Context Diet: the 25 heaviest MCP tool lists, and how to slim them

Every MCP server you enable sends its full tool list (names, descriptions and input schemas) to the model before you type anything. We took the 25 largest tool lists that qualify for our most-context size list (a token-cost estimate, not deprecated, and not a later failed run whose stored estimate is from an earlier capture) and asked one question: if your agent only does one job, how much of that list could it leave out?

Together these 25 servers list 2,180 tools and cost 1,115,608 tokens (cl100k_base estimate). If each one were trimmed to the slim set we suggest below, the total would be 275,511 tokens, a cut of 840,097 tokens (75%). 2 of them, Microsoft 365 MCP (Softeria) and SmartBear MCP (official), are each larger than a 200k-token context window on their own.

Slim sets are our suggestion; we have not tested a slimmed configuration in a client. We worked them out from the measured per-tool token counts. Token counts are estimates (cl100k_base).

Method

Summary

Slim suggestions are ours, not tested in a client. Token counts are estimates (cl100k_base). Data: context-diet.json.

#ServerStatusTokensToolsDestructive shareSlim suggestion (ours, not tested in a client)Tokens savedSlim total
1Microsoft 365 MCP (Softeria)Ranked #1238,25920257% (116 of 202); 5 tools not annotatedMail-only assistant190,070 (80%)48,189
2SmartBear MCP (official)Not ranked: Not promoted: no passing tool call, under 50 stars230,5073169% (27 of 316)BugSnag error-triage agent219,391 (95%)11,116
3Korean Tax Calc MCP (Upstage)Not ranked: Held: no passing tool call yet78,979850% (0 of 85); 12 tools not annotatedVAT-only agent68,391 (87%)10,588
4BlindPay MCP (official)Not ranked: Not promoted: no passing tool call, under 50 stars60,359939% (8 of 93)Read-only payments lookup agent54,512 (90%)5,847
5CloudBase MCPRanked #256,4574240% (17 of 42)Read-only environment inspection agent38,950 (69%)17,507
6Google Workspace MCP (taylorwilsdon)Ranked #346,16611933% (39 of 119)Gmail-only assistant39,783 (86%)6,383
7OneUptime MCP (official, remote)Ranked #445,98535147% (165 of 351)Read-only monitoring and incident lookup agent25,349 (55%)20,636
8Porkbun MCPNot ranked: Not promoted: no passing tool call, under 50 stars40,84212030% (36 of 120)Read-only domain and DNS lookup agent29,220 (72%)11,622
9Keboola MCP (official)Not ranked: Held: no passing tool call yet36,3634728% (13 of 47)Read-only data exploration agent23,512 (65%)12,851
10Toggl MCPNot ranked: No public repo26,8605443% (23 of 54)Read-only time reporting agent22,964 (85%)3,896
11GrowSurf MCPRanked #524,2726635% (23 of 66)Read-only referral reporting agent16,425 (68%)7,847
12Grafana MCP Server (official)Not ranked: Held: no passing tool call yet20,5137911% (9 of 79)Read-only incident investigation agent7,043 (34%)13,470
13dbt MCP (official)Ranked #618,871390% (0 of 39)Read-only analytics agent1,221 (6%)17,650
14Power BI Modeling MCPRanked #717,9212282% (18 of 22)Read-only DAX query agent16,614 (93%)1,307
15Trigger.dev MCP (official)Ranked #817,8695542% (23 of 55)Read-only run monitoring agent9,604 (54%)8,265
16JustLend MCPRanked #917,55310427% (28 of 104)Read-only market data agent7,816 (45%)9,737
17Browserless MCP (official)Not ranked: Held: no passing tool call yet17,0231926% (5 of 19)Read-only scraping and session lookup agent10,294 (60%)6,729
18Files.com MCP (official)Not ranked: Not promoted: no passing tool call, under 50 stars16,7816730% (20 of 67)Read-only file lookup agent4,123 (25%)12,658
19Azure DevOps MCP (official)Ranked #1016,6414432% (14 of 44)Read-only work item and repo lookup agent7,548 (45%)9,093
20Notion (official)Ranked #1116,3832450% (12 of 24)Read-and-search agent7,334 (45%)9,049
21Mapbox (official)Ranked #1215,978310% (0 of 31)Search and directions agent5,139 (32%)10,839
22MongoDB (official)Ranked #1314,2772722% (6 of 27)Read-only query agent3,814 (27%)10,463
23Azure MCP (Microsoft)Ranked #1413,91273not annotated (68 of 73 tools carry no hint; 0 flagged)App team on Storage and Key Vault12,190 (88%)1,722
24yutu YouTube MCPRanked #1513,4397420% (15 of 74)Read-only channel analytics agent8,485 (63%)4,954
25AntV ChartRanked #1613,398270% (0 of 27)Everyday charts agent10,305 (77%)3,093
All 251,115,6082,180840,097 (75%)275,511

Server by server

1. Microsoft 365 MCP (Softeria) (@softeria/ms-365-mcp-server)

2. SmartBear MCP (official) (@smartbear/mcp)

3. Korean Tax Calc MCP (Upstage) (korean-tax-calc-mcp)

4. BlindPay MCP (official) (@blindpay/mcp)

5. CloudBase MCP (@cloudbase/cloudbase-mcp)

6. Google Workspace MCP (taylorwilsdon) (workspace-mcp)

7. OneUptime MCP (official, remote) (oneuptime-remote)

8. Porkbun MCP (@porkbunllc/mcp-server)

9. Keboola MCP (official) (keboola-mcp-server)

10. Toggl MCP (@togglhq/mcp)

11. GrowSurf MCP (@growsurfteam/growsurf-mcