Schema MCP Server provides the latest intelligence on telemetry semantics, product updates, and operational guidance for the software platforms and cloud services you depend on. Structured, up-to-date context lets your SRE agents take informed action to improve infrastructure reliability and cost.

Technology Category Metrics Insights Scenarios Params Interfaces Plan
HashiCorp VaultSecurity
6751105
DatadogHashiCorp Vault native
Free
TemporalOrchestration
505197031
DatadogTemporal native
Public
MySQLDatabase
48241059
OpenTelemetryPrometheusDatadogDynatraceMySQL native
Public
VarnishCache
469700
DatadogVarnish native
Public
PostgreSQLPowerful, open source object-relational database system with over 35 years of active development that has earned it a strong reputation for reliability, feature robustness, and performance
443516141856
OpenTelemetryPrometheusDatadogDynatraceCloudWatchPostgreSQL native
Public
IstioService Mesh
43523060
DatadogIstio native
Public
CouchbaseDatabase
3991000
DatadogCouchbase native
Pro
MongoDBDocument-oriented database designed for high availability, horizontal scaling, and flexible schema design
33730014
OpenTelemetryPrometheusDatadogDynatraceMongoDB native
Free
MilvusVector Database
302800
DatadogMilvus native
Public
ArgoCDCI/CD
27213014
DatadogArgoCD native
Public
HAProxyWeb/Proxy
26718031
OpenTelemetryDatadogHAProxy native
Public
CiliumNetworking
2541000
DatadogCilium native
Public
GrafanaObservability
24223029
PrometheusDatadogGrafana native
Public
NGINXWeb/Proxy
2274912161
OpenTelemetryDatadogNGINX native
Public
Apache PulsarMessage Queue
196900
OpenTelemetryDatadogApache Pulsar native
Public
Apache KafkaDistributed streaming platform for high-throughput, fault-tolerant event pipelines and stream processing
18011814195
OpenTelemetryPrometheusDatadogDynatraceApache Kafka native
Public
Apache SparkData Platform
15814020
DatadogApache Spark native
Public
HashiCorp ConsulService Mesh
1511103
DatadogHashiCorp Consul native
Free
etcdDistributed Computing
1461505
Datadogetcd native
Public
RayDistributed Computing
135500
DatadogRay native
Public
CoreDNSNetworking
1131305
DatadogCoreDNS native
Public
ElasticsearchDistributed, RESTful search and analytics engine capable of addressing a growing number of use cases. As the heart of the Elastic Stack, it centrally stores your data for lightning-fast search, fine‑tuned relevancy, and powerful analytics that scale with ease
11172063
OpenTelemetryPrometheusDatadogDynatraceElasticsearch native
Public
ExpressFast, unopinionated, minimalist web framework for Node.js
1022160520
OpenTelemetryPrometheusDatadogCloudWatchExpress native
Public
PrestoData Platform
100700
DatadogPresto native
Public
WeaviateVector Database
972010593
PrometheusDatadogWeaviate native
Public
MariaDBDatabase
95900
OpenTelemetryPrometheusDatadogDynatraceCloudWatchMariaDB native
Public
LinkerdUltralight, security-first service mesh for Kubernetes. It adds mutual TLS, observability, and reliability features to any Kubernetes application with zero code changes
911002
PrometheusDatadogLinkerd native
Public
DockerContainer/K8s
90750312
OpenTelemetryPrometheusDatadogCloudWatchDocker native
Public
VMware vSphereVirtualization
8916010
OpenTelemetryPrometheusDatadogCloudWatchVMware vSphere native
Pro
Oracle DatabaseDatabase
87701
OpenTelemetryPrometheusDatadogGoogle Cloud MonitoringCloudWatchOracle Database native
Pro
Apache FlinkData Platform
871004
DatadogApache Flink native
Public
Amazon RDSAmazon RDS (Relational Database Service) is a managed database service supporting MySQL, PostgreSQL, MariaDB, Oracle, and SQL Server. Metrics include database connections, IOPS, latency, CPU, memory, and storage
8123015
OpenTelemetryPrometheusDatadogDynatraceCloudWatchAmazon RDS native
Pro
F5 BIG-IPWeb/Proxy
79700
OpenTelemetryPrometheusDatadogDynatraceF5 BIG-IP native
Pro
Pure StorageStorage
79501
OpenTelemetryPrometheusDatadogDynatracePure Storage native
Pro
NetApp ONTAPStorage
7627099
OpenTelemetryPrometheusDatadogDynatraceCloudWatchNetApp ONTAP native
Pro
CloudflareManaged edge platform providing CDN, DDoS protection, serverless compute (Workers), tunneling, load balancing, and web application firewall (WAF) services
