Search and read AWS documentation and API references.
Good to know
Internet access is needed to retrieve documentation.
Get it on GitHub
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Use an MCP client to look up AWS documentation, manage cloud resources, query databases, and investigate costs and application behavior.
What you can do with Open source MCP servers for AWS
Manage Kubernetes clusters and deploy applications on Amazon EKS.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Containerize and deploy applications to Amazon ECS.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Build and deploy serverless applications using AWS SAM.
Good to know
Some operations require SAM CLI and explicit write permission.
Wrong?
Query Amazon Bedrock knowledge bases with source citations.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Look up AgentCore service documentation and API guidance.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Design DynamoDB data models and analyze source MySQL schemas.
Good to know
At this revision the server provides modeling tools; operational DynamoDB commands use AWS API MCP.
Wrong?
Query PostgreSQL databases through the RDS Data API.
Good to know
The privilege guard can warn or enforce; it does not replace database-level permissions.
Wrong?
Show all 43
Query Aurora MySQL databases through the RDS Data API.
Good to know
Direct connections require database connectivity and credentials; RDS Data API connections remain available.
Wrong?
Query Amazon Aurora DSQL databases.
Good to know
Database queries still require a valid DSQL cluster and appropriate AWS permissions.
Wrong?
Explore Redshift data warehouses and run analytical queries.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Work with time-series databases using Amazon Timestream for InfluxDB.
Good to know
Write access is opt-in; Flux queries remain read-only unless their write mode is enabled.
Wrong?
Manage S3 Tables for analytical workloads.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Manage industrial assets and ingest their data in AWS IoT SiteWise.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Read and manage cached data and data structures in Valkey.
Good to know
Search and JSON tools need the corresponding Valkey modules; embedding providers require their own setup.
Wrong?
Manage AWS IAM users, roles, groups, and policies.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Expose APIs described by OpenAPI specifications to MCP clients.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Manage SNS topics and SQS queues for event-driven applications.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Manage RabbitMQ and ActiveMQ brokers in Amazon MQ.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Look up AWS service prices and generate cost estimates.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Investigate AWS billing and cost management data.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Investigate application behavior using CloudWatch metrics, alarms, and logs.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Generate, run, debug, and optimize life-science workflows in AWS HealthOmics.
Good to know
Remote deployments require an appropriate authentication boundary; stdio remains the default.
Wrong?
Manage AWS Glue and EMR data-processing workflows.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Create and manage AWS Support cases.
Good to know
Requires AWS credentials and access to the AWS Support API.
Wrong?
Manage and search FHIR healthcare data in AWS HealthLake.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Query Neptune graph databases with openCypher and Gremlin.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Manage Amazon ElastiCache resources.
Good to know
Requires an MCP client and the runtime and dependencies documented for this server.
Wrong?
Investigate application health and get CloudWatch Application Signals enablement guidance.
Good to know
Requires the server's documented setup and permissions for the target AWS services.
Wrong?
Extract content from PDF, Word, Excel, and PowerPoint files and load images.
Good to know
Requires local files, uv, and Python 3.10 or newer.
Wrong?
Validate CloudFormation templates, check compliance, and troubleshoot deployment failures.
Good to know
Requires the server's documented setup and permissions for the target AWS services.
Wrong?
Deploy and manage SageMaker HyperPod clusters and their nodes.
Good to know
Requires AWS CLI credentials; write operations and sensitive data access require their explicit flags.
Wrong?
Trace network paths and diagnose AWS VPC, Transit Gateway, Cloud WAN, firewall, and VPN connectivity.
Good to know
Read-only troubleshooting; requires AWS permissions for the networking resources and logs.
Wrong?
Search, retrieve, and manage DICOM medical imaging data in AWS HealthImaging.
Good to know
Requires Python 3.10 or newer and AWS credentials with HealthImaging access.
Wrong?
Manage SAP workloads on AWS.
Good to know
Requires the server's documented setup and appropriate AWS permissions.
Wrong?
Manage AWS Transform workspaces, modernization jobs, connectors, artifacts, and human review tasks.
Good to know
Requires Python 3.10 or newer and access to an AWS Transform tenant; uses stdio transport.
Wrong?
Translate content and run managed batch translation workflows with Amazon Translate.
Good to know
Requires the server's documented setup and appropriate AWS permissions.
Wrong?
Query and explore SQL Server databases on Amazon RDS.
Good to know
Requires the server's documented setup and appropriate AWS permissions.
Wrong?
Query and explore Oracle databases on Amazon RDS.
Good to know
Requires the server's documented setup and appropriate AWS permissions.
Wrong?
Scan source code and test applications for security findings with AWS Security Agent.
Good to know
Requires AWS credentials and access to Security Agent; scanning uploads source code and may provision service resources.
Wrong?
Find, inspect, and sample datasets from the Registry of Open Data on AWS.
Good to know
Direct S3 previews and samples are for public datasets without controlled access; dataset licenses still apply.
Wrong?
Manage AWS resources through validated AWS CLI commands.
Good to know
File-access controls do not confine indirect paths resolved by the AWS CLI.
Wrong?
Create and manage AWS resources through the Cloud Control API.
Good to know
Requires AWS credentials and permissions for the target resources.
Wrong?
Before you upgrade Open source MCP servers for AWS
Newest firstHandle MCP tool errors from `read_documentation`, `read_sections`, and `search_table`; failed reads now raise errors instead of returning success-shaped error text.
Read the evidence
Wrong?
Pricing errors use the AWS error handler; failed `session-sql` responses include a structured `error_type`.
Read the evidence
Wrong?
