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.

200 servers

GPT-4o

Official MCP ServerActive

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

92.0
Output94.0
Reliability90.0
Trust95.0
Based on 1144 benchmark runs
52.0k
1d ago

Claude 3.5 Sonnet

Official MCP ServerActive

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

91.0
Output93.0
Reliability92.0
Trust96.0
Based on 1132 benchmark runs
28.0k
1d ago

Midjourney

Official MCP ServerActive

AI image generation with artistic and photorealistic styles

90.0
Output94.0
Reliability84.0
Trust84.0
Based on 1120 benchmark runs
2.0k
2d ago

OpenAI text-embedding-3

Official MCP ServerActive

OpenAI latest embedding model with configurable dimensions

90.0
Output90.0
Reliability92.0
Trust95.0
Based on 1120 benchmark runs
52.0k
1d ago

GPT-4 Vision

Official MCP ServerActive

OpenAI multimodal model for image understanding and analysis

90.0
Output92.0
Reliability88.0
Trust94.0
Based on 1120 benchmark runs
52.0k
1d ago

Claude 3 Opus

Official MCP ServerActive

Anthropic most powerful model for complex analysis and nuanced tasks

90.0
Output92.0
Reliability90.0
Trust96.0
Based on 1120 benchmark runs
28.0k
1d ago

ElevenLabs

Official MCP ServerActive

AI voice synthesis with natural-sounding multilingual voices

90.0
Output94.0
Reliability88.0
Trust88.0
Based on 1120 benchmark runs
4.0k
3d ago

Deepgram Nova-2

Official MCP ServerActive

Deepgram latest model with industry-leading word error rate

89.0
Output90.0
Reliability90.0
Trust90.0
Based on 1108 benchmark runs
5.0k
2d ago

Claude 3 Vision

Official MCP ServerActive

Anthropic multimodal model for visual reasoning and analysis

89.0
Output90.0
Reliability90.0
Trust96.0
Based on 1108 benchmark runs
28.0k
1d ago

GitHub Copilot

Official MCP ServerActive

AI pair programmer for code suggestions in your editor

88.0
Output90.0
Reliability86.0
Trust92.0
Based on 1096 benchmark runs
20.0k
1d ago

Cohere Embed v3

Official MCP ServerActive

Cohere multilingual embedding model optimized for search and retrieval

88.0
Output88.0
Reliability88.0
Trust90.0
Based on 1096 benchmark runs
8.0k
3d ago

Algolia

Official MCP ServerActive

AI-powered search and discovery platform for apps

88.0
Output86.0
Reliability90.0
Trust92.0
Based on 1096 benchmark runs
12.0k
2d ago

Deepgram

Official MCP ServerActive

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

88.0
Output88.0
Reliability90.0
Trust90.0
Based on 1096 benchmark runs
5.0k
2d ago

Gemini Pro

Official MCP ServerActive

Google DeepMind large language model with long context and multimodal input

88.0
Output88.0
Reliability86.0
Trust92.0
Based on 1096 benchmark runs
18.0k
2d ago

OpenAI MCP

Official MCP ServerActive

Generate text, images, and embeddings via OpenAI API

88.0
Output90.0
Reliability86.0
Trust92.0
Based on 1096 benchmark runs
8.5k
1d ago

Voyage AI 3

Official MCP ServerActive

Voyage AI embedding model with domain-specific variants

87.0
Output88.0
Reliability86.0
Trust88.0
Based on 1084 benchmark runs
3.0k
5d ago

AssemblyAI

Official MCP ServerActive

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

87.0
Output88.0
Reliability88.0
Trust88.0
Based on 1084 benchmark runs
3.0k
3d ago

Google Imagen 3

Official MCP ServerActive

Google highest quality text-to-image generation model

87.0
Output90.0
Reliability86.0
Trust92.0
Based on 1084 benchmark runs
18.0k
2d ago

CrowdStrike

Official MCP ServerActive

Endpoint security platform with AI-powered threat detection

87.0
Output86.0
Reliability88.0
Trust92.0
Based on 1084 benchmark runs
3.0k
4d ago

Anthropic MCP

Official MCP ServerActive

Generate text and analyze content via Claude API

87.0
Output90.0
Reliability88.0
Trust93.0
Based on 1084 benchmark runs
6.2k
2d ago

Cursor

Official MCP ServerActive

AI-first code editor with intelligent code generation

87.0
Output90.0
Reliability84.0
Trust86.0
Based on 1084 benchmark runs
28.0k
1d ago

Gemini Vision

Official MCP ServerActive

Google multimodal model with native image understanding

87.0
Output88.0
Reliability86.0
Trust92.0
Based on 1084 benchmark runs
18.0k
2d ago

OpenAI TTS

Official MCP ServerActive

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

86.0