7123034
OpenTelemetryPrometheusDatadogDynatraceCloudflare native
Pro
Amazon EKSContainer/K8s
671210406
OpenTelemetryPrometheusDatadogCloudWatchAmazon EKS native
Pro
EnvoyHigh-performance edge/middle/service proxy
641310453
OpenTelemetryPrometheusDatadogCloudWatchEnvoy native
Public
SupabaseOpen-source backend-as-a-service platform providing PostgreSQL database, authentication, instant APIs, edge functions, realtime subscriptions, and storage
63100
PrometheusDatadogSupabase native
Public
MinIOStorage
6115022
OpenTelemetryPrometheusCloudWatchMinIO native
Public
DatabricksUnified analytics platform built on Apache Spark that provides data engineering, collaborative data science, and business analytics capabilities. It offers scalable data processing, machine learning, and real-time analytics in a cloud-based environment
603403
OpenTelemetryPrometheusDatadogDynatraceDatabricks native
Pro
vLLMA fast and easy-to-use library for LLM inference and serving, featuring state-of-the-art throughput with PagedAttention, continuous batching, and support for various hardware platforms including NVIDIA, AMD, Intel GPUs and CPUs
575022
OpenTelemetryPrometheusDatadogGoogle Cloud MonitoringvLLM native
Public
NetAppEnterprise data storage and management platform
57820269
OpenTelemetryPrometheusDatadogCloudWatchNetApp native
Pro
Google GKEContainer/K8s
56906
OpenTelemetryPrometheusDatadogGoogle Cloud MonitoringGoogle GKE native
Pro
JenkinsCI/CD
551203
OpenTelemetryPrometheusDatadogDynatraceCloudWatchJenkins native
Public
LocalStackLocalStack emulates cloud services locally, enabling developers to build and test cloud applications on local infrastructure without deploying to actual cloud environments. It supports 100+ AWS services and Snowflake emulation for faster, cost-efficient development
551390517
OpenTelemetryPrometheusCloudWatchLocalStack native
Public
FastlyEdge/CDN
55500
OpenTelemetryPrometheusDatadogFastly native
Pro
RedisOpen-source in-memory data structure store used as a database, cache, message broker, and streaming engine. Metrics cover memory usage, throughput, persistence (RDB/AOF), replication, client connections, and per-command statistics
5410824311
OpenTelemetryPrometheusDatadogRedis native
Public
SnowflakeCloud-based data warehousing platform that provides data storage, processing, and analytic solutions as a fully-managed SaaS offering
5126112655
OpenTelemetryPrometheusDatadogDynatraceSnowflake native
Pro
TrinoData Platform
511640573
OpenTelemetryPrometheusDatadogCloudWatchTrino native
Public
SplunkObservability
508011
OpenTelemetryPrometheusDatadogCloudWatchSplunk native
Pro
AWS LambdaServerless compute service that runs code in response to events and automatically manages the underlying compute resources. Metrics include invocations, duration, errors, throttles, and concurrency
47640146
OpenTelemetryPrometheusDatadogDynatraceCloudWatchAWS Lambda native
Pro
Palo Alto FirewallSecurity
45800
OpenTelemetryPrometheusDatadogDynatraceCloudWatchPalo Alto Firewall native
Pro
CockroachDBDatabase
443430800
OpenTelemetryPrometheusDatadogCockroachDB native
Free
OpenStackVirtualization
441000
DatadogOpenStack native
Public
Cisco MerakiNetworking
43800
PrometheusDatadogDynatraceCisco Meraki native
Pro
Nvidia TritonLLM Ops
421400
DatadogNvidia Triton native
Pro
Apache TomcatWeb/Proxy
42500
OpenTelemetryDatadogApache Tomcat native
Public
Cast.aiOrchestration
42900
OpenTelemetryPrometheusCast.ai native
Pro
ZscalerSecurity
422110524
DatadogDynatraceCloudWatchZscaler native
Pro
Juniper JunosNetworking
4113031
OpenTelemetryPrometheusDatadogDynatraceGoogle Cloud MonitoringCloudWatchJuniper Junos native
Pro
LangfuseOpen source LLM engineering platform providing traces, evaluations, prompt management, and metrics to debug and improve LLM applications
381110327
OpenTelemetryPrometheusDatadogDynatraceCloudWatchLangfuse native
Public
CeleryDistributed task queue system for processing vast amounts of messages with focus on real-time processing and task scheduling
381720390
OpenTelemetryPrometheusDatadogCloudWatchCelery native
Public