Set `ALLOW_WRITE=true` at server startup for mutating tools; tool arguments cannot enable writes. Flux-query writes additionally need `INFLUXDB_WRITE_MODE=true`.
Read the evidence
Wrong?
Show 38 older
Read operations redact sensitive fields unless `--allow-sensitive-data-access` is enabled; this includes statement code, job arguments, and failure text.
Read the evidence
Wrong?
Read-only queries use a parser-based semantic policy, and direct connections verify TLS certificates and hostnames by default.
Read the evidence
Wrong?
For a private or self-signed database certificate, configure an appropriate `--ca_bundle` and `--sslmode`; the default is `verify-full`.
Read the evidence
Wrong?
SQL access checks use a parser-based read-only policy.
Read the evidence
Wrong?
Stop calling the removed plan/dashboard APIs, `ListIamRoleAssignments`, and `SendMessageStreaming`; these unavailable operations are no longer exposed.
Read the evidence
Wrong?
Invoice time filters are validated and `session-sql` rejects `ATTACH DATABASE`.
Read the evidence
Wrong?
Documentation recommendations no longer include the Highly Rated category.
Read the evidence
Wrong?
Database connections validate the requested host and require TLS when credentials come from Secrets Manager.
Read the evidence
Wrong?
The standalone DSQL skill is deprecated; the DSQL MCP server remains available.
Wrong?
Use verified TLS for `mysqlwire` connections; supply `--ca_bundle <path>` when the database certificate does not chain to the bundled RDS CA.
Wrong?
Replace the removed `jobType` argument of `create_job` with `orchestratorAgent`.
Read the evidence
Wrong?
The server now derives MCP tools using native `FastMCP.from_openapi`; review generated tools when upgrading.
Read the evidence
Wrong?
User-supplied filesystem paths are validated before use.
Read the evidence
Wrong?
Supply `broker_id` instead of `broker_hostname`; the tool resolves the endpoint with `DescribeBroker`.
Read the evidence
Wrong?
The README clarifies that file-access controls cover direct CLI arguments, not paths referenced inside those files.
Wrong?
Stop relying on `execution_time_ms` in query results; the field was dropped.
Read the evidence
Wrong?
Either omit all connection parameters or provide a complete configuration; caller URLs must match `INFLUXDB_URL` or `INFLUXDB_ALLOWED_URLS`.
Read the evidence
Wrong?
Configure secrets at startup with `--secret_arn`; `connect_to_database` no longer accepts an arbitrary secret ARN. Repeat the flag with `<instance_identifier>=<arn>` for per-instance secrets.
Read the evidence
Wrong?
Configure secrets at startup with `--secret_arn`; `connect_to_database` no longer accepts an arbitrary secret ARN. Repeat the flag with `<instance_identifier>=<arn>` for per-instance secrets.
Read the evidence
Wrong?
Specification downloads pin validated DNS addresses, reject redirects, and cap bodies at 10 MiB.
Read the evidence
Wrong?
Move command calls to `valkey_read`, `valkey_write`, or `valkey_admin`; use `VALKEY_SSL_CA_CERTS` for a CA file. Admin commands require `VALKEY_ADMIN_ENABLED=true` and confirmation.
Read the evidence
Wrong?
Read-only SQL checks use a SQL parser to classify queries.
Read the evidence
Wrong?
Artifact writes are confined to the configured write path and reject sensitive filenames.
Read the evidence
Wrong?
`generate_cost_report` validates and confines the `output_file` path.
Read the evidence
Wrong?
ECS API responses now redact sensitive data.
Read the evidence
Wrong?
Specification loading restricts network destinations and isolates credentials.
Read the evidence
Wrong?
AWS API failures set `isError` in the MCP tool result.
Read the evidence
Wrong?
Observability Admin tools were removed from CloudWatch; the release notes state no replacement.
Read the evidence
Wrong?
Enable `--allow-sensitive-data-access` when access to sensitive data is required.
Read the evidence
Wrong?
MCP client information is included in the user agent only when telemetry is opted in.
Read the evidence
Wrong?
The source database analyzer validates the requested hostname against Secrets Manager.
Read the evidence
Wrong?
Stop passing `save_to_file` to `create_template`; save returned templates in the client instead.
Read the evidence
Wrong?
Use Python 3.11 or newer for the S3 Tables server.
Wrong?
Create custom working directories before starting the server; it now creates only its default working directory.
Read the evidence
Wrong?
The README introduces a hosted ECS MCP option and labels local installation a legacy path that will receive no further updates.
Read the evidence
Wrong?
Replace `check_template_compliance` with `check_cloudformation_template_compliance` and `troubleshoot_deployment` with `troubleshoot_cloudformation_deployment`. Replace `read_cdk_documentation_page` with `read_iac_documentation_page`, which reads CDK and CloudFormation documentation.
Read the evidence
Wrong?
Knowledge base listings now include a `description` field.
Read the evidence
Wrong?
Use Python 3.12 or newer for the diagram server.
Wrong?
Removed 14
Develop AWS CDK infrastructure with compliance and design guidance.
Requires an MCP client and the runtime and dependencies documented for this server.
Develop Terraform infrastructure with security scanning.
Requires an MCP client and the runtime and dependencies documented for this server.
Manage CloudFormation resources through the Cloud Control API.
Requires an MCP client and the runtime and dependencies documented for this server.
Search source repositories semantically and analyze code.
Requires an MCP client and the runtime and dependencies documented for this server.
Generate documentation from source code.
Requires an MCP client and the runtime and dependencies documented for this server.
