Static Context Benchmark

MCP Static Context Index

Enterprise MCP servers are compared by one standard: how much static context they force into the room.

Benchmark Compare MCP servers on static context cost.

Track total footprint, identify heavy definitions, and show release-over-release movement.

Method Static exposure only.

Instructions, tool descriptions, input schemas, prompts, and heavy tool concentration are scored consistently.

Output Published as a benchmark index.

The site is the primary artifact, with measured snapshots underneath it.

Servers tracked 69
Improved latest release 0
Lowest static tokens Lambda Tool MCP Server
Highest static tokens AWS Dataprocessing MCP Server

Extremes

Heaviest And Leanest

The current measured spread is large enough that the difference in static definition size is obvious even before looking at detailed breakdowns.

Heaviest measured

AWS Dataprocessing MCP Server

AWS · unknown · 34,730 tokens

34 tools · schema share 43%

Leanest measured

Lambda Tool MCP Server

AWS · unknown · 29 tokens

0 tools · schema share 0%

Signals

What Jumps Out

These lists are tuned for public scanning: who is heaviest, who is leanest, and who is dominated by schema weight.

Top 3 Heaviest

  • AWS Dataprocessing MCP Server 34,730
  • AWS Healthomics MCP Server 31,892
  • Elasticache MCP Server 17,685

Top 3 Leanest

  • Lambda Tool MCP Server 29
  • Stepfunctions Tool MCP Server 31
  • Core MCP Server 129

Top 3 Schema-Heavy

  • Notion MCP Server 97%
  • Timestream For Influxdb MCP Server 92%
  • Playwright MCP 92%

Families

Configuration And Product Families

Some vendors are best understood as families: configuration variants and split server lines show whether context is being budgeted deliberately.

GitHub toolsets

  • GitHub MCP Server (default) 7,242
  • GitHub MCP Server (default + actions + code_security) 8,784
  • GitHub MCP Server (all toolsets) 14,532

AWS server family

  • AWS Bedrock Data Automation MCP Server 964
  • AWS API MCP Server 1,465
  • AWS Location MCP Server 1,559
  • AWS MSK MCP Server 1,566
  • AWS Diagram MCP Server 1,896
  • AWS Documentation MCP Server 2,280
  • AWS Support MCP Server 3,261
  • AWS Bedrock Custom Model Import MCP Server 3,681
  • AWS AppSync MCP Server 4,084
  • AWS IaC MCP Server 4,424
  • AWS Knowledge MCP Server 4,550
  • AWS Pricing MCP Server 7,007
  • AWS Serverless MCP Server 11,746
  • AWS Network MCP Server 12,521
  • AWS IoT Sitewise MCP Server 15,565
  • AWS Healthomics MCP Server 31,892
  • AWS Dataprocessing MCP Server 34,730

Featured Measured Server

AWS Dataprocessing MCP Server

A measured entry is pinned here so the current benchmark has one concrete reference point above the fold.

Data Operations & ETL

AWS · unknown · released 2026-04-04

measured 34,730 tokens
Static Tokens 34,730
Avg Tool Cost 1,021
Schema Share 43%
Version Delta New

Heaviest tool

manage_aws_emr_clusters 3,260 tokens

This is the single heaviest tool definition in the latest measured release.

Assessment

Measured on 2026-04-05 from AWS Dataprocessing MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Schema cost dominates this server. That is the clearest place to push for context reduction first.

Repository

Toolset Comparison

GitHub MCP Scope Control

GitHub is one of the clearest examples of context budgeting by configuration. The difference between default and all toolsets is not subtle.

GitHub MCP Server (default)

Static Tokens 7,242
Tool Count 41
Vs default baseline

GitHub MCP Server (default + actions + code_security)

Static Tokens 8,784
Tool Count 47
Vs default +1,542 tokens

+21.3% vs default

GitHub MCP Server (all toolsets)

Static Tokens 14,532
Tool Count 79
Vs default +7,290 tokens

+100.7% vs default

Methodology

What This Measures

Scope Static exposure only.

Instructions, tool descriptions, schemas, prompts, and heavy-tool concentration are counted. Runtime tool output is excluded.

Sort Heaviest first by static tokens.

Higher means more static context overhead. Tool average and schema share remain supporting breakdown metrics.

Data status Mixed measured dataset.

69 measured server(s), 0 demo server(s). Methodology version 2026-04-04.

Tool

An MCP action exposed to the client, including its name, description, and input schema.

Tool Avg

Average static tokens per tool when tools are exposed. Higher means each tool definition is heavier on average.

Schema Share

Percent of static tokens coming from input schemas rather than tool descriptions or instructions.

What this is: static exposure measurement of MCP metadata, not runtime prompt usage inside a proprietary host.

Auth caveat: some servers expose metadata with dummy credentials, some require real credentials, and some require manual OAuth in a browser.

Interpretation: a high token count does not automatically mean a bad product, but it does mean the server is carrying more static context overhead that should be justified.

Table

Latest Releases

Ordered from heaviest to leanest by static tokens. Improvement is based on the token delta from the previous released version.

