOpen-source PostgreSQL extension for vector similarity search
Typesense
CommunityActiveOpen-source search engine with vector and hybrid search support
Rev AI
Official MCP ServerRev.com speech-to-text API with human-level accuracy
Azure TTS
Official MCP ServerActiveMicrosoft Azure neural text-to-speech with SSML support
Resemble AI
Official MCP ServerAI voice cloning and synthesis for real-time applications
Surya OCR
CommunityActiveOpen-source multilingual OCR with line-level detection
Florence-2
CommunityActiveMicrosoft unified vision model for captioning, detection, and OCR
Qwen-VL
CommunityActiveAlibaba vision-language model with multilingual support
AWS Rekognition
Official MCP ServerActiveAmazon image and video analysis service with ML
CrewAI
CommunityActiveFramework for orchestrating role-playing autonomous AI agents
Cohere RAG
Official MCP ServerActiveCohere retrieval-augmented generation with citations
DeepEval
CommunityActiveOpen-source LLM evaluation framework with 14+ metrics
Humanloop
Official MCP ServerActivePlatform for evaluating, monitoring, and improving LLM apps
W&B Weave
Official MCP ServerActiveWeights & Biases framework for LLM evaluation and tracing
Portkey
Official MCP ServerActiveAI gateway with observability, caching, and fallbacks
Dagster
CommunityActiveCloud-native data pipeline orchestrator with asset management
Airbyte
CommunityActiveOpen-source data integration platform for ELT pipelines
Kafka Connect
CommunityActiveConfluent streaming data integration framework
Codeium
Official MCP ServerActiveFree AI code completion and search for developers
Devin
Official MCP ServerActiveCognition AI autonomous software engineer agent
Stable Diffusion XL
CommunityActiveStability AI open-source high-resolution image generation
Recraft V3
Official MCP ServerActiveAI image generation model with precise style control
Serper
Official MCP ServerActiveFast Google Search API for programmatic web search
Google Custom Search
Official MCP ServerActiveGoogle programmable search engine API
Checkov
CommunityActiveInfrastructure as code security scanner for cloud misconfigs
Prowler
CommunityActiveAWS, Azure, GCP security best practices assessment tool
Azure Computer Vision
Official MCP ServerActiveMicrosoft image analysis and visual feature extraction
Bing Search API
Official MCP ServerActiveMicrosoft Bing web search API for developers
LanceDB
CommunityActiveServerless vector database built on Lance columnar format
Gladia
Official MCP ServerActiveFast speech-to-text API with real-time processing and translation
CogVLM
CommunityVisual language model with strong OCR and chart understanding
Grounding DINO
CommunityActiveOpen-set object detection with text prompts
SendGrid MCP
Official MCP ServerActiveSend transactional emails, manage templates, and track delivery
Galileo
Official MCP ServerAI evaluation platform for detecting hallucinations and errors
Promptfoo
CommunityActiveOpen-source tool for testing and evaluating LLM prompts
GTE-Qwen2
CommunityActiveAlibaba general text embedding model with multilingual support
ComfyUI
CommunityActiveNode-based stable diffusion GUI for advanced workflows
Grype
CommunityActiveAnchore vulnerability scanner for container images and filesystems
Marker
CommunityActivePDF to markdown converter with accurate text extraction
Sourcegraph Cody
Official MCP ServerActiveAI coding assistant with full codebase context
Pipedream
Official MCP ServerActiveDeveloper-first automation platform with code and no-code
MongoDB Atlas Vector
Official MCP ServerActiveMongoDB native vector search for enterprise applications
MxBai Embed
CommunityMixedbread AI binary embedding model for ultra-efficient retrieval
OpenAI Codex
Official MCP ServerActiveOpenAI model powering code generation from natural language
Hyperscience
Official MCP ServerEnterprise intelligent document processing platform
AutoGen
CommunityActiveMicrosoft framework for building multi-agent conversational systems
WellSaid Labs