Generate AWS architecture diagrams.
Requires an MCP client and the runtime and dependencies documented for this server.
Get guidance for building React applications with AWS.
Requires an MCP client and the runtime and dependencies documented for this server.
Generate synthetic data for testing and machine learning.
Requires an MCP client and the runtime and dependencies documented for this server.
Generate images from text descriptions with Amazon Nova Canvas.
Requires an MCP client and the runtime and dependencies documented for this server.
Analyze documents, images, video, and audio using Bedrock Data Automation.
Requires an MCP client and the runtime and dependencies documented for this server.
Manage Kafka clusters in Amazon MSK.
Requires an MCP client and the runtime and dependencies documented for this server.
Analyze AWS spending with Cost Explorer.
Requires an MCP client and the runtime and dependencies documented for this server.
Investigate application performance with the original CloudWatch AppSignals server.
Requires an MCP client and the runtime and dependencies documented for this server.
Plan AWS development tasks and select MCP servers.
Requires an MCP client and the runtime and dependencies documented for this server.
Open source MCP servers for AWS release history 36
Distinguish failed documentation reads from valid results.
Details
Documentation tools raise errors for failed reads and preserve more page content; billing adds view segments and HealthOmics corrects pagination state.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Now works: Generate, run, debug, and optimize life-science wor…Action required / inferred: Search and read AWS documentation and API reference…Now works / inferred: Search and read AWS documentation and API reference…Improved: Investigate AWS billing and cost management data.Behavior changed: Investigate AWS billing and cost management data.Now works: Manage AWS resources through validated AWS CLI comm…
Seeded by @iluxav with Codex
Read the evidence
Analyze HealthOmics run performance using vended metrics.
Details
HealthOmics adds metric-backed analysis and pagination hints; Bedrock gains managed and agentic retrieval, and InfluxDB writes require startup authorization.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Generate, run, debug, and optimize life-science wor…Improved: Query Amazon Bedrock knowledge bases with source ci…Improved: Find, inspect, and sample datasets from the Registr…Action required: Work with time-series databases using Amazon Timest…Behavior changed: Manage AWS Glue and EMR data-processing workflows.Now works: Containerize and deploy applications to Amazon ECS.Behavior changed / inferred: Query PostgreSQL databases through the RDS Data API.Action required / inferred: Query PostgreSQL databases through the RDS Data API.Behavior changed: Query Amazon Aurora DSQL databases.Improved / inferred: Investigate AWS billing and cost management data.
Seeded by @iluxav with Codex
Read Savings Plans utilization without losing time-series data.
Details
RI/SP responses use corrected fields; Redshift long-polls query status and Transform removes unavailable service operations.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Now works / inferred: Investigate AWS billing and cost management data.Improved: Explore Redshift data warehouses and run analytical…Action required / inferred: Manage AWS Transform workspaces, modernization jobs…
Seeded by @iluxav with Codex
Read the evidence
2026.09.20260901224839
with 2026.08.20260826125954, 2026.08.20260827142639, 2026.08.20260831234710
with 2026.08.20260826125954, 2026.08.20260827142639, 2026.08.20260831234710
Manage Savings Plans from your MCP client.
Details
Billing expands budget and Savings Plans operations; HealthOmics adds remote transport, InfluxDB adds writes, and PostgreSQL adds privilege checks.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Investigate AWS billing and cost management data.Behavior changed: Investigate AWS billing and cost management data.Improved: Work with time-series databases using Amazon Timest…Improved: Query PostgreSQL databases through the RDS Data API.Now works: Scan source code and test applications for security…Now works: Look up AgentCore service documentation and API gui…Behavior changed: Search and read AWS documentation and API reference…Improved: Manage AWS Transform workspaces, modernization jobs…Improved: Generate, run, debug, and optimize life-science wor…Behavior changed: Query Aurora MySQL databases through the RDS Data A…Behavior changed: Query Amazon Aurora DSQL databases.Now works: Extract content from PDF, Word, Excel, and PowerPoi…Improved: Query Amazon Aurora DSQL databases.Action required: Query Aurora MySQL databases through the RDS Data A…
Seeded by @iluxav with Codex
Read the evidence
- awslabs/mcp/releases/tag/2026.08.20260826125954
- awslabs/mcp/releases/tag/2026.08.20260827142639
- awslabs/mcp/releases/tag/2026.08.20260831234710
- awslabs/mcp/blob/2026.08.20260831234710/src/aurora-dsql-mcp-server/README.md
- awslabs/mcp/releases/tag/2026.09.20260901224839
- awslabs/mcp/blob/2026.08.20260831234710/src/mysql-mcp-server/README.md
2026.08.20260813230114
with 2026.08.20260810225031
with 2026.08.20260810225031
Inspect credits applied to AWS billing.
Details
Billing adds credit tools and repairs recommendation outputs; Transform removes `jobType` and OpenAPI changes tool generation.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Action required / inferred: Manage AWS Transform workspaces, modernization jobs…Improved: Investigate AWS billing and cost management data.Now works: Investigate AWS billing and cost management data.Now works: Manage AWS resources through validated AWS CLI comm…Behavior changed / inferred: Expose APIs described by OpenAPI specifications to…Behavior changed: Containerize and deploy applications to Amazon ECS.
Seeded by @iluxav with Codex
2026.08.20260805092707
with 2026.08.20260803144303
with 2026.08.20260803144303
Inspect invoice units and procurement preferences.