Rank Server Vendor Static Tokens Tool Avg Average static tokens per tool when tools are exposed. Tool-free servers show N/A. Schema Share Percent of static tokens coming from input schemas rather than descriptions or instructions. Improvement
1 AWS Dataprocessing MCP Server unknown AWS 34,730 1,021 43% New
2 AWS Healthomics MCP Server unknown AWS 31,892 437 57% New
3 Elasticache MCP Server unknown AWS 17,685 453 63% New
4 Azure DevOps MCP Server 2.5.0 Microsoft 17,259 201 91% New
5 AWS IoT Sitewise MCP Server unknown AWS 15,565 380 38% New
6 CloudWatch Applicationsignals MCP Server unknown AWS 15,515 776 24% New
7 Notion MCP Server 2.0.0 Notion 15,478 704 97% New
8 GitHub MCP Server (all toolsets) 0.33.0 GitHub 14,532 184 76% New
9 AWS Network MCP Server unknown AWS 12,521 464 34% New
10 Billing Cost Management MCP Server unknown AWS 12,233 489 25% New
11 AWS Serverless MCP Server unknown AWS 11,746 470 67% New
12 CloudWatch MCP Server unknown AWS 11,554 502 54% New
13 Valkey MCP Server unknown AWS 10,737 102 54% New
14 Datadog MCP Server remote Datadog 10,533 479 82% New
15 EKS MCP Server unknown AWS 9,610 601 40% New
16 ECS MCP Server unknown AWS 9,590 959 9% New
17 IAM MCP Server unknown AWS 9,458 326 73% New
18 GitHub MCP Server (default + actions + code_security) 0.33.0 GitHub 8,784 187 79% New
19 PagerDuty MCP Server 0.15.1 PagerDuty 8,652 206 77% New
20 SageMaker Ai MCP Server unknown AWS 7,292 1,823 34% New
21 GitHub MCP Server (default) 0.33.0 GitHub 7,242 177 77% New
22 DynamoDB MCP Server unknown AWS 7,227 903 51% New
23 AWS Pricing MCP Server unknown AWS 7,007 779 25% New
24 S3 Tables MCP Server unknown AWS 7,007 438 59% New
25 Timestream For Influxdb MCP Server unknown AWS 6,291 242 92% New
26 Healthimaging MCP Server unknown AWS 5,466 140 79% New
27 Linear MCP Server remote Linear 5,131 160 86% New
28 CCAPI MCP Server unknown AWS 4,913 351 44% New
29 Terraform MCP Server unknown AWS 4,858 694 23% New
30 Brave Search MCP Server 2.0.75 Brave 4,783 797 81% New
31 Amazon SNS SQS MCP Server unknown AWS 4,728 110 85% New
32 AWS Knowledge MCP Server remote AWS 4,550 758 12% New
33 AWS IaC MCP Server unknown AWS 4,424 492 8% New
34 AWS AppSync MCP Server unknown AWS 4,084 408 83% New
35 Redshift MCP Server unknown AWS 3,939 657 17% New
36 Code Doc Gen MCP Server unknown AWS 3,849 962 73% New
37 Amazon MQ MCP Server unknown AWS 3,812 112 75% New
38 AWS Bedrock Custom Model Import MCP Server unknown AWS 3,681 614 30% New
39 LaunchDarkly MCP Server unknown LaunchDarkly 3,530 186 85% New
40 CloudTrail MCP Server unknown AWS 3,284 657 29% New
41 AWS Support MCP Server unknown AWS 3,261 544 27% New
42 Well Architected Security MCP Server unknown AWS 3,057 510 38% New
43 Git Repo Research MCP Server unknown AWS 2,925 585 41% New
44 Documentdb MCP Server unknown AWS 2,607 163 71% New
45 CFN MCP Server unknown AWS 2,548 319 46% New
46 Playwright MCP unknown Microsoft 2,491 119 92% New
47 AWS Documentation MCP Server unknown AWS 2,280 570 21% New
48 Cloudflare GraphQL MCP Server remote Cloudflare 2,191 219 46% New
49 Nova Canvas MCP Server unknown AWS 2,162 1,081 40% New
50 Syntheticdata MCP Server unknown AWS 2,036 509 50% New
51 AWS Diagram MCP Server unknown AWS 1,896 632 20% New
52 Memcached MCP Server unknown AWS 1,804 82 52% New
53 CDK MCP Server unknown AWS 1,619 231 22% New
54 AWS MSK MCP Server unknown AWS 1,566 131 86% New
55 AWS Location MCP Server unknown AWS 1,559 195 57% New
56 Healthlake MCP Server unknown AWS 1,546 141 88% New
57 AWS API MCP Server unknown AWS 1,465 733 10% New
58 Finch MCP Server unknown AWS 1,226 409 49% New
59 Aurora DSQL MCP Server unknown AWS 1,163 194 30% New
60 Bedrock KB Retrieval MCP Server unknown AWS 1,046 523 31% New
61 AWS Bedrock Data Automation MCP Server unknown AWS 964 321 15% New
62 Document Loader MCP Server unknown AWS 434 145 77% New
63 Amazon Keyspaces MCP Server unknown AWS 404 67 75% New
64 Amazon Kendra Index MCP Server unknown AWS 339 170 36% New
65 Amazon Neptune MCP Server unknown AWS 275 69 45% New
66 Frontend MCP Server unknown AWS 247 247 26% New
67 Core MCP Server unknown AWS 129 129 11% New
68 Stepfunctions Tool MCP Server unknown AWS 31 N/A 0% New
69 Lambda Tool MCP Server unknown AWS 29 N/A 0% New

Profiles

Server Scorecards

Each card shows where the weight comes from and whether the latest release moved in the right direction.