Official MCP ServerEnterprise AI voice platform with brand-consistent voices
Postman MCP
Official MCP ServerRun Postman collections, test APIs, and manage environments
LLaVA
CommunityActiveOpen-source large multimodal model for visual instruction following
Grok-2
Official MCP ServerActivexAI conversational model with real-time knowledge and humor
Haystack RAG
CommunityActiveDeepset end-to-end RAG framework with modular pipelines
Playground v3
CommunityActiveOpen-source image generation model with strong aesthetics
Amazon Polly
Official MCP ServerActiveAWS neural text-to-speech with 60+ voices in 30+ languages
Apache Beam
CommunityActiveUnified batch and streaming data processing framework
Grafana MCP
CommunityActiveQuery dashboards, create alerts, and explore metrics in Grafana
Tortoise TTS
CommunityMulti-voice text-to-speech with emphasis on quality
Qodo
Official MCP ServerActiveAI code integrity platform for testing and review
Tray.io
Official MCP ServerEnterprise integration platform for automated workflows
Unstructured
CommunityActiveOpen-source toolkit for preprocessing unstructured documents
Murf AI
Official MCP ServerStudio-quality AI voiceover with 120+ voices
Nanonets
Official MCP ServerAI-powered OCR for invoices, receipts, and documents
Amazon Titan Embed
Official MCP ServerActiveAWS Bedrock embedding model for enterprise search and RAG
Continue
CommunityActiveOpen-source AI code assistant for VS Code and JetBrains
StarCoder2
CommunityActiveHugging Face open-source code LLM trained on 600+ languages
PaddleOCR
CommunityActiveBaidu multilingual OCR toolkit with table recognition
RAGAS
CommunityActiveFramework for evaluating RAG pipeline quality and metrics
Instructor XL
CommunityInstruction-tuned embedding model for task-specific retrieval
MLflow Evaluate
CommunityActiveMLflow built-in LLM evaluation with custom metrics
Helicone
CommunityActiveOpen-source LLM observability with request logging and caching
ChromaDB
CommunityActiveOpen-source AI-native embedding database for LLM applications
Composio
CommunityActiveIntegration platform connecting AI agents to 250+ tools
Zapier MCP
Official MCP ServerActiveTrigger zaps, manage workflows, and connect 5000+ apps
Supabase Vector
CommunityActiveSupabase pgvector integration for full-stack vector search
Windmill
CommunityActiveOpen-source developer platform for scripts and workflows
Semantic Kernel
Official MCP ServerActiveMicrosoft SDK for integrating AI into applications
Square MCP
Official MCP ServerProcess payments, manage inventory, and handle Square POS
Patronus AI
Official MCP ServerAutomated LLM evaluation for hallucination and safety
Jina Search
CommunityActiveNeural search framework for production-grade search
GraphRAG
CommunityActiveMicrosoft graph-based RAG for complex document understanding
Replicate SDXL
Official MCP ServerActiveCloud API for running Stable Diffusion models at scale
Power Automate
Official MCP ServerActiveMicrosoft cloud-based workflow automation platform
You.com Search
Official MCP ServerActiveAI-powered search engine with developer API
Canopy
Official MCP ServerPinecone open-source RAG framework for production
TruLens
CommunityActiveEvaluation and tracking for LLM apps with feedback functions
Trigger.dev
CommunityActiveOpen-source background jobs framework with AI capabilities
Marqo
CommunityActiveEnd-to-end vector search engine with built-in ML models
n8n MCP
CommunityActiveExecute workflows, manage nodes, and automate with n8n
Athina AI
Official MCP ServerActiveProduction monitoring and evaluation for LLM applications
Xero MCP
Official MCP ServerManage invoices, contacts, and bank reconciliation in Xero
Outreach MCP
Official MCP ServerAutomate sales sequences, track engagement, and manage prospects
AUTOMATIC1111
CommunityActivePopular Stable Diffusion web UI for local image generation
OSV Scanner
CommunityActiveGoogle vulnerability scanner using the OSV database
Bolt.new
Official MCP ServerActiveStackBlitz AI-powered full-stack web app generator