Details
Billing tools add invoice-unit and procurement queries; Amazon MQ switches to broker-ID lookup and ECS accepts ISO-8601 diagnostic times.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Investigate AWS billing and cost management data.Action required / inferred: Manage RabbitMQ and ActiveMQ brokers in Amazon MQ.Now works: Containerize and deploy applications to Amazon ECS.Now works: Manage AWS Transform workspaces, modernization jobs…Now works: Explore Redshift data warehouses and run analytical…Now works / inferred: Investigate AWS billing and cost management data.
Seeded by @iluxav with Codex
2026.07.20260728181317
with 2026.07.20260722140608, 2026.07.20260723053753
with 2026.07.20260722140608, 2026.07.20260723053753
Search large AWS documentation tables for matching rows.
Details
`search_table` returns matching rows as JSON; Redshift adds cluster diagnostics, InfluxDB tightens connection configuration, and AWS API announces a successor.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Search and read AWS documentation and API reference…Now works: Explore Redshift data warehouses and run analytical…Now works: Manage Kubernetes clusters and deploy applications…Now works: Manage AWS resources through validated AWS CLI comm…Behavior changed: Manage AWS resources through validated AWS CLI comm…Improved: Explore Redshift data warehouses and run analytical…Action required / inferred: Explore Redshift data warehouses and run analytical…Improved: Investigate AWS billing and cost management data.Deprecated / inferred: Manage AWS resources through validated AWS CLI comm…Improved: Generate, run, debug, and optimize life-science wor…Improved: Look up AgentCore service documentation and API gui…Now works: Look up AgentCore service documentation and API gui…Action required: Work with time-series databases using Amazon Timest…
Seeded by @iluxav with Codex
Read the evidence
- awslabs/mcp/releases/tag/2026.07.20260722140608
- awslabs/mcp/blob/2026.07.20260722140608/src/aws-api-mcp-server/README.md
- awslabs/mcp/releases/tag/2026.07.20260723053753
- awslabs/mcp/blob/2026.07.20260723053753/src/aws-api-mcp-server/README.md
- awslabs/mcp/blob/2026.07.20260723053753/src/aws-api-mcp-server/awslabs/aws_api_mcp_server…
- awslabs/mcp/releases/tag/2026.07.20260728181317
- awslabs/mcp/blob/2026.07.20260728181317/src/timestream-for-influxdb-mcp-server/README.md
Inspect AWS invoices with currency and tax details.
Details
Billing tools add invoice summaries; database secrets move to startup configuration for SQL Server and Oracle, and Redshift improves metadata discovery.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Now works: Generate, run, debug, and optimize life-science wor…Improved: Investigate AWS billing and cost management data.Action required / inferred: Query and explore SQL Server databases on Amazon RD…Action required / inferred: Query and explore Oracle databases on Amazon RDS.Improved: Explore Redshift data warehouses and run analytical…Behavior changed / inferred: Expose APIs described by OpenAPI specifications to…Now works: Query Amazon Aurora DSQL databases.
Seeded by @iluxav with Codex
Read the evidence
2026.07.20260706214220
with 2026.07.20260702161703, 2026.07.20260706200910
with 2026.07.20260702161703, 2026.07.20260706200910
Find and sample public datasets in the Registry of Open Data on AWS.
Details
RODA adds dataset discovery; Valkey adds search and JSON tools with a changed command interface, and HealthOmics supports scratch storage modes.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Generate, run, debug, and optimize life-science wor…Improved: Read and manage cached data and data structures in…Action required / inferred: Read and manage cached data and data structures in…Now works: Query Aurora MySQL databases through the RDS Data A…Now works: Manage AWS Glue and EMR data-processing workflows.Now works: Investigate AWS billing and cost management data.Added: Find, inspect, and sample datasets from the Registr…
Seeded by @iluxav with Codex
2026.06.20260625003520
with 2026.06.20260618150747
with 2026.06.20260618150747
Compare application behavior before and after a change.
Details
Application Signals adds error patterns and comparisons; documentation searches expose metadata and recommended sections.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Search and read AWS documentation and API reference…Improved: Investigate application health and get CloudWatch A…Behavior changed: Explore Redshift data warehouses and run analytical…
Seeded by @iluxav with Codex
Investigate application failures with dynamic instrumentation.
Details
Application Signals adds instrumentation and ServiceEvents tools, Security Agent gains diff review, and endpoint performance results are repaired.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Investigate application health and get CloudWatch A…Now works: Investigate application health and get CloudWatch A…Improved: Scan source code and test applications for security…Now works: Manage Kubernetes clusters and deploy applications…Behavior changed: Manage AWS Transform workspaces, modernization jobs…
Seeded by @iluxav with Codex
Read the evidence
2026.06.20260609132838
with 2026.06.20260604201045
with 2026.06.20260604201045
Retrieve Compute Optimizer recommendations for your chosen region.
Details
Billing tools accept a region for Compute Optimizer, and pricing report output paths are validated and confined.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Now works: Investigate AWS billing and cost management data.Behavior changed: Look up AWS service prices and generate cost estima…
Seeded by @iluxav with Codex
2026.06.20260603172743
with 2026.05.20260527213047, 2026.05.20260529200555, 2026.06.20260602223738
with 2026.05.20260527213047, 2026.05.20260529200555, 2026.06.20260602223738
Scan source code for security findings through AWS Security Agent.
Details
Security Agent adds scanning tools and RDS gains SQL Server and Oracle servers; ECS responses redact sensitive data.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Behavior changed: Containerize and deploy applications to Amazon ECS.Now works: Look up AWS service prices and generate cost estima…Improved: Query Aurora MySQL databases through the RDS Data A…Added: Query and explore SQL Server databases on Amazon RD…Added: Query and explore Oracle databases on Amazon RDS.Added: Scan source code and test applications for security…Now works: Manage Amazon ElastiCache resources.Behavior changed: Expose APIs described by OpenAPI specifications to…Improved: Query PostgreSQL databases through the RDS Data API.