Data Operations & ETL

AWS Dataprocessing MCP Server

measured 34,730 tokens

AWS · unknown · released 2026-04-04

Static Tokens 34,730
Avg Tool Cost 1,021
Schema Share 43%
Version Delta New

Release history

  • unknown 34,730 2026-04-04

Heaviest tools

  • manage_aws_emr_clusters 3,260
  • manage_aws_emr_serverless_job_runs 1,815
  • manage_aws_emr_serverless_applications 1,742

Measured on 2026-04-05 from AWS Dataprocessing MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Healthcare & Lifesciences

AWS Healthomics MCP Server

measured 31,892 tokens

AWS · unknown · released 2026-04-04

Static Tokens 31,892
Avg Tool Cost 437
Schema Share 57%
Version Delta New

Release history

  • unknown 31,892 2026-04-04

Heaviest tools

  • CreateAHOWorkflowVersion 1,326
  • SearchGenomicsFiles 1,277
  • CreateAHOWorkflow 1,180

Measured on 2026-04-05 from AWS Healthomics MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Caching & Performance

Elasticache MCP Server

measured 17,685 tokens

AWS · unknown · released 2026-04-04

Static Tokens 17,685
Avg Tool Cost 453
Schema Share 63%
Version Delta New

Release history

  • unknown 17,685 2026-04-04

Heaviest tools

  • create-replication-group 1,940
  • create-serverless-cache 1,559
  • create-cache-cluster 1,119

Measured on 2026-04-05 from Elasticache MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Developer Platform

Azure DevOps MCP Server

measured 17,259 tokens

Microsoft · 2.5.0 · released 2026-04-04

Static Tokens 17,259
Avg Tool Cost 201
Schema Share 91%
Version Delta New

Release history

  • 2.5.0 17,259 2026-04-04

Heaviest tools

  • pipelines_run_pipeline 555
  • repo_search_commits 535
  • pipelines_get_builds 523

Measured on 2026-04-04 from Azure DevOps MCP Server 2.5.0. Static metadata listing succeeded in a non-production measurement setup; schema payload dominates the footprint.

Repository

Integration & Messaging

AWS IoT Sitewise MCP Server

measured 15,565 tokens

AWS · unknown · released 2026-04-04

Static Tokens 15,565
Avg Tool Cost 380
Schema Share 38%
Version Delta New

Release history

  • unknown 15,565 2026-04-04

Heaviest tools

  • execute_query 2,350
  • list_computation_model_data_binding_usages 792
  • describe_computation_model_execution_summary 750

Measured on 2026-04-05 from AWS IoT Sitewise MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Operations & Monitoring

CloudWatch Applicationsignals MCP Server

measured 15,515 tokens

AWS · unknown · released 2026-04-04

Static Tokens 15,515
Avg Tool Cost 776
Schema Share 24%
Version Delta New

Release history

  • unknown 15,515 2026-04-04

Heaviest tools

  • audit_services 2,552
  • audit_service_operations 2,082
  • audit_slos 1,894

Measured on 2026-04-05 from CloudWatch Applicationsignals MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Knowledge Base

Notion MCP Server

measured 15,478 tokens

Notion · 2.0.0 · released 2026-01-16

Static Tokens 15,478
Avg Tool Cost 704
Schema Share 97%
Version Delta New

Release history

  • 2.0.0 15,478 2026-01-16

Heaviest tools

  • API-post-search 1,090
  • API-patch-page 876
  • API-post-page 797

Measured on 2026-04-04 from Notion MCP Server 2.0.0. Static metadata listing succeeded in a non-production measurement setup; schema payload dominates the footprint.

Repository

Source Control

GitHub MCP Server (all toolsets)

measured 14,532 tokens

GitHub · 0.33.0 · released 2026-03-06

Static Tokens 14,532
Avg Tool Cost 184
Schema Share 76%
Version Delta New

Release history

  • 0.33.0 14,532 2026-03-06

Heaviest tools

  • actions_list 567
  • projects_write 563
  • pull_request_read 434

Measured on 2026-04-04 from GitHub MCP Server 0.33.0 with toolsets=all. Static metadata listing succeeded in a non-production measurement setup.

Repository

Infrastructure & Deployment

AWS Network MCP Server

measured 12,521 tokens

AWS · unknown · released 2026-04-04

Static Tokens 12,521
Avg Tool Cost 464
Schema Share 34%
Version Delta New

Release history

  • unknown 12,521 2026-04-04

Heaviest tools

  • get_vpc_flow_logs 1,048
  • get_tgw_flow_logs 962
  • get_firewall_flow_logs 888

Measured on 2026-04-05 from AWS Network MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Cost & Operations

Billing Cost Management MCP Server

measured 12,233 tokens

AWS · unknown · released 2026-04-04

Static Tokens 12,233
Avg Tool Cost 489
Schema Share 25%
Version Delta New

Release history

  • unknown 12,233 2026-04-04

Heaviest tools

  • cost-explorer 1,964
  • storage-lens 1,070
  • cost-comparison 781

Measured on 2026-04-05 from AWS Billing and Cost Management MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup. Upstream package emitted FastMCP deprecation warnings for import_server usage.