Output86.0
Reliability88.0
Trust92.0
Based on 1072 benchmark runs
52.0k
1d ago

CodeQL

Official MCP ServerActive

GitHub semantic code analysis engine for vulnerability detection

86.0
Output86.0
Reliability86.0
Trust92.0
Based on 1072 benchmark runs
8.0k
2d ago

Qdrant

CommunityActive

High-performance vector database with filtering and payload support

86.0
Output84.0
Reliability88.0
Trust88.0
Based on 1072 benchmark runs
22.0k
2d ago

DALL-E 3

Official MCP ServerActive

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

86.0
Output88.0
Reliability86.0
Trust92.0
Based on 1072 benchmark runs
52.0k
1d ago

Snowflake MCP

Official MCP ServerActive

Query data warehouses, manage tables, and run Snowflake SQL

86.0
Output84.0
Reliability90.0
Trust93.0
Based on 1072 benchmark runs
1.8k
5d ago

Wiz

Official MCP ServerActive

Cloud security platform for risk assessment and compliance

86.0
Output84.0
Reliability88.0
Trust90.0
Based on 1072 benchmark runs
2.0k
3d ago

Fivetran

Official MCP ServerActive

Automated data integration platform with 300+ connectors

86.0
Output84.0
Reliability88.0
Trust90.0
Based on 1072 benchmark runs
3.0k
4d ago

Mistral Large

Official MCP ServerActive

Mistral AI flagship model with strong reasoning and multilingual support

86.0
Output86.0
Reliability84.0
Trust88.0
Based on 1072 benchmark runs
12.0k
2d ago

Whisper Large v3

CommunityActive

OpenAI largest Whisper model with lowest error rates

86.0
Output88.0
Reliability84.0
Trust85.0
Based on 1072 benchmark runs
68.0k
3d ago

AWS Textract

Official MCP ServerActive

Amazon ML-powered document text and data extraction

86.0
Output86.0
Reliability88.0
Trust92.0
Based on 1072 benchmark runs
12.0k
3d ago

Milvus

CommunityActive

Cloud-native vector database for scalable similarity search

85.0
Output84.0
Reliability86.0
Trust86.0
Based on 1060 benchmark runs
30.0k
1d ago

Jina Embeddings v3

CommunityActive

Jina AI multilingual embeddings with late interaction support

85.0
Output86.0
Reliability84.0
Trust84.0
Based on 1060 benchmark runs
21.0k
2d ago

BigQuery MCP

Official MCP ServerActive

Run queries, manage datasets, and export results from BigQuery

85.0
Output84.0
Reliability88.0
Trust92.0
Based on 1060 benchmark runs
2.4k
4d ago

Apache Spark

CommunityActive

Unified analytics engine for large-scale data processing

85.0
Output84.0
Reliability84.0
Trust88.0
Based on 1060 benchmark runs
40.0k
1d ago

Pinecone MCP

Official MCP ServerActive

Manage vector indexes, upsert embeddings, and query vectors

85.0
Output84.0
Reliability88.0
Trust90.0
Based on 1060 benchmark runs
2.1k
3d ago

DeepSeek V3

CommunityActive

Open-source model with strong coding and math capabilities

85.0
Output87.0
Reliability82.0
Trust78.0
Based on 1060 benchmark runs
45.0k
2d ago

LangSmith

Official MCP ServerActive

LangChain platform for tracing, debugging, and monitoring LLM apps

85.0
Output86.0
Reliability84.0
Trust86.0
Based on 1060 benchmark runs
6.0k
2d ago

LlamaIndex

CommunityActive

Data framework for connecting custom data to LLMs

85.0
Output86.0
Reliability82.0
Trust84.0
Based on 1060 benchmark runs
38.0k
1d ago

FLUX

CommunityActive

Black Forest Labs next-gen open image generation model

85.0
Output90.0
Reliability80.0
Trust80.0
Based on 1060 benchmark runs
18.0k
3d ago

SAM 2

CommunityActive

Meta Segment Anything Model for image and video segmentation

85.0
Output88.0
Reliability82.0
Trust84.0
Based on 1060 benchmark runs
12.0k
4d ago

Google Vision OCR

Official MCP ServerActive

Google Cloud Vision API for text detection in images and PDFs

85.0
Output84.0
Reliability88.0
Trust92.0
Based on 1060 benchmark runs
8.0k
4d ago

NVIDIA Canary

Official MCP ServerActive

NVIDIA speech model with multilingual ASR and translation

85.0
Output86.0
Reliability86.0
Trust88.0
Based on 1060 benchmark runs
32.0k
4d ago

Google Speech-to-Text

Official MCP ServerActive

Google Cloud speech recognition with streaming support

85.0
Output84.0
Reliability88.0
Trust92.0
Based on 1060 benchmark runs
8.0k
4d ago

Semgrep

CommunityActive

Open-source static analysis for finding bugs and vulnerabilities

84.0
Output84.0
Reliability84.0
Trust86.0
Based on 1048 benchmark runs
11.0k
1d ago