Seeded by @iluxav with Codex
Read the evidence
- awslabs/mcp/releases/tag/2026.05.20260527213047
- awslabs/mcp/blob/2026.05.20260529200555/src/mssql-mcp-server/README.md
- awslabs/mcp/releases/tag/2026.05.20260529200555
- awslabs/mcp/blob/2026.05.20260529200555/src/oracle-mcp-server/README.md
- awslabs/mcp/blob/2026.06.20260602223738/src/security-agent-mcp-server/README.md
- awslabs/mcp/releases/tag/2026.06.20260602223738
- awslabs/mcp/releases/tag/2026.06.20260603172743
2026.05.20260520203119
with 2026.05.20260518145256
with 2026.05.20260518145256
Request several CloudWatch metric queries together.
Details
`get_metric_data` accepts `queries`, and AWS API failures now set the MCP result's `isError` flag.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Behavior changed: Manage AWS resources through validated AWS CLI comm…Improved: Investigate application behavior using CloudWatch m…
Seeded by @iluxav with Codex
2026.05.20260514231351
with 2026.05.20260508233259, 2026.05.20260512232912
with 2026.05.20260508233259, 2026.05.20260512232912
Manage an AWS Transform modernization workflow from your MCP client.
Details
Transform exposes workspaces, jobs, connectors, artifacts, and review tasks; Translate adds batch translation and CloudWatch gains PromQL queries.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Added: Manage AWS Transform workspaces, modernization jobs…Improved: Investigate application health and get CloudWatch A…Added: Translate content and run managed batch translation…Improved: Investigate application behavior using CloudWatch m…Improved: Create and manage AWS Support cases.Behavior changed / inferred: Investigate application behavior using CloudWatch m…Now works: Manage Kubernetes clusters and deploy applications…
Seeded by @iluxav with Codex
Read the evidence
- awslabs/mcp/blob/2026.05.20260508233259/src/aws-transform-mcp-server/README.md
- awslabs/mcp/releases/tag/2026.05.20260508233259
- awslabs/mcp/blob/2026.05.20260512232912/src/amazon-translate-mcp-server/README.md
- awslabs/mcp/releases/tag/2026.05.20260512232912
- awslabs/mcp/releases/tag/2026.05.20260514231351
2026.05.20260505222206
with 2026.04.20260429105543, 2026.04.20260430084258
with 2026.04.20260429105543, 2026.04.20260430084258
Manage SAP workloads on AWS from an MCP client.
Details
The SAP server is added; AgentCore gains Memory, Policy, Identity, and Gateway operations, and CloudWatch can run batches of log queries.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Added: Manage SAP workloads on AWS.Improved: Look up AgentCore service documentation and API gui…Improved: Investigate application health and get CloudWatch A…Improved: Investigate application behavior using CloudWatch m…Improved: Investigate AWS billing and cost management data.Improved: Query Amazon Aurora DSQL databases.Now works: Look up AgentCore service documentation and API gui…Improved: Generate, run, debug, and optimize life-science wor…Now works: Manage and search FHIR healthcare data in AWS Healt…
Seeded by @iluxav with Codex
Analyze AWS costs for a selected billing view.
Details
Billing tools add billing-view analytics and AgentCore adds Runtime operations; thirteen previously deprecated server implementations are removed.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Removed / inferred: Analyze documents, images, video, and audio using B…Removed / inferred: Generate AWS architecture diagrams.Removed / inferred: Manage Kafka clusters in Amazon MSK.Removed / inferred: Develop AWS CDK infrastructure with compliance and…Removed / inferred: Manage CloudFormation resources through the Cloud C…Removed / inferred: Generate documentation from source code.Removed / inferred: Plan AWS development tasks and select MCP servers.Removed / inferred: Analyze AWS spending with Cost Explorer.Removed / inferred: Get guidance for building React applications with A…Removed / inferred: Search source repositories semantically and analyze…Removed / inferred: Generate images from text descriptions with Amazon…Removed / inferred: Generate synthetic data for testing and machine lea…Removed / inferred: Develop Terraform infrastructure with security scan…Improved: Investigate AWS billing and cost management data.Action required: Manage AWS Glue and EMR data-processing workflows.Improved: Look up AgentCore service documentation and API gui…
Seeded by @iluxav with Codex
2026.04.20260414152327
with 2026.04.20260409112122, 2026.04.20260410061424
with 2026.04.20260409112122, 2026.04.20260410061424
Choose field indexes for CloudWatch Logs queries.
Details
CloudWatch adds field-index recommendations; the source database analyzer validates hosts and AWS API limits telemetry metadata to opt-in sessions.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Behavior changed: Manage AWS resources through validated AWS CLI comm…Improved: Investigate application behavior using CloudWatch m…Improved: Manage AWS Glue and EMR data-processing workflows.Behavior changed: Design DynamoDB data models and analyze source MySQ…
Seeded by @iluxav with Codex
2026.04.20260408085348
with 2026.04.20260402081408
with 2026.04.20260402081408
Create Aurora PostgreSQL clusters with Ultra Fast Create.