Repository

Cloud Development

AWS Serverless MCP Server

measured 11,746 tokens

AWS · unknown · released 2026-04-04

Static Tokens 11,746
Avg Tool Cost 470
Schema Share 67%
Version Delta New

Release history

  • unknown 11,746 2026-04-04

Heaviest tools

  • sam_build 1,334
  • sam_init 1,069
  • deploy_webapp 1,042

Measured on 2026-04-04 from AWS Serverless MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Operations & Monitoring

CloudWatch MCP Server

measured 11,554 tokens

AWS · unknown · released 2026-04-04

Static Tokens 11,554
Avg Tool Cost 502
Schema Share 54%
Version Delta New

Release history

  • unknown 11,554 2026-04-04

Heaviest tools

  • get_metric_data 1,796
  • get_alarm_history 889
  • get_recommended_metric_alarms 867

Measured on 2026-04-05 from AWS CloudWatch MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Caching & Performance

Valkey MCP Server

measured 10,737 tokens

AWS · unknown · released 2026-04-04

Static Tokens 10,737
Avg Tool Cost 102
Schema Share 54%
Version Delta New

Release history

  • unknown 10,737 2026-04-04

Heaviest tools

  • sorted_set_range_by_score 238
  • string_set 224
  • sorted_set_range_by_lex 217

Measured on 2026-04-05 from Valkey MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Observability

Datadog MCP Server

measured 10,533 tokens

Datadog · remote · released 2026-04-04

Static Tokens 10,533
Avg Tool Cost 479
Schema Share 82%
Version Delta New

Release history

  • remote 10,533 2026-04-04

Heaviest tools

  • analyze_datadog_logs 905
  • aggregate_spans 635
  • search_datadog_spans 633

Measured on 2026-04-04 from the official Datadog MCP remote using datadog_mcp_cli and interactive OAuth authorization.

Repository

Container Platforms

EKS MCP Server

measured 9,610 tokens

AWS · unknown · released 2026-04-04

Static Tokens 9,610
Avg Tool Cost 601
Schema Share 40%
Version Delta New

Release history

  • unknown 9,610 2026-04-04

Heaviest tools

  • get_cloudwatch_metrics 1,123
  • get_cloudwatch_logs 1,067
  • manage_k8s_resource 808

Measured on 2026-04-05 from EKS MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Container Platforms

ECS MCP Server

measured 9,590 tokens

AWS · unknown · released 2026-04-04

Static Tokens 9,590
Avg Tool Cost 959
Schema Share 9%
Version Delta New

Release history

  • unknown 9,590 2026-04-04

Heaviest tools

  • aws_knowledge_aws___search_documentation 2,062
  • ecs_troubleshooting_tool 1,323
  • aws_knowledge_aws___read_documentation 924

Measured on 2026-04-05 from ECS MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup. Upstream package emitted a FastMCP deprecation warning for add_tool_transformation usage.

Repository

Security & Identity

IAM MCP Server

measured 9,458 tokens

AWS · unknown · released 2026-04-04

Static Tokens 9,458
Avg Tool Cost 326
Schema Share 73%
Version Delta New

Release history

  • unknown 9,458 2026-04-04

Heaviest tools

  • create_user 1,746
  • list_users 1,713
  • get_user 1,659

Measured on 2026-04-05 from AWS IAM MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Source Control

GitHub MCP Server (default + actions + code_security)

measured 8,784 tokens

GitHub · 0.33.0 · released 2026-03-06

Static Tokens 8,784
Avg Tool Cost 187
Schema Share 79%
Version Delta New

Release history

  • 0.33.0 8,784 2026-03-06

Heaviest tools

  • actions_list 567
  • pull_request_read 434
  • issue_write 345

Measured on 2026-04-04 from GitHub MCP Server 0.33.0 with toolsets=default,actions,code_security. Static metadata listing succeeded in a non-production measurement setup.

Repository

Incident Response

PagerDuty MCP Server

measured 8,652 tokens

PagerDuty · 0.15.1 · released 2026-03-12

Static Tokens 8,652
Avg Tool Cost 206
Schema Share 77%
Version Delta New

Release history

  • 0.15.1 8,652 2026-03-12

Heaviest tools

  • list_incidents 713
  • list_log_entries 541
  • list_oncalls 480

Measured on 2026-04-04 from PagerDuty MCP 0.15.1. Tool definitions were enumerable even though authenticated initialization did not succeed.

Repository

AI & Machine Learning

SageMaker Ai MCP Server

measured 7,292 tokens

AWS · unknown · released 2026-04-04

Static Tokens 7,292
Avg Tool Cost 1,823
Schema Share 34%
Version Delta New

Release history

  • unknown 7,292 2026-04-04

Heaviest tools

  • manage_hyperpod_cluster_nodes 2,884
  • manage_hyperpod_stacks 2,323
  • update_hp_cluster 855

Measured on 2026-04-05 from SageMaker Ai MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Source Control

GitHub MCP Server (default)

measured 7,242 tokens

GitHub · 0.33.0 · released 2026-03-06

Static Tokens 7,242
Avg Tool Cost 177
Schema Share 77%
Version Delta New

Release history

  • 0.33.0 7,242 2026-03-06

Heaviest tools

  • pull_request_read 434
  • issue_write 345
  • sub_issue_write 322

Measured on 2026-04-04 from GitHub MCP Server 0.33.0 with toolsets=default. Static metadata listing succeeded in a non-production measurement setup.