Mathpix

Official MCP ServerActive

OCR specialized for math equations and scientific documents

84.0
Output88.0
Reliability84.0
Trust86.0
Based on 1048 benchmark runs
2.0k
7d ago

Azure Document Intelligence

Official MCP ServerActive

Microsoft AI document processing and form extraction

84.0
Output84.0
Reliability86.0
Trust92.0
Based on 1048 benchmark runs
6.0k
5d ago

Temporal

CommunityActive

Durable execution platform for reliable workflows

84.0
Output82.0
Reliability86.0
Trust86.0
Based on 1048 benchmark runs
12.0k
2d ago

Nuclei

CommunityActive

Fast vulnerability scanner with extensible template system

84.0
Output84.0
Reliability82.0
Trust82.0
Based on 1048 benchmark runs
20.0k
1d ago

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

Braintrust

Official MCP ServerActive

Enterprise-grade AI evaluation and monitoring platform

84.0
Output84.0
Reliability86.0
Trust88.0
Based on 1048 benchmark runs
2.0k
4d ago

Play.ht

Official MCP Server

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

84.0
Output88.0
Reliability82.0
Trust82.0
Based on 1048 benchmark runs
800
8d ago

Apache Airflow

CommunityActive

Platform for programmatically authoring and scheduling workflows

84.0
Output82.0
Reliability84.0
Trust86.0
Based on 1048 benchmark runs
37.0k
1d ago

NVIDIA Parakeet

Official MCP ServerActive

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

84.0
Output84.0
Reliability86.0
Trust88.0
Based on 1048 benchmark runs
32.0k
4d ago

Snowflake Arctic Embed

Official MCP ServerActive

Snowflake open-source embedding model optimized for enterprise retrieval

84.0
Output84.0
Reliability84.0
Trust86.0
Based on 1048 benchmark runs
3.0k
7d ago

Llama 3

CommunityActive

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

84.0
Output85.0
Reliability82.0
Trust80.0
Based on 1048 benchmark runs
65.0k
3d ago

Meilisearch

CommunityActive

Lightning-fast open-source search engine with typo tolerance

84.0
Output82.0
Reliability84.0
Trust82.0
Based on 1048 benchmark runs
48.0k
1d ago

Aider

CommunityActive

AI pair programming in your terminal with git integration

84.0
Output88.0
Reliability80.0
Trust78.0
Based on 1048 benchmark runs
22.0k
1d ago

Speechmatics

Official MCP ServerActive

Autonomous speech recognition supporting 50+ languages

84.0
Output84.0
Reliability86.0
Trust88.0
Based on 1048 benchmark runs
1.0k
6d ago

Elasticsearch MCP

CommunityActive

Search, index, and manage Elasticsearch clusters and indices

84.0
Output82.0
Reliability86.0
Trust90.0
Based on 1048 benchmark runs
2.6k
4d ago

Azure Speech

Official MCP ServerActive

Microsoft Azure speech recognition with real-time transcription

84.0
Output82.0
Reliability86.0
Trust92.0
Based on 1048 benchmark runs
6.0k
5d ago

Vespa

CommunityActive

Yahoo open-source big data serving engine with vector search

84.0
Output82.0
Reliability86.0
Trust86.0
Based on 1048 benchmark runs
6.0k
2d ago

Datadog MCP

Official MCP ServerActive

Query metrics, manage monitors, and search logs in Datadog

84.0
Output82.0
Reliability88.0
Trust92.0
Based on 1048 benchmark runs
1.5k
4d ago

E5-Mistral

CommunityActive

Microsoft embedding model built on Mistral architecture

84.0
Output86.0
Reliability82.0
Trust82.0
Based on 1048 benchmark runs
12.0k
7d ago

OpenAI Whisper

CommunityActive

OpenAI open-source speech recognition model supporting 99 languages

84.0
Output86.0
Reliability82.0
Trust85.0
Based on 1048 benchmark runs
68.0k
3d ago

LangChain

CommunityActive

Framework for building LLM-powered applications with chains and agents

84.0
Output84.0
Reliability80.0
Trust82.0
Based on 1048 benchmark runs
95.0k
1d ago

LangChain RAG

CommunityActive

LangChain retrieval-augmented generation chains and tools

84.0
Output84.0
Reliability80.0
Trust82.0
Based on 1048 benchmark runs
95.0k
1d ago

Ideogram

Official MCP ServerActive

AI image generation with best-in-class text rendering

84.0
Output88.0
Reliability82.0
Trust82.0
Based on 1048 benchmark runs
1.0k
4d ago

AWS Transcribe

Official MCP ServerActive

Amazon automatic speech recognition for batch and streaming

83.0
Output82.0
Reliability86.0
Trust90.0
Based on 1036 benchmark runs
12.0k
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