Details
PostgreSQL adds cluster creation, EKS accepts kubeconfig/OIDC authentication, and the MSK server is deprecated.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Query PostgreSQL databases through the RDS Data API.Improved: Generate, run, debug, and optimize life-science wor…Improved: Query Neptune graph databases with openCypher and G…Improved: Manage Kubernetes clusters and deploy applications…Improved: Investigate application behavior using CloudWatch m…Deprecated: Manage Kafka clusters in Amazon MSK.
Seeded by @iluxav with Codex
2026.03.20260331185831
with 2026.03.20260324183211, 2026.03.20260325200733, 2026.03.20260327170559
with 2026.03.20260324183211, 2026.03.20260325200733, 2026.03.20260327170559
Run code in an AgentCore interpreter session.
Details
AgentCore adds code interpreter tools and HealthOmics adds run batches; the legacy AppSignals server is removed and more legacy servers are deprecated.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Removed / inferred: Investigate application performance with the origin…Deprecated: Search source repositories semantically and analyze…Deprecated: Generate images from text descriptions with Amazon…Deprecated: Analyze documents, images, video, and audio using B…Deprecated: Plan AWS development tasks and select MCP servers.Improved: Look up AgentCore service documentation and API gui…Improved: Design DynamoDB data models and analyze source MySQ…Improved: Generate, run, debug, and optimize life-science wor…Now works: Explore Redshift data warehouses and run analytical…
Seeded by @iluxav with Codex
2026.03.20260317204736
with 2026.03.20260313194041
with 2026.03.20260313194041
Read selected sections of AWS documentation.
Details
The documentation server adds `read_sections`; AgentCore adds browser tools and several older servers receive deprecation notices.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Extract content from PDF, Word, Excel, and PowerPoi…Improved: Look up AgentCore service documentation and API gui…Improved: Search and read AWS documentation and API reference…Action required / inferred: Create and manage AWS resources through the Cloud C…Deprecated: Manage CloudFormation resources through the Cloud C…Deprecated: Analyze AWS spending with Cost Explorer.Deprecated: Generate synthetic data for testing and machine lea…Deprecated: Get guidance for building React applications with A…Improved: Generate, run, debug, and optimize life-science wor…Deprecated: Create and manage AWS resources through the Cloud C…
Seeded by @iluxav with Codex
2026.03.20260309214930
with 2026.03.20260304183356, 2026.03.20260305133104, 2026.03.20260306090751, 2026.03.20260309170740
with 2026.03.20260304183356, 2026.03.20260305133104, 2026.03.20260306090751, 2026.03.20260309170740
Manage HealthOmics run groups, caches, and sequence stores.
Details
HealthOmics adds resource-management tools and AWS API supports batched calls; Terraform and diagram servers are deprecated.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Generate, run, debug, and optimize life-science wor…Improved: Manage AWS resources through validated AWS CLI comm…Improved: Design DynamoDB data models and analyze source MySQ…Improved: Investigate AWS billing and cost management data.Deprecated: Develop Terraform infrastructure with security scan…Deprecated: Generate AWS architecture diagrams.
Seeded by @iluxav with Codex
2026.02.20260224185711
with 2026.02.20260219104155, 2026.02.20260223082610
with 2026.02.20260219104155, 2026.02.20260223082610
Estimate DynamoDB costs while designing cross-table transactions.
Details
DynamoDB adds a cost calculator and cross-table transaction generation; Application Signals adds service-group monitoring.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Now works: Generate AWS architecture diagrams.Now works: Generate, run, debug, and optimize life-science wor…Improved: Design DynamoDB data models and analyze source MySQ…Improved: Investigate application health and get CloudWatch A…
Seeded by @iluxav with Codex
2026.02.20260217093030
with 2026.02.20260212091017, 2026.02.20260213033417, 2026.02.20260213185627
with 2026.02.20260212091017, 2026.02.20260213033417, 2026.02.20260213185627
Manage medical imaging data through an MCP client.
Details
HealthImaging provides DICOM and datastore tools; diagram tool parameters become compatible with Gemini.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Added: Search, retrieve, and manage DICOM medical imaging…Now works: Generate AWS architecture diagrams.
Seeded by @iluxav with Codex
2026.02.20260205164349
with 2026.02.20260204163019
with 2026.02.20260204163019
Generate a data access layer from a DynamoDB schema.
Details
DynamoDB adds schema-driven generation, HealthOmics expands workflow tooling, and S3 Tables requires Python 3.11.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Design DynamoDB data models and analyze source MySQ…Improved: Generate, run, debug, and optimize life-science wor…Action required / inferred: Manage S3 Tables for analytical workloads.
Seeded by @iluxav with Codex
2026.01.20260126220610
with 2026.01.20260121110136, 2026.01.20260123211230
with 2026.01.20260121110136, 2026.01.20260123211230
Estimate HealthOmics workflow costs and visualize run timelines.
Details
HealthOmics adds cost estimates and SVG timelines; DSQL knowledge-base access no longer requires a configured cluster.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Generate, run, debug, and optimize life-science wor…Limit lifted: Query Amazon Aurora DSQL databases.Improved: Investigate application health and get CloudWatch A…Improved: Work with time-series databases using Amazon Timest…Now works: Query Amazon Aurora DSQL databases.
Seeded by @iluxav with Codex
2026.01.20260115004242
with 2026.01.20260109012952
with 2026.01.20260109012952
Choose an AWS profile for CloudWatch investigations.
Details
CloudWatch adds profile selection across tools; DynamoDB modeling gains broader MySQL analysis and CDK table creation.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Design DynamoDB data models and analyze source MySQ…Improved: Query Amazon Aurora DSQL databases.Improved: Investigate application behavior using CloudWatch m…
Seeded by @iluxav with Codex
2026.01.20260105153228
with 2025.12.20251230231100
with 2025.12.20251230231100
Identify the replacement workflow for the deprecated code documentation server.