OpenAIOpenAI provides the GPT family of large language models and DALL-E image generation models via API. Metrics include token usage, costs, rate limits, request performance, and model-specific analytics
3883048
OpenTelemetryDatadogOpenAI native
Pro
Anthropic Claude APILLM Ops
371210230
OpenTelemetryPrometheusDatadogDynatraceAnthropic Claude API native
Pro
Azure AKSContainer/K8s
371908
OpenTelemetryAzure AKS native
Pro
OktaIdentity/Auth
372106
OpenTelemetryPrometheusDatadogCloudWatchOkta native
Pro
Kong GatewayWeb/Proxy
361003
OpenTelemetryPrometheusDatadogDynatraceCloudWatchKong Gateway native
Public
Arista EOSNetworking
36600
PrometheusDatadogArista EOS native
Pro
Azure Active DirectoryIdentity/Auth
361005
OpenTelemetryPrometheusDatadogCloudWatchAzure Active Directory native
Pro
Amazon ECSContainer/K8s
34440120
DatadogAmazon ECS native
Pro
TerraformIaC
3412039
OpenTelemetryPrometheusDatadogCloudWatchTerraform native
Free
CohesityStorage
33900
PrometheusCohesity native
Pro
Apache DataFusionAn extensible query engine written in Rust that uses Apache Arrow as its in-memory format, designed for building fast and feature-rich database and analytic systems
321730485
OpenTelemetryPrometheusApache DataFusion native
Public
VercelCloud platform for frontend frameworks and serverless functions. Metrics cover three layers: Frontend/RUM (Speed Insights with Google Web Vitals), Compute (Serverless & Edge Functions), and AI SDK (LLM telemetry)
3220010
OpenTelemetryDatadogVercel native
Pro
OpenSearchSearch/Analytics
311000
OpenTelemetryPrometheusDatadogCloudWatchOpenSearch native
Public
TailscaleA Zero Trust identity-based connectivity platform that replaces legacy VPN, SASE, and PAM, connecting remote teams, multi-cloud environments, CI/CD pipelines, Edge & IoT devices, and AI workloads through a mesh overlay network
312770751
PrometheusDatadogGoogle Cloud MonitoringCloudWatchTailscale native
Public
Google Cloud MonitoringCloud Platform
312208
OpenTelemetryPrometheusDatadogGoogle Cloud Monitoring native
Pro
CassandraDatabase
303505
OpenTelemetryDatadogCassandra native
Public
ClickHouseDatabase
301210181
DatadogClickHouse native
Public
Confluent PlatformMessage Queue
303090892
OpenTelemetryPrometheusDatadogConfluent Platform native
Pro
PineconeVector Database
30800
OpenTelemetryPrometheusDatadogDynatracePinecone native
Pro
DataHubOpen-source metadata platform for the modern data stack. The system is a hybrid Java/Spring backend (GMS), Kafka-based async processing, and Python CLI ingestion framework. Operational metrics cover GMS API latency, Kafka consumer lag, JVM health, and ingestion pipeline throughput
301400
OpenTelemetryPrometheusDataHub native
Public
FortinetSecurity
30900
OpenTelemetryPrometheusDatadogFortinet native
Pro
IISWeb/Proxy
29800
OpenTelemetryDatadogIIS native
Pro
Amazon S3Storage
29550148
OpenTelemetryPrometheusDatadogCloudWatchAmazon S3 native
Pro
TeradataEnterprise AI and cloud data analytics platform that provides autonomous intelligence and knowledge management capabilities for transforming organizational data into business outcomes
28880207
PrometheusDatadogCloudWatchTeradata native
Pro
Amazon KinesisMessage Queue
2821010
OpenTelemetryPrometheusDatadogCloudWatchAmazon Kinesis native
Pro
Apache SolrSearch/Analytics
281000
DatadogApache Solr native
Public
CephStorage
28901
DatadogCeph native
Public
Hadoop HDFSStorage
27908
OpenTelemetryPrometheusDatadogCloudWatchHadoop HDFS native
Public
LangChainFramework for building applications powered by large language models. The ecosystem includes LangChain (orchestration), LangGraph (stateful agents), and LangSmith (observability). Metrics cover token usage, latency, chain/agent execution, retriever performance, and evaluation quality scores
2645013
OpenTelemetryDatadogLangChain native
Public
TraefikWeb/Proxy
251640564
OpenTelemetryPrometheusDatadogTraefik native
Public
QdrantVector Database
25900
OpenTelemetryPrometheusDatadogDynatraceQdrant native
Public
StripeFinancial infrastructure platform for businesses to accept payments, offer financial services, and implement custom revenue models. Provides APIs and tools for online and in-person payment processing, billing, and embedded financial services