Falco

CommunityActive

Cloud-native runtime security tool for Kubernetes

83.0
Output82.0
Reliability84.0
Trust86.0
Based on 1036 benchmark runs
7.0k
2d ago

Dependabot

Official MCP ServerActive

GitHub automated dependency updates and security patches

83.0
Output80.0
Reliability86.0
Trust90.0
Based on 1036 benchmark runs
5.0k
1d ago

Workato

Official MCP ServerActive

Enterprise automation and integration platform

83.0
Output80.0
Reliability86.0
Trust88.0
Based on 1036 benchmark runs
600
7d ago

OpenSearch

CommunityActive

AWS open-source search and analytics suite

83.0
Output82.0
Reliability84.0
Trust86.0
Based on 1036 benchmark runs
10.0k
1d ago

Adobe Firefly

Official MCP ServerActive

Adobe commercially safe generative AI for creative work

83.0
Output84.0
Reliability84.0
Trust90.0
Based on 1036 benchmark runs
800
5d ago

Windsurf

Official MCP ServerActive

Codeium agentic IDE with cascading code actions

83.0
Output86.0
Reliability80.0
Trust82.0
Based on 1036 benchmark runs
6.0k
2d ago

Codestral

Official MCP ServerActive

Mistral AI model optimized for code generation tasks

83.0
Output86.0
Reliability82.0
Trust86.0
Based on 1036 benchmark runs
12.0k
3d ago

Apache Flink

CommunityActive

Stream processing framework for distributed big data

83.0
Output82.0
Reliability84.0
Trust86.0
Based on 1036 benchmark runs
24.0k
1d ago

Prefect

CommunityActive

Modern workflow orchestration for data and ML pipelines

83.0
Output82.0
Reliability84.0
Trust84.0
Based on 1036 benchmark runs
16.0k
1d ago

Langfuse

CommunityActive

Open-source LLM engineering platform for tracing and analytics

83.0
Output84.0
Reliability82.0
Trust82.0
Based on 1036 benchmark runs
6.0k
2d ago

Arize Phoenix

CommunityActive

Open-source observability and evaluation for LLM apps

83.0
Output84.0
Reliability82.0
Trust84.0
Based on 1036 benchmark runs
8.0k
2d ago

Vectara

Official MCP ServerActive

Managed RAG-as-a-service platform with grounded generation

83.0
Output82.0
Reliability84.0
Trust86.0
Based on 1036 benchmark runs
2.0k
5d ago

LlamaIndex Agents

CommunityActive

LlamaIndex agent framework for data-augmented LLM applications

83.0
Output84.0
Reliability80.0
Trust82.0
Based on 1036 benchmark runs
38.0k
1d ago

Roboflow

Official MCP ServerActive

Computer vision platform for training and deploying models

83.0
Output84.0
Reliability82.0
Trust84.0
Based on 1036 benchmark runs
18.0k
2d ago

Pixtral

Official MCP ServerActive

Mistral multimodal model for image understanding

83.0
Output84.0
Reliability82.0
Trust86.0
Based on 1036 benchmark runs
12.0k
3d ago

InternVL

CommunityActive

Open-source multimodal model rivaling commercial vision APIs

83.0
Output86.0
Reliability80.0
Trust78.0
Based on 1036 benchmark runs
7.0k
4d ago

ABBYY FineReader

Official MCP Server

Enterprise OCR and document processing platform

83.0
Output84.0
Reliability86.0
Trust88.0
Based on 1036 benchmark runs
500
15d ago

Google Cloud TTS

Official MCP ServerActive

Google WaveNet and Neural2 text-to-speech voices

83.0
Output82.0
Reliability86.0
Trust92.0
Based on 1036 benchmark runs
6.0k
5d ago

Faster Whisper

CommunityActive

CTranslate2 optimized Whisper for 4x faster transcription

83.0
Output84.0
Reliability80.0
Trust82.0
Based on 1036 benchmark runs
12.0k
3d ago

Redis Vector

Official MCP ServerActive

Redis vector search module for real-time similarity queries

83.0
Output80.0
Reliability86.0
Trust88.0
Based on 1036 benchmark runs
65.0k
1d ago

Turbopuffer

Official MCP ServerActive

Serverless vector database optimized for cost and latency

83.0
Output82.0
Reliability84.0
Trust84.0
Based on 1036 benchmark runs
1.5k
5d ago

Mixedbread Embed

Community

German-origin embedding model with strong multilingual MTEB scores

83.0
Output84.0
Reliability82.0
Trust80.0
Based on 1036 benchmark runs
2.0k
8d ago

BGE-Large

CommunityActive

BAAI general embedding model for dense retrieval tasks

83.0
Output84.0
Reliability82.0
Trust80.0
Based on 1036 benchmark runs
15.0k
4d ago

dbt MCP

CommunityActive

Run dbt models, test data quality, and manage transformations

83.0
Output82.0
Reliability85.0
Trust88.0
Based on 1036 benchmark runs
3.1k
3d ago

Command R+

Official MCP ServerActive

Cohere enterprise model optimized for RAG and tool use

83.0
Output82.0
Reliability84.0
Trust86.0
Based on 1036 benchmark runs
8.0k
4d ago

Twilio MCP

Official MCP ServerActive

Send SMS, make calls, and manage Twilio communication flows

83.0
Output82.0
Reliability86.0
Trust90.0
Based on 1036 benchmark runs
1.8k
6d ago

Leonardo AI

Official MCP ServerActive

AI image generation platform for creative professionals

82.0
Output86.0
Reliability80.0
Trust80.0
Based on 1024 benchmark runs
1.5k
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