Details
Code documentation generation is deprecated in favor of client-native code and file tools or reusable client workflows.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Deprecated: Generate documentation from source code.
Seeded by @iluxav with Codex
2025.12.20251223100855
with 2025.12.20251219001245
with 2025.12.20251219001245
Authenticate AWS API MCP sessions with OAuth.
Details
The AWS API server adds OAuth support and stops creating custom working directories; HealthOmics can search ad hoc S3 buckets.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Generate, run, debug, and optimize life-science wor…Now works: Design DynamoDB data models and analyze source MySQ…Now works: Query PostgreSQL databases through the RDS Data API.Improved: Manage AWS resources through validated AWS CLI comm…Action required: Manage AWS resources through validated AWS CLI comm…
Seeded by @iluxav with Codex
2025.12.20251211225414
with 2025.12.20251208100753, 2025.12.20251210024918
with 2025.12.20251208100753, 2025.12.20251210024918
Filter AWS documentation searches to the information you need.
Details
Documentation search adds facets, EMR Serverless gains job and application tools, and the CDK server is deprecated in favor of AWS IaC.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Manage AWS resources through validated AWS CLI comm…Improved: Search and read AWS documentation and API reference…Improved: Manage AWS Glue and EMR data-processing workflows.Deprecated: Develop AWS CDK infrastructure with compliance and…Now works: Investigate application behavior using CloudWatch m…Behavior changed: Containerize and deploy applications to Amazon ECS.
Seeded by @iluxav with Codex
2025.12.20251202213310
with 2025.11.20251126165607, 2025.11.20251128160211
with 2025.11.20251126165607, 2025.11.20251128160211
Trace connectivity problems across AWS networks.
Details
The network server provides read-only path and flow-log analysis; IaC tool names change to explicitly identify CloudFormation and general IaC documentation.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Action required / inferred: Validate CloudFormation templates, check compliance…Added: Trace network paths and diagnose AWS VPC, Transit G…
Seeded by @iluxav with Codex
2025.11.20251124232317
with 2025.11.20251119132423, 2025.11.20251120134931, 2025.11.20251120162446, 2025.11.20251120192945, 2025.11.20251121001139, 2025.11.20251121220339, 2025.11.20251122013630, 2025.11.20251124194829
with 2025.11.20251119132423, 2025.11.20251120134931, 2025.11.20251120162446, 2025.11.20251120192945, 2025.11.20251121001139, 2025.11.20251121220339, 2025.11.20251122013630, 2025.11.20251124194829
Check CloudFormation templates before deployment.
Details
The AWS IaC server validates syntax and compliance, while ECS adds Express Mode and SageMaker AI exposes HyperPod management.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Investigate application health and get CloudWatch A…Improved: Look up AWS service prices and generate cost estima…Improved: Manage AWS resources through validated AWS CLI comm…Improved: Design DynamoDB data models and analyze source MySQ…Improved: Look up AgentCore service documentation and API gui…Added: Validate CloudFormation templates, check compliance…Improved: Containerize and deploy applications to Amazon ECS.Added / inferred: Deploy and manage SageMaker HyperPod clusters and t…Improved: Validate CloudFormation templates, check compliance…
Seeded by @iluxav with Codex
Read the evidence
- awslabs/mcp/releases/tag/2025.11.20251119132423
- awslabs/mcp/releases/tag/2025.11.20251121220339
- awslabs/mcp/releases/tag/2025.11.20251120134931
- awslabs/mcp/releases/tag/2025.11.20251120162446
- awslabs/mcp/releases/tag/2025.11.20251120192945
- awslabs/mcp/blob/2025.11.20251121001139/src/aws-iac-mcp-server/README.md
- awslabs/mcp/releases/tag/2025.11.20251121001139
- awslabs/mcp/blob/2025.11.20251122013630/src/sagemaker-ai-mcp-server/README.md
- awslabs/mcp/releases/tag/2025.11.20251122013630
- awslabs/mcp/blob/2025.11.20251122013630/src/sagemaker-ai-mcp-server/awslabs/sagemaker_ai_…
- awslabs/mcp/releases/tag/2025.11.20251124194829
2025.11.20251114173808
with 2025.11.20251107160628, 2025.11.20251107230454, 2025.11.20251113105935
with 2025.11.20251107160628, 2025.11.20251107230454, 2025.11.20251113105935
Extract document content for use in an MCP conversation.
Details
Document Loader reads PDF and Office files and loads images; the new Application Signals server provides enablement guidance.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Investigate application behavior using CloudWatch m…Improved: Manage industrial assets and ingest their data in A…Added: Investigate application health and get CloudWatch A…Deprecated: Investigate application performance with the origin…Improved: Generate, run, debug, and optimize life-science wor…Behavior changed: Query Amazon Bedrock knowledge bases with source ci…Added: Extract content from PDF, Word, Excel, and PowerPoi…
Seeded by @iluxav with Codex
Read the evidence
- awslabs/mcp/releases/tag/2025.11.20251107160628
- awslabs/mcp/blob/2025.11.20251107230454/src/cloudwatch-applicationsignals-mcp-server/READ…
- awslabs/mcp/releases/tag/2025.11.20251107230454
- awslabs/mcp/blob/2025.11.20251113105935/src/cloudwatch-appsignals-mcp-server/README.md
- awslabs/mcp/releases/tag/2025.11.20251113105935
- awslabs/mcp/blob/2025.11.20251114173808/src/document-loader-mcp-server/README.md
- awslabs/mcp/releases/tag/2025.11.20251114173808
2025.11.20251103095936
with 2025.10.20251029214701, 2025.10.20251030150555, 2025.10.20251030153754, 2025.10.20251031142413, 2025.10.20251031202646
with 2025.10.20251029214701, 2025.10.20251030150555, 2025.10.20251030153754, 2025.10.20251031142413, 2025.10.20251031202646
Connect your MCP client directly to MySQL and MariaDB databases.