252170462
OpenTelemetryPrometheusDatadogCloudWatchStripe native
Pro
MeilisearchA flexible and powerful user-focused search engine that can be added to any website or application, featuring lightning-fast search-as-you-type results in less than 50 milliseconds with hybrid search capabilities combining full-text and semantic search
251360376
PrometheusMeilisearch native
Public
Microsoft SQL ServerDatabase
2420025
OpenTelemetryDatadogMicrosoft SQL Server native
Pro
NVIDIA NetworkingNetworking
24700
OpenTelemetryPrometheusDatadogCloudWatchNVIDIA Networking native
Pro
AkamaiEdge/CDN
241100
OpenTelemetryPrometheusDatadogAkamai native
Pro
BentoMLAn open-source platform for building, deploying, and scaling AI model inference services with support for any framework, architecture, or modality
221660548
OpenTelemetryPrometheusDatadogBentoML native
Public
PrefectOpen-source Python workflow orchestration platform for automating data pipelines and AI applications. Offers managed cloud platforms for production deployment with enterprise features
221320444
OpenTelemetryPrometheusDatadogPrefect native
Public
Google Cloud SQLDatabase
212560518
OpenTelemetryDatadogGoogle Cloud MonitoringGoogle Cloud SQL native
Pro
MLflowLLM Ops
21800
OpenTelemetryPrometheusDatadogCloudWatchMLflow native
Public
LangSmithLLM Ops
211800
DatadogLangSmith native
Pro
FlaskLightweight WSGI web application framework designed to make getting started quick and easy, with the ability to scale up to complex applications
21450153
OpenTelemetryPrometheusDatadogCloudWatchFlask native
Public
DynatraceObservability and security platform that provides monitoring, analytics, and automation for cloud-native applications and infrastructure
21901
OpenTelemetryPrometheusDynatraceCloudWatch
Pro
VeeamStorage
211180235
PrometheusDatadogVeeam native
Pro
Amazon DynamoDBDatabase
20480103
OpenTelemetryDatadogCloudWatchAmazon DynamoDB native
Pro
Azure SQL DatabaseDatabase
20800
OpenTelemetryAzure SQL Database native
Pro
DjangoHigh-level Python web framework that encourages rapid development and clean, pragmatic design, helping developers build web applications quickly without reinventing the wheel
202130586
OpenTelemetryPrometheusDatadogCloudWatchDjango native
Public
LlamaIndexLLM Ops
191500
OpenTelemetryDatadogLlamaIndex native
Public
Auth0Identity/Auth
1937015
DatadogAuth0 native
Pro
HarnessCI/CD
181210295
OpenTelemetryPrometheusDatadogCloudWatchHarness native
Pro
LuigiA Python package that helps build complex pipelines of batch jobs, handling dependency resolution, workflow management, visualization, handling failures, and command line integration
181140301
OpenTelemetryPrometheusDatadogLuigi native
Public
Neo4jDatabase
171703
OpenTelemetryDatadogNeo4j native
Free
Apache HTTP ServerWeb/Proxy
17602
OpenTelemetryDatadogApache HTTP Server native
Public
RabbitMQMessage Queue
1735075
OpenTelemetryDatadogRabbitMQ native
Public
NetlifyWeb deployment and hosting platform for modern web applications. Metrics cover build performance, serverless function execution, bandwidth, CDN analytics, and site performance
17800
DatadogNetlify native
Pro
PrometheusObservability
171300270
OpenTelemetryPrometheus native
Public
TenableSecurity
171960508
PrometheusDatadogDynatraceCloudWatchTenable native
Pro
Envoy ProxyWeb/Proxy
1630042
OpenTelemetryPrometheusDatadogCloudWatchEnvoy Proxy native
Pro
DramatiqA background task processing library for Python with a focus on simplicity, reliability and performance
16980251
OpenTelemetryPrometheusDatadogDramatiq native
Public
CrewAIOrchestration
16900
OpenTelemetryDatadogCrewAI native
Public
dbtData Engineering
1616012
OpenTelemetryDatadogdbt native
Public
Palo Alto PrismaSecurity
161200
PrometheusDatadogCloudWatchPalo Alto Prisma native
Pro
QualysSecurity
16500
DynatraceGoogle Cloud MonitoringQualys native
Pro
GitLab CICI/CD
151206
OpenTelemetryPrometheusDatadogCloudWatchGitLab CI native
Pro
GitHub ActionsCI/CD
1527090
OpenTelemetryPrometheusDatadogCloudWatchGitHub Actions native
Pro
SnykSecurity
151650428
PrometheusDatadogDynatraceSnyk native
Pro
HashiCorp BoundarySecurity
15700
DatadogHashiCorp Boundary native
Free
KubernetesContainer/K8s
1425512749
DatadogKubernetes native
Public
Apache ZooKeeperOrchestration
141809
OpenTelemetryDatadogApache ZooKeeper native
Public
Arize PhoenixLLM Ops
13802
OpenTelemetryArize Phoenix native
Free
CrowdStrikeCybersecurity platform for endpoint and cloud workload protection
131880392
OpenTelemetryPrometheusDatadogCloudWatchCrowdStrike native
Pro
InfluxDBDatabase
12500
OpenTelemetryInfluxDB native
Public
Google Cloud RunFully managed serverless platform for running containers that scales to zero. Metrics focus on request-lifecycle monitoring covering Capacity, Concurrency, and Billing rather than traditional server monitoring
12142431
OpenTelemetryDatadogGoogle Cloud MonitoringGoogle Cloud Run native
Pro
MemcachedCache
1114019
OpenTelemetryMemcached native
Public
Apache AirflowOrchestration
1123016
DatadogApache Airflow native
Public
FastAPIModern, fast web framework for building APIs with Python based on standard Python type hints
11510104
OpenTelemetryPrometheusDatadogFastAPI native
Public
GunicornA Python WSGI HTTP Server for UNIX that uses a pre-fork worker model to serve Python web applications. It's production-ready and compatible with frameworks like Django, Flask, and FastAPI
111650531
OpenTelemetryPrometheusDatadogGunicorn native
Public
CrowdStrike FalconSecurity
11750143
OpenTelemetryDatadogCloudWatchCrowdStrike Falcon native
Pro
Weights & BiasesLLM Ops
91550417
OpenTelemetryWeights & Biases native
Pro
Amazon SQSMessage Queue
926048
OpenTelemetryPrometheusDatadogCloudWatchAmazon SQS native
Pro
Amazon CloudWatchCloud Platform
8460102
OpenTelemetryAmazon CloudWatch native
Pro
Azure FunctionsServerless
714013
OpenTelemetryAzure Functions native
Pro
ChromaVector Database
61700
OpenTelemetryDatadogDynatraceChroma native
Public
DatadogObservability
517022
OpenTelemetryDatadog native
Pro
Cloudflare WorkersEdge/CDN
31700
OpenTelemetryPrometheusDatadogCloudflare Workers native
Pro
JaegerObservability
21309
OpenTelemetryJaeger native
Public
Timescale
0000
OpenTelemetryPrometheusDatadogCloudWatchTimescale native
Public
DuckDBFast, in-process analytical database (SQL OLAP DBMS) that runs on laptops, servers, and browsers. It queries data directly from files, databases, and cloud storage using a columnar engine optimized for analytics workloads
0308
DuckDB native
Public
Agent SandboxKubernetes controller for managing isolated, stateful singleton workloads like AI agent runtimes. Provides stable identity and persistent storage through a custom Sandbox resource
0000
PrometheusAgent Sandbox native
Public
Forward EnterpriseNetwork digital twin platform that models and analyzes enterprise networks, enabling teams to query network state like a database, troubleshoot issues, and verify changes before deployment
0000
Forward Enterprise native
Pro
CoreWeaveGPU-specialized cloud platform for AI, ML, and high-performance computing workloads
0000
PrometheusDatadogCoreWeave native
Pro
Azure MonitorCloud Platform
02003
OpenTelemetryAzure Monitor native
Pro
CloudZeroCost intelligence platform that connects cloud and AI spend to business metrics, enabling precise cost attribution and optimization across multi-cloud environments
0000
CloudZero native
Pro
MintMCPEnterprise MCP (Model Context Protocol) gateway and agent monitoring platform for governing AI agent infrastructure with security, observability, and access control
0000
OpenTelemetryMintMCP native
Pro
K8sGPTA tool for scanning Kubernetes clusters, diagnosing, and triaging issues in simple English with AI-powered insights and automated troubleshooting
0000
PrometheusK8sGPT native
Public
KomodorAn autonomous AI-powered SRE platform for cloud-native infrastructure that automatically detects, investigates, and remediates Kubernetes issues while optimizing costs and reducing MTTR
0000
Komodor native
Pro
Google Cloud StorageManaged object storage service for unstructured data
0000
OpenTelemetryPrometheusDatadogDynatraceGoogle Cloud MonitoringGoogle Cloud Storage native
Pro
BoxCloud content management and file sharing platform for enterprise collaboration
0000
DatadogBox native
Pro