Weaviate MCP

CommunityActive

Vector search, schema management, and hybrid queries in Weaviate

82.0
Output80.0
Reliability84.0
Trust86.0
Based on 1024 benchmark runs
1.7k
5d ago

Epic FHIR MCP

Official MCP Server

Query patient records and manage clinical data via FHIR API

82.0
Output80.0
Reliability88.0
Trust94.0
Based on 1024 benchmark runs
450
18d 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

Qwen 2.5

CommunityActive

Alibaba open-source multilingual model with code and math strengths

82.0
Output84.0
Reliability80.0
Trust76.0
Based on 1024 benchmark runs
32.0k
3d ago

Gemini Flash

Official MCP ServerActive

Google fast and efficient model for high-throughput applications

82.0
Output80.0
Reliability84.0
Trust90.0
Based on 1024 benchmark runs
18.0k
2d ago

Nomic Embed

CommunityActive

Open-source long-context embedding model with full reproducibility

82.0
Output82.0
Reliability80.0
Trust78.0
Based on 1024 benchmark runs
5.0k
5d ago

Google Gecko

Official MCP ServerActive

Google compact embedding model for low-latency retrieval

82.0
Output80.0
Reliability84.0
Trust90.0
Based on 1024 benchmark runs
18.0k
3d ago

Stella Embed

Community

Open-source embedding model with top MTEB benchmark scores

82.0
Output84.0
Reliability80.0
Trust78.0
Based on 1024 benchmark runs
1.5k
10d ago

pgvector

CommunityActive

Open-source PostgreSQL extension for vector similarity search

82.0
Output80.0
Reliability84.0
Trust85.0
Based on 1024 benchmark runs
12.0k
3d ago

Typesense

CommunityActive

Open-source search engine with vector and hybrid search support

82.0
Output80.0
Reliability84.0
Trust84.0
Based on 1024 benchmark runs
20.0k
2d ago

Rev AI

Official MCP Server

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

82.0
Output84.0
Reliability84.0
Trust86.0
Based on 1024 benchmark runs
1.5k
8d ago

Azure TTS

Official MCP ServerActive

Microsoft Azure neural text-to-speech with SSML support

82.0
Output80.0
Reliability86.0
Trust92.0
Based on 1024 benchmark runs
6.0k
5d ago

Resemble AI

Official MCP Server

AI voice cloning and synthesis for real-time applications

82.0
Output86.0
Reliability82.0
Trust84.0
Based on 1024 benchmark runs
1.2k
8d ago

Surya OCR

CommunityActive

Open-source multilingual OCR with line-level detection

82.0
Output84.0
Reliability80.0
Trust80.0
Based on 1024 benchmark runs
12.0k
3d ago

Florence-2

CommunityActive

Microsoft unified vision model for captioning, detection, and OCR

82.0
Output84.0
Reliability80.0
Trust82.0
Based on 1024 benchmark runs
8.0k
7d ago

Qwen-VL

CommunityActive

Alibaba vision-language model with multilingual support

82.0
Output84.0
Reliability80.0
Trust76.0
Based on 1024 benchmark runs
5.0k
5d ago

AWS Rekognition

Official MCP ServerActive

Amazon image and video analysis service with ML

82.0
Output80.0
Reliability86.0
Trust92.0
Based on 1024 benchmark runs
12.0k
3d ago

CrewAI

CommunityActive

Framework for orchestrating role-playing autonomous AI agents

82.0
Output84.0
Reliability78.0
Trust78.0
Based on 1024 benchmark runs
22.0k
1d ago

Cohere RAG

Official MCP ServerActive

Cohere retrieval-augmented generation with citations

82.0
Output82.0
Reliability84.0
Trust88.0
Based on 1024 benchmark runs
8.0k
3d ago

DeepEval

CommunityActive

Open-source LLM evaluation framework with 14+ metrics

82.0
Output84.0
Reliability80.0
Trust80.0
Based on 1024 benchmark runs
4.0k
3d ago

Humanloop

Official MCP ServerActive

Platform for evaluating, monitoring, and improving LLM apps

82.0
Output82.0
Reliability84.0
Trust86.0
Based on 1024 benchmark runs
1.5k
5d ago

W&B Weave

Official MCP ServerActive

Weights & Biases framework for LLM evaluation and tracing

82.0
Output82.0
Reliability82.0
Trust86.0
Based on 1024 benchmark runs
5.0k
3d ago

Portkey

Official MCP ServerActive

AI gateway with observability, caching, and fallbacks

82.0
Output82.0
Reliability82.0
Trust84.0
Based on 1024 benchmark runs
6.0k
3d ago

Dagster

CommunityActive

Cloud-native data pipeline orchestrator with asset management

82.0
Output82.0
Reliability82.0
Trust82.0
Based on 1024 benchmark runs
12.0k
1d ago

Airbyte

CommunityActive

Open-source data integration platform for ELT pipelines

82.0
Output82.0
Reliability80.0
Trust80.0
Based on 1024 benchmark runs
16.0k
1d ago

Kafka Connect

CommunityActive

Confluent streaming data integration framework

82.0
Output80.0
Reliability84.0
Trust86.0
Based on 1024 benchmark runs
5.0k
3d ago

Codeium

Official MCP ServerActive

Free AI code completion and search for developers

82.0
Output84.0
Reliability80.0
Trust80.0
Based on 1024 benchmark runs
15.0k
2d ago

Devin

Official MCP ServerActive

Cognition AI autonomous software engineer agent

82.0
Output86.0
Reliability76.0
Trust80.0
Based on 1024 benchmark runs
5.0k
4d ago