Repository

SQL & NoSQL Databases

DynamoDB MCP Server

measured 7,227 tokens

AWS · unknown · released 2026-04-04

Static Tokens 7,227
Avg Tool Cost 903
Schema Share 51%
Version Delta New

Release history

  • unknown 7,227 2026-04-04

Heaviest tools

  • compute_performances_and_costs 3,231
  • source_db_analyzer 863
  • dynamodb_data_model_schema_validator 511

Measured on 2026-04-05 from DynamoDB MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Cost & Operations

AWS Pricing MCP Server

measured 7,007 tokens

AWS · unknown · released 2026-04-04

Static Tokens 7,007
Avg Tool Cost 779
Schema Share 25%
Version Delta New

Release history

  • unknown 7,007 2026-04-04

Heaviest tools

  • get_pricing 3,235
  • generate_cost_report 1,254
  • get_pricing_attribute_values 518

Measured on 2026-04-05 from AWS Pricing MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Data & Analytics

S3 Tables MCP Server

measured 7,007 tokens

AWS · unknown · released 2026-04-04

Static Tokens 7,007
Avg Tool Cost 438
Schema Share 59%
Version Delta New

Release history

  • unknown 7,007 2026-04-04

Heaviest tools

  • create_table 1,132
  • import_parquet_to_table 767
  • import_csv_to_table 729

Measured on 2026-04-05 from S3 Tables MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Data & Analytics

Timestream For Influxdb MCP Server

measured 6,291 tokens

AWS · unknown · released 2026-04-04

Static Tokens 6,291
Avg Tool Cost 242
Schema Share 92%
Version Delta New

Release history

  • unknown 6,291 2026-04-04

Heaviest tools

  • CreateDbCluster 941
  • CreateDbInstance 846
  • UpdateDbInstance 433

Measured on 2026-04-05 from Timestream For Influxdb MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Healthcare & Lifesciences

Healthimaging MCP Server

measured 5,466 tokens

AWS · unknown · released 2026-04-04

Static Tokens 5,466
Avg Tool Cost 140
Schema Share 79%
Version Delta New

Release history

  • unknown 5,466 2026-04-04

Heaviest tools

  • start_dicom_export_job 376
  • start_dicom_import_job 269
  • list_dicom_export_jobs 177

Measured on 2026-04-05 from Healthimaging MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Issue Tracking

Linear MCP Server

measured 5,131 tokens

Linear · remote · released 2026-04-04

Static Tokens 5,131
Avg Tool Cost 160
Schema Share 86%
Version Delta New

Release history

  • remote 5,131 2026-04-04

Heaviest tools

  • save_issue 700
  • save_project 499
  • list_issues 403

Measured on 2026-04-04 from the official Linear MCP remote. Static metadata listing succeeded after interactive OAuth authorization.

Repository

Infrastructure & Deployment

CCAPI MCP Server

measured 4,913 tokens

AWS · unknown · released 2026-04-04

Static Tokens 4,913
Avg Tool Cost 351
Schema Share 44%
Version Delta New

Release history

  • unknown 4,913 2026-04-04

Heaviest tools

  • create_template 755
  • explain 362
  • run_checkov 357

Measured on 2026-04-05 from CCAPI MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Infrastructure as Code

Terraform MCP Server

measured 4,858 tokens

AWS · unknown · released 2026-04-04

Static Tokens 4,858
Avg Tool Cost 694
Schema Share 23%
Version Delta New

Release history

  • unknown 4,858 2026-04-04

Heaviest tools

  • ExecuteTerragruntCommand 609
  • SearchAwsccProviderDocs 558
  • SearchAwsProviderDocs 455

Measured on 2026-04-05 from AWS Terraform MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Search

Brave Search MCP Server

measured 4,783 tokens

Brave · 2.0.75 · released 2026-02-17

Static Tokens 4,783
Avg Tool Cost 797
Schema Share 81%
Version Delta New

Release history

  • 2.0.75 4,783 2026-02-17

Heaviest tools

  • brave_local_search 1,322
  • brave_web_search 1,298
  • brave_news_search 915

Measured on 2026-04-04 from Brave Search MCP Server 2.0.75. Static metadata listing succeeded in a non-production measurement setup.

Repository

Integration & Messaging

Amazon SNS SQS MCP Server

measured 4,728 tokens

AWS · unknown · released 2026-04-04

Static Tokens 4,728
Avg Tool Cost 110
Schema Share 85%
Version Delta New

Release history

  • unknown 4,728 2026-04-04

Heaviest tools

  • publish 298
  • receive_message 298
  • send_message 246

Measured on 2026-04-05 from Amazon SNS SQS MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Knowledge & Search

AWS Knowledge MCP Server

measured 4,550 tokens

AWS · remote · released 2026-04-05

Static Tokens 4,550
Avg Tool Cost 758
Schema Share 12%
Version Delta New

Release history

  • remote 4,550 2026-04-05

Heaviest tools

  • aws___search_documentation 1,964
  • aws___get_regional_availability 920
  • aws___read_documentation 823

Measured on 2026-04-05 from the official AWS Knowledge remote MCP endpoint. Static metadata listing succeeded over Streamable HTTP without authentication.