Details
The MySQL server adds direct connections through `--hostname`; pricing lookups return more attribute values per page.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Look up AWS service prices and generate cost estima…Now works: Manage AWS Glue and EMR data-processing workflows.Improved: Query Aurora MySQL databases through the RDS Data A…
Seeded by @iluxav with Codex
2025.10.20251028223010
with 2025.10.20251022170206, 2025.10.20251024213946, 2025.10.20251027191808
with 2025.10.20251022170206, 2025.10.20251024213946, 2025.10.20251027191808
Inspect AWS workload cost estimates from your MCP client.
Details
Billing tools can list Pricing Calculator workload estimates, while SiteWise adds bulk transfers and serverless tools add event source mapping management.
Available in the awslabs MCP server packages at this release. Use an MCP-compatible client and the relevant server's runtime, credentials, and service permissions.
Improved: Investigate application performance with the origin…Action required / inferred: Generate AWS architecture diagrams.Improved: Manage AWS resources through validated AWS CLI comm…Improved: Investigate AWS billing and cost management data.Improved: Manage industrial assets and ingest their data in A…Improved: Build and deploy serverless applications using AWS…
Seeded by @iluxav with Codex
2025.10.20251013201003
Starting point
Starting point
Use an MCP client to work with AWS services and documentation.
Details
This baseline records the servers available at the start of the history window, including AWS API access, database queries, deployment tools, cost analysis, and observability.
Install the required awslabs server package in an MCP client, typically using uvx. Python requirements and AWS IAM permissions depend on the server.
Added: Manage AWS resources through validated AWS CLI comm…Added: Search and read AWS documentation and API reference…Added: Create and manage AWS resources through the Cloud C…Added: Develop AWS CDK infrastructure with compliance and…Added: Develop Terraform infrastructure with security scan…Added: Manage CloudFormation resources through the Cloud C…Added: Manage Kubernetes clusters and deploy applications…Added: Containerize and deploy applications to Amazon ECS.Added: Build and deploy serverless applications using AWS…Added: Query Amazon Bedrock knowledge bases with source ci…Added: Look up AgentCore service documentation and API gui…Added: Design DynamoDB data models and analyze source MySQ…Added: Query PostgreSQL databases through the RDS Data API.Added: Query Aurora MySQL databases through the RDS Data A…Added: Query Amazon Aurora DSQL databases.Added: Explore Redshift data warehouses and run analytical…Added: Work with time-series databases using Amazon Timest…Added: Manage S3 Tables for analytical workloads.Added: Manage industrial assets and ingest their data in A…Added: Read and manage cached data and data structures in…Added: Manage AWS IAM users, roles, groups, and policies.Added: Search source repositories semantically and analyze…Added: Generate documentation from source code.Added: Generate AWS architecture diagrams.Added: Get guidance for building React applications with A…Added: Generate synthetic data for testing and machine lea…Added: Generate images from text descriptions with Amazon…Added: Analyze documents, images, video, and audio using B…Added: Expose APIs described by OpenAPI specifications to…Added: Manage SNS topics and SQS queues for event-driven a…Added: Manage RabbitMQ and ActiveMQ brokers in Amazon MQ.Added: Manage Kafka clusters in Amazon MSK.Added: Look up AWS service prices and generate cost estima…Added: Analyze AWS spending with Cost Explorer.Added: Investigate AWS billing and cost management data.Added: Investigate application behavior using CloudWatch m…Added: Investigate application performance with the origin…Added: Generate, run, debug, and optimize life-science wor…Added: Manage AWS Glue and EMR data-processing workflows.Added: Plan AWS development tasks and select MCP servers.Added: Create and manage AWS Support cases.Added: Manage and search FHIR healthcare data in AWS Healt…Added: Query Neptune graph databases with openCypher and G…Added: Manage Amazon ElastiCache resources.
Seeded by @iluxav with Codex
Read the evidence
- awslabs/mcp/blob/2025.10.20251013201003/src/aws-api-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/aws-documentation-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/ccapi-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/cdk-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/terraform-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/cfn-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/eks-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/ecs-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/aws-serverless-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/bedrock-kb-retrieval-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/amazon-bedrock-agentcore-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/dynamodb-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/postgres-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/mysql-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/aurora-dsql-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/redshift-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/timestream-for-influxdb-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/s3-tables-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/aws-iot-sitewise-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/valkey-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/iam-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/git-repo-research-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/code-doc-gen-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/aws-diagram-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/frontend-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/syntheticdata-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/nova-canvas-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/aws-bedrock-data-automation-mcp-server/README…
- awslabs/mcp/blob/2025.10.20251013201003/src/openapi-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/amazon-sns-sqs-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/amazon-mq-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/aws-msk-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/aws-pricing-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/cost-explorer-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/billing-cost-management-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/cloudwatch-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/cloudwatch-appsignals-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/aws-healthomics-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/aws-dataprocessing-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/core-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/aws-support-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/healthlake-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/amazon-neptune-mcp-server/README.md
- awslabs/mcp/blob/2025.10.20251013201003/src/elasticache-mcp-server/README.md