Stable Diffusion XL

CommunityActive

Stability AI open-source high-resolution image generation

82.0
Output86.0
Reliability78.0
Trust78.0
Based on 1024 benchmark runs
45.0k
3d ago

Recraft V3

Official MCP ServerActive

AI image generation model with precise style control

82.0
Output86.0
Reliability80.0
Trust80.0
Based on 1024 benchmark runs
1.0k
5d ago

Serper

Official MCP ServerActive

Fast Google Search API for programmatic web search

82.0
Output82.0
Reliability84.0
Trust84.0
Based on 1024 benchmark runs
3.0k
5d ago

Google Custom Search

Official MCP ServerActive

Google programmable search engine API

82.0
Output80.0
Reliability86.0
Trust92.0
Based on 1024 benchmark runs
12.0k
3d ago

Checkov

CommunityActive

Infrastructure as code security scanner for cloud misconfigs

82.0
Output80.0
Reliability84.0
Trust84.0
Based on 1024 benchmark runs
7.0k
2d ago

Prowler

CommunityActive

AWS, Azure, GCP security best practices assessment tool

82.0
Output80.0
Reliability84.0
Trust84.0
Based on 1024 benchmark runs
11.0k
2d ago

Azure Computer Vision

Official MCP ServerActive

Microsoft image analysis and visual feature extraction

81.0
Output78.0
Reliability84.0
Trust92.0
Based on 1012 benchmark runs
6.0k
5d ago

Bing Search API

Official MCP ServerActive

Microsoft Bing web search API for developers

81.0
Output80.0
Reliability84.0
Trust90.0
Based on 1012 benchmark runs
6.0k
5d ago

LanceDB

CommunityActive

Serverless vector database built on Lance columnar format

81.0
Output82.0
Reliability80.0
Trust80.0
Based on 1012 benchmark runs
4.0k
3d ago

Gladia

Official MCP ServerActive

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

81.0
Output82.0
Reliability80.0
Trust82.0
Based on 1012 benchmark runs
800
7d ago

CogVLM

Community

Visual language model with strong OCR and chart understanding

81.0
Output84.0
Reliability78.0
Trust76.0
Based on 1012 benchmark runs
6.0k
8d ago

Grounding DINO

CommunityActive

Open-set object detection with text prompts

81.0
Output84.0
Reliability78.0
Trust80.0
Based on 1012 benchmark runs
6.0k
6d ago

SendGrid MCP

Official MCP ServerActive

Send transactional emails, manage templates, and track delivery

81.0
Output80.0
Reliability84.0
Trust88.0
Based on 1012 benchmark runs
1.4k
7d ago

Galileo

Official MCP Server

AI evaluation platform for detecting hallucinations and errors

81.0
Output80.0
Reliability82.0
Trust84.0
Based on 1012 benchmark runs
700
8d ago

Promptfoo

CommunityActive

Open-source tool for testing and evaluating LLM prompts

81.0
Output82.0
Reliability80.0
Trust78.0
Based on 1012 benchmark runs
5.0k
2d ago

GTE-Qwen2

CommunityActive

Alibaba general text embedding model with multilingual support

81.0
Output82.0
Reliability80.0
Trust76.0
Based on 1012 benchmark runs
8.0k
6d ago

ComfyUI

CommunityActive

Node-based stable diffusion GUI for advanced workflows

81.0
Output86.0
Reliability74.0
Trust74.0
Based on 1012 benchmark runs
55.0k
1d ago

Grype

CommunityActive

Anchore vulnerability scanner for container images and filesystems

81.0
Output80.0
Reliability82.0
Trust82.0
Based on 1012 benchmark runs
9.0k
2d ago

Marker

CommunityActive

PDF to markdown converter with accurate text extraction

81.0
Output84.0
Reliability78.0
Trust78.0
Based on 1012 benchmark runs
18.0k
4d ago

Sourcegraph Cody

Official MCP ServerActive

AI coding assistant with full codebase context

81.0
Output80.0
Reliability82.0
Trust84.0
Based on 1012 benchmark runs
4.0k
3d ago

Pipedream

Official MCP ServerActive

Developer-first automation platform with code and no-code

81.0
Output82.0
Reliability80.0
Trust80.0
Based on 1012 benchmark runs
9.0k
2d ago

MongoDB Atlas Vector

Official MCP ServerActive

MongoDB native vector search for enterprise applications

81.0
Output78.0
Reliability84.0
Trust88.0
Based on 1012 benchmark runs
26.0k
1d ago

MxBai Embed

Community

Mixedbread AI binary embedding model for ultra-efficient retrieval

81.0
Output82.0
Reliability80.0
Trust78.0
Based on 1012 benchmark runs
1.8k
9d ago

OpenAI Codex

Official MCP ServerActive

OpenAI model powering code generation from natural language

81.0
Output82.0
Reliability82.0
Trust88.0
Based on 1012 benchmark runs
52.0k
3d ago

Hyperscience

Official MCP Server

Enterprise intelligent document processing platform

81.0
Output80.0
Reliability84.0
Trust86.0
Based on 1012 benchmark runs
400
14d ago

AutoGen

CommunityActive

Microsoft framework for building multi-agent conversational systems

81.0
Output82.0
Reliability78.0
Trust84.0
Based on 1012 benchmark runs
35.0k
2d ago

WellSaid Labs

Official MCP Server

Enterprise AI voice platform with brand-consistent voices

81.0
Output84.0
Reliability82.0
Trust84.0
Based on 1012 benchmark runs
500
10d 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