Repository

Infrastructure as Code

AWS IaC MCP Server

measured 4,424 tokens

AWS · unknown · released 2026-04-04

Static Tokens 4,424
Avg Tool Cost 492
Schema Share 8%
Version Delta New

Release history

  • unknown 4,424 2026-04-04

Heaviest tools

  • read_iac_documentation_page 832
  • search_cdk_samples_and_constructs 483
  • search_cdk_documentation 471

Measured on 2026-04-05 from AWS IaC MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Application Development

AWS AppSync MCP Server

measured 4,084 tokens

AWS · unknown · released 2026-04-04

Static Tokens 4,084
Avg Tool Cost 408
Schema Share 83%
Version Delta New

Release history

  • unknown 4,084 2026-04-04

Heaviest tools

  • create_graphql_api 851
  • create_resolver 627
  • create_datasource 606

Measured on 2026-04-05 from AWS AppSync MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

SQL & NoSQL Databases

Redshift MCP Server

measured 3,939 tokens

AWS · unknown · released 2026-04-04

Static Tokens 3,939
Avg Tool Cost 657
Schema Share 17%
Version Delta New

Release history

  • unknown 3,939 2026-04-04

Heaviest tools

  • list_columns 734
  • list_tables 625
  • execute_query 591

Measured on 2026-04-05 from Redshift MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Developer Tools & Support

Code Doc Gen MCP Server

measured 3,849 tokens

AWS · unknown · released 2026-04-04

Static Tokens 3,849
Avg Tool Cost 962
Schema Share 73%
Version Delta New

Release history

  • unknown 3,849 2026-04-04

Heaviest tools

  • generate_documentation 1,548
  • plan_documentation 909
  • create_context 724

Measured on 2026-04-05 from Code Doc Gen MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Integration & Messaging

Amazon MQ MCP Server

measured 3,812 tokens

AWS · unknown · released 2026-04-04

Static Tokens 3,812
Avg Tool Cost 112
Schema Share 75%
Version Delta New

Release history

  • unknown 3,812 2026-04-04

Heaviest tools

  • update_broker 669
  • describe_broker_instance_options 254
  • rabbitmq_broker_get_guideline 219

Measured on 2026-04-05 from Amazon MQ MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

AI & Machine Learning

AWS Bedrock Custom Model Import MCP Server

measured 3,681 tokens

AWS · unknown · released 2026-04-04

Static Tokens 3,681
Avg Tool Cost 614
Schema Share 30%
Version Delta New

Release history

  • unknown 3,681 2026-04-04

Heaviest tools

  • create_model_import_job 871
  • list_model_import_jobs 602
  • list_imported_models 531

Measured on 2026-04-05 from AWS Bedrock Custom Model Import MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Feature Flags

LaunchDarkly MCP Server

measured 3,530 tokens

LaunchDarkly · unknown · released 2026-04-04

Static Tokens 3,530
Avg Tool Cost 186
Schema Share 85%
Version Delta New

Release history

  • unknown 3,530 2026-04-04

Heaviest tools

  • create-feature-flag 497
  • create-ai-config 448
  • update-ai-config-variation 352

Measured on 2026-04-04 from LaunchDarkly MCP Server. Static metadata listing succeeded in a non-production measurement setup.

Repository

Operations & Monitoring

CloudTrail MCP Server

measured 3,284 tokens

AWS · unknown · released 2026-04-04

Static Tokens 3,284
Avg Tool Cost 657
Schema Share 29%
Version Delta New

Release history

  • unknown 3,284 2026-04-04

Heaviest tools

  • lake_query 1,824
  • lookup_events 608
  • get_query_results 379

Measured on 2026-04-05 from CloudTrail MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Support

AWS Support MCP Server

measured 3,261 tokens

AWS · unknown · released 2026-04-04

Static Tokens 3,261
Avg Tool Cost 544
Schema Share 27%
Version Delta New

Release history

  • unknown 3,261 2026-04-04

Heaviest tools

  • describe_support_cases 461
  • create_support_case 456
  • describe_services 331

Measured on 2026-04-05 from AWS Support MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Security & Identity

Well Architected Security MCP Server

measured 3,057 tokens

AWS · unknown · released 2026-04-04

Static Tokens 3,057
Avg Tool Cost 510
Schema Share 38%
Version Delta New

Release history

  • unknown 3,057 2026-04-04

Heaviest tools

  • GetSecurityFindings 453
  • CheckSecurityServices 441
  • CheckNetworkSecurity 395

Measured on 2026-04-05 from Well Architected Security MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Developer Tools & Support

Git Repo Research MCP Server

measured 2,925 tokens

AWS · unknown · released 2026-04-04

Static Tokens 2,925
Avg Tool Cost 585
Schema Share 41%
Version Delta New

Release history

  • unknown 2,925 2026-04-04

Heaviest tools

  • create_research_repository 1,018
  • search_repos_on_github 302
  • search_research_repository 249

Measured on 2026-04-05 from Git Repo Research MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

SQL & NoSQL Databases

Documentdb MCP Server

measured 2,607 tokens

AWS · unknown · released 2026-04-04

Static Tokens 2,607
Avg Tool Cost 163
Schema Share 71%
Version Delta New

Release history

  • unknown 2,607 2026-04-04

Heaviest tools

  • explainOperation 274
  • update 254
  • find 241

Measured on 2026-04-05 from Documentdb MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Infrastructure as Code

CFN MCP Server

measured 2,548 tokens

AWS · unknown · released 2026-04-04

Static Tokens 2,548
Avg Tool Cost 319
Schema Share 46%
Version Delta New

Release history

  • unknown 2,548 2026-04-04

Heaviest tools

  • create_template 607
  • update_resource 367
  • delete_resource 317

Measured on 2026-04-05 from CFN MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Browser Automation

Playwright MCP

measured 2,491 tokens

Microsoft · unknown · released 2026-04-04

Static Tokens 2,491
Avg Tool Cost 119
Schema Share 92%
Version Delta New

Release history

  • unknown 2,491 2026-04-04

Heaviest tools

  • browser_take_screenshot 257
  • browser_fill_form 229
  • browser_network_requests 188

Measured on 2026-04-04 from Playwright MCP using the public package defaults. Static metadata listing succeeded without credentials.