LLaVA

CommunityActive

Open-source large multimodal model for visual instruction following

80.0
Output82.0
Reliability78.0
Trust76.0
Based on 1000 benchmark runs
20.0k
5d ago

Grok-2

Official MCP ServerActive

xAI conversational model with real-time knowledge and humor

80.0
Output82.0
Reliability78.0
Trust82.0
Based on 1000 benchmark runs
9.0k
3d ago

Haystack RAG

CommunityActive

Deepset end-to-end RAG framework with modular pipelines

80.0
Output80.0
Reliability80.0
Trust82.0
Based on 1000 benchmark runs
18.0k
3d ago

Playground v3

CommunityActive

Open-source image generation model with strong aesthetics

80.0
Output84.0
Reliability76.0
Trust76.0
Based on 1000 benchmark runs
3.0k
6d ago

Amazon Polly

Official MCP ServerActive

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

80.0
Output78.0
Reliability84.0
Trust90.0
Based on 1000 benchmark runs
12.0k
3d ago

Apache Beam

CommunityActive

Unified batch and streaming data processing framework

80.0
Output78.0
Reliability82.0
Trust84.0
Based on 1000 benchmark runs
8.0k
2d ago

Grafana MCP

CommunityActive

Query dashboards, create alerts, and explore metrics in Grafana

80.0
Output78.0
Reliability84.0
Trust88.0
Based on 1000 benchmark runs
2.2k
6d ago

Tortoise TTS

Community

Multi-voice text-to-speech with emphasis on quality

80.0
Output84.0
Reliability74.0
Trust76.0
Based on 1000 benchmark runs
13.0k
30d ago

Qodo

Official MCP ServerActive

AI code integrity platform for testing and review

80.0
Output80.0
Reliability80.0
Trust82.0
Based on 1000 benchmark runs
6.0k
3d ago

Tray.io

Official MCP Server

Enterprise integration platform for automated workflows

80.0
Output78.0
Reliability82.0
Trust84.0
Based on 1000 benchmark runs
500
8d ago

Unstructured

CommunityActive

Open-source toolkit for preprocessing unstructured documents

80.0
Output82.0
Reliability78.0
Trust80.0
Based on 1000 benchmark runs
9.0k
2d ago

Murf AI

Official MCP Server

Studio-quality AI voiceover with 120+ voices

80.0
Output84.0
Reliability80.0
Trust82.0
Based on 1000 benchmark runs
500
10d ago

Nanonets

Official MCP Server

AI-powered OCR for invoices, receipts, and documents

80.0
Output82.0
Reliability80.0
Trust82.0
Based on 1000 benchmark runs
800
10d ago

Amazon Titan Embed

Official MCP ServerActive

AWS Bedrock embedding model for enterprise search and RAG

80.0
Output78.0
Reliability82.0
Trust88.0
Based on 1000 benchmark runs
5.0k
5d ago

Continue

CommunityActive

Open-source AI code assistant for VS Code and JetBrains

80.0
Output82.0
Reliability78.0
Trust76.0
Based on 1000 benchmark runs
20.0k
1d ago

StarCoder2

CommunityActive

Hugging Face open-source code LLM trained on 600+ languages

80.0
Output82.0
Reliability78.0
Trust78.0
Based on 1000 benchmark runs
8.0k
5d ago

PaddleOCR

CommunityActive

Baidu multilingual OCR toolkit with table recognition

80.0
Output82.0
Reliability78.0
Trust78.0
Based on 1000 benchmark runs
44.0k
3d ago

RAGAS

CommunityActive

Framework for evaluating RAG pipeline quality and metrics

80.0
Output80.0
Reliability80.0
Trust80.0
Based on 1000 benchmark runs
7.0k
3d ago

Instructor XL

Community

Instruction-tuned embedding model for task-specific retrieval

80.0
Output82.0
Reliability78.0
Trust76.0
Based on 1000 benchmark runs
4.0k
12d ago

MLflow Evaluate

CommunityActive

MLflow built-in LLM evaluation with custom metrics

80.0
Output78.0
Reliability80.0
Trust82.0
Based on 1000 benchmark runs
18.0k
2d ago

Helicone

CommunityActive

Open-source LLM observability with request logging and caching

80.0
Output80.0
Reliability80.0
Trust78.0
Based on 1000 benchmark runs
3.0k
3d ago

ChromaDB

CommunityActive

Open-source AI-native embedding database for LLM applications

80.0
Output80.0
Reliability78.0
Trust78.0
Based on 1000 benchmark runs
16.0k
2d ago

Composio

CommunityActive

Integration platform connecting AI agents to 250+ tools

80.0
Output82.0
Reliability78.0
Trust78.0
Based on 1000 benchmark runs
12.0k
2d ago

Zapier MCP

Official MCP ServerActive

Trigger zaps, manage workflows, and connect 5000+ apps

80.0
Output78.0
Reliability82.0
Trust84.0
Based on 1000 benchmark runs
1.6k
7d ago

Supabase Vector

CommunityActive

Supabase pgvector integration for full-stack vector search

80.0
Output78.0
Reliability82.0
Trust84.0
Based on 1000 benchmark runs
72.0k
1d ago

Windmill

CommunityActive

Open-source developer platform for scripts and workflows

80.0
Output80.0
Reliability80.0
Trust78.0
Based on 1000 benchmark runs
10.0k
2d ago

Semantic Kernel

Official MCP ServerActive

Microsoft SDK for integrating AI into applications

80.0
Output78.0
Reliability82.0
Trust88.0
Based on 1000 benchmark runs
22.0k
2d ago

Square MCP

Official MCP Server

Process payments, manage inventory, and handle Square POS

80.0
Output78.0
Reliability85.0
Trust90.0
Based on 1000 benchmark runs
1.1k
8d ago

Patronus AI

Official MCP Server

Automated LLM evaluation for hallucination and safety

80.0
Output80.0
Reliability82.0
Trust84.0
Based on 1000 benchmark runs
800
8d ago

Jina Search

CommunityActive

Neural search framework for production-grade search

80.0
Output80.0
Reliability80.0
Trust80.0
Based on 1000 benchmark runs
21.0k
2d ago

GraphRAG

CommunityActive

Microsoft graph-based RAG for complex document understanding

80.0
Output82.0
Reliability78.0
Trust82.0
Based on 1000 benchmark runs
20.0k
3d ago

Replicate SDXL

Official MCP ServerActive

Cloud API for running Stable Diffusion models at scale

80.0
Output82.0
Reliability80.0
Trust82.0
Based on 1000 benchmark runs
5.0k
4d ago

Power Automate

Official MCP ServerActive

Microsoft cloud-based workflow automation platform

80.0
Output78.0
Reliability82.0
Trust90.0
Based on 1000 benchmark runs
8.0k
3d ago

You.com Search

Official MCP ServerActive

AI-powered search engine with developer API

79.0
Output80.0
Reliability78.0
Trust78.0
Based on 988 benchmark runs
1.5k
7d ago

Canopy

Official MCP Server

Pinecone open-source RAG framework for production

79.0
Output78.0
Reliability80.0
Trust82.0
Based on 988 benchmark runs
3.0k
8d ago

TruLens

CommunityActive

Evaluation and tracking for LLM apps with feedback functions

79.0
Output80.0
Reliability78.0
Trust78.0
Based on 988 benchmark runs
6.0k
4d ago

Trigger.dev

CommunityActive

Open-source background jobs framework with AI capabilities

79.0
Output80.0
Reliability78.0
Trust78.0
Based on 988 benchmark runs
9.0k
2d ago

Marqo

CommunityActive

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

79.0
Output80.0
Reliability78.0
Trust78.0
Based on 988 benchmark runs
5.0k
4d 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

Athina AI

Official MCP ServerActive

Production monitoring and evaluation for LLM applications

79.0
Output78.0
Reliability80.0
Trust82.0
Based on 988 benchmark runs
600
7d ago

Xero MCP

Official MCP Server

Manage invoices, contacts, and bank reconciliation in Xero

79.0
Output76.0
Reliability84.0
Trust88.0
Based on 988 benchmark runs
700
12d ago

Outreach MCP

Official MCP Server

Automate sales sequences, track engagement, and manage prospects

79.0
Output78.0
Reliability82.0
Trust86.0
Based on 988 benchmark runs
750
8d ago

AUTOMATIC1111

CommunityActive

Popular Stable Diffusion web UI for local image generation

79.0
Output84.0
Reliability72.0
Trust72.0
Based on 988 benchmark runs
140.0k
2d ago

OSV Scanner

CommunityActive

Google vulnerability scanner using the OSV database

79.0
Output78.0
Reliability82.0
Trust84.0
Based on 988 benchmark runs
6.0k
3d ago

Bolt.new

Official MCP ServerActive

StackBlitz AI-powered full-stack web app generator

79.0
Output82.0
Reliability76.0
Trust78.0
Based on 988 benchmark runs
8.0k
2d ago