Repository

Cloud Documentation

AWS Documentation MCP Server

measured 2,280 tokens

AWS · unknown · released 2026-04-04

Static Tokens 2,280
Avg Tool Cost 570
Schema Share 21%
Version Delta New

Release history

  • unknown 2,280 2026-04-04

Heaviest tools

  • search_documentation 697
  • read_sections 455
  • read_documentation 414

Measured on 2026-04-04 from AWS Documentation MCP Server. Static metadata listing succeeded without authentication.

Repository

Cloud Analytics

Cloudflare GraphQL MCP Server

measured 2,191 tokens

Cloudflare · remote · released 2026-04-04

Static Tokens 2,191
Avg Tool Cost 219
Schema Share 46%
Version Delta New

Release history

  • remote 2,191 2026-04-04

Heaviest tools

  • graphql_schema_search 415
  • graphql_query 413
  • graphql_type_details 365

Measured on 2026-04-04 from Cloudflare GraphQL MCP Server. Static metadata listing requires interactive browser authorization.

Repository

AI & Machine Learning

Nova Canvas MCP Server

measured 2,162 tokens

AWS · unknown · released 2026-04-04

Static Tokens 2,162
Avg Tool Cost 1,081
Schema Share 40%
Version Delta New

Release history

  • unknown 2,162 2026-04-04

Heaviest tools

  • generate_image_with_colors 754
  • generate_image 742

Measured on 2026-04-05 from Nova Canvas MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

AI & Machine Learning

Syntheticdata MCP Server

measured 2,036 tokens

AWS · unknown · released 2026-04-04

Static Tokens 2,036
Avg Tool Cost 509
Schema Share 50%
Version Delta New

Release history

  • unknown 2,036 2026-04-04

Heaviest tools

  • execute_pandas_code 705
  • load_to_storage 463
  • validate_and_save_data 433

Measured on 2026-04-05 from Syntheticdata MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Infrastructure as Code

AWS Diagram MCP Server

measured 1,896 tokens

AWS · unknown · released 2026-04-04

Static Tokens 1,896
Avg Tool Cost 632
Schema Share 20%
Version Delta New

Release history

  • unknown 1,896 2026-04-04

Heaviest tools

  • generate_diagram 688
  • get_diagram_examples 410
  • list_icons 344

Measured on 2026-04-05 from AWS Diagram MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Caching & Performance

Memcached MCP Server

measured 1,804 tokens

AWS · unknown · released 2026-04-04

Static Tokens 1,804
Avg Tool Cost 82
Schema Share 52%
Version Delta New

Release history

  • unknown 1,804 2026-04-04

Heaviest tools

  • cache_cas 133
  • cache_add 113
  • cache_replace 111

Measured on 2026-04-05 from Memcached MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Infrastructure as Code

CDK MCP Server

measured 1,619 tokens

AWS · unknown · released 2026-04-04

Static Tokens 1,619
Avg Tool Cost 231
Schema Share 22%
Version Delta New

Release history

  • unknown 1,619 2026-04-04

Heaviest tools

  • ExplainCDKNagRule 352
  • GetAwsSolutionsConstructPattern 317
  • SearchGenAICDKConstructs 273

Measured on 2026-04-05 from CDK MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Integration & Messaging

AWS MSK MCP Server

measured 1,566 tokens

AWS · unknown · released 2026-04-04

Static Tokens 1,566
Avg Tool Cost 131
Schema Share 86%
Version Delta New

Release history

  • unknown 1,566 2026-04-04

Heaviest tools

  • list_topics 217
  • describe_topic_partitions 182
  • get_cluster_info 158

Measured on 2026-04-05 from AWS MSK MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Application Development

AWS Location MCP Server

measured 1,559 tokens

AWS · unknown · released 2026-04-04

Static Tokens 1,559
Avg Tool Cost 195
Schema Share 57%
Version Delta New

Release history

  • unknown 1,559 2026-04-04

Heaviest tools

  • calculate_route 266
  • optimize_waypoints 248
  • search_nearby 205

Measured on 2026-04-05 from AWS Location MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Healthcare & Lifesciences

Healthlake MCP Server

measured 1,546 tokens

AWS · unknown · released 2026-04-04

Static Tokens 1,546
Avg Tool Cost 141
Schema Share 88%
Version Delta New

Release history

  • unknown 1,546 2026-04-04

Heaviest tools

  • search_fhir_resources 423
  • start_fhir_import_job 231
  • patient_everything 182

Measured on 2026-04-05 from Healthlake MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Developer Tools & Support

AWS API MCP Server

measured 1,465 tokens

AWS · unknown · released 2026-04-04

Static Tokens 1,465
Avg Tool Cost 733
Schema Share 10%
Version Delta New

Release history

  • unknown 1,465 2026-04-04

Heaviest tools

  • call_aws 750
  • suggest_aws_commands 715

Measured on 2026-04-05 from AWS API MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Container Platforms

Finch MCP Server

measured 1,226 tokens

AWS · unknown · released 2026-04-04

Static Tokens 1,226
Avg Tool Cost 409
Schema Share 49%
Version Delta New

Release history

  • unknown 1,226 2026-04-04

Heaviest tools

  • finch_build_container_image 624
  • finch_push_image 320
  • finch_create_ecr_repo 282

Measured on 2026-04-05 from Finch MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

SQL & NoSQL Databases

Aurora DSQL MCP Server

measured 1,163 tokens

AWS · unknown · released 2026-04-04

Static Tokens 1,163
Avg Tool Cost 194
Schema Share 30%
Version Delta New

Release history

  • unknown 1,163 2026-04-04

Heaviest tools

  • transact 440
  • readonly_query 254
  • dsql_read_documentation 117

Measured on 2026-04-05 from Aurora DSQL MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

AI & Machine Learning

Bedrock KB Retrieval MCP Server

measured 1,046 tokens

AWS · unknown · released 2026-04-04

Static Tokens 1,046
Avg Tool Cost 523
Schema Share 31%
Version Delta New

Release history

  • unknown 1,046 2026-04-04

Heaviest tools

  • QueryKnowledgeBases 541
  • ListKnowledgeBases 327

Measured on 2026-04-05 from Bedrock KB Retrieval MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

AI & Machine Learning

AWS Bedrock Data Automation MCP Server

measured 964 tokens

AWS · unknown · released 2026-04-04

Static Tokens 964
Avg Tool Cost 321
Schema Share 15%
Version Delta New

Release history

  • unknown 964 2026-04-04

Heaviest tools

  • analyzeasset 394
  • getprojects 206
  • getprojectdetails 204

Measured on 2026-04-05 from AWS Bedrock Data Automation MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Content Processing & Generation

Document Loader MCP Server

measured 434 tokens

AWS · unknown · released 2026-04-04

Static Tokens 434
Avg Tool Cost 145
Schema Share 77%
Version Delta New

Release history

  • unknown 434 2026-04-04

Heaviest tools

  • extract_slides_as_images 194
  • read_document 133
  • read_image 107

Measured on 2026-04-05 from Document Loader MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

SQL & NoSQL Databases

Amazon Keyspaces MCP Server

measured 404 tokens

AWS · unknown · released 2026-04-04

Static Tokens 404
Avg Tool Cost 67
Schema Share 75%
Version Delta New

Release history

  • unknown 404 2026-04-04

Heaviest tools

  • analyzeQueryPerformance 91
  • executeQuery 85
  • describeTable 79

Measured on 2026-04-05 from the Amazon Keyspaces MCP server using uvx with Python 3.11, which the upstream package requires. Static metadata listing succeeded without establishing a database session.

Repository

Search & Analytics

Amazon Kendra Index MCP Server

measured 339 tokens

AWS · unknown · released 2026-04-04

Static Tokens 339
Avg Tool Cost 170
Schema Share 36%
Version Delta New

Release history

  • unknown 339 2026-04-04

Heaviest tools

  • KendraQueryTool 213
  • KendraListIndexesTool 106

Measured on 2026-04-05 from Amazon Kendra Index MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

SQL & NoSQL Databases

Amazon Neptune MCP Server

measured 275 tokens

AWS · unknown · released 2026-04-04

Static Tokens 275
Avg Tool Cost 69
Schema Share 45%
Version Delta New

Release history

  • unknown 275 2026-04-04

Heaviest tools

  • run_opencypher_query 77
  • run_gremlin_query 50
  • get_graph_schema 45

Measured on 2026-04-05 from Amazon Neptune MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Application Development

Frontend MCP Server

measured 247 tokens

AWS · unknown · released 2026-04-04

Static Tokens 247
Avg Tool Cost 247
Schema Share 26%
Version Delta New

Release history

  • unknown 247 2026-04-04

Heaviest tools

  • GetReactDocsByTopic 137

Measured on 2026-04-05 from Frontend MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Core Development Workflow

Core MCP Server

measured 129 tokens

AWS · unknown · released 2026-04-04

Static Tokens 129
Avg Tool Cost 129
Schema Share 11%
Version Delta New

Release history

  • unknown 129 2026-04-04

Heaviest tools

  • prompt_understanding 46

Measured on 2026-04-05 from Core MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Workflow & Integration

Stepfunctions Tool MCP Server

measured 31 tokens

AWS · unknown · released 2026-04-04

Static Tokens 31
Avg Tool Cost N/A
Schema Share 0%
Version Delta New

Release history

  • unknown 31 2026-04-04

Heaviest tools

Measured on 2026-04-05 from Stepfunctions Tool MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository

Serverless & Functions

Lambda Tool MCP Server

measured 29 tokens

AWS · unknown · released 2026-04-04

Static Tokens 29
Avg Tool Cost N/A
Schema Share 0%
Version Delta New

Release history

  • unknown 29 2026-04-04

Heaviest tools

Measured on 2026-04-05 from Lambda Tool MCP Server. Static metadata listing succeeded in a credentialed read-only measurement setup.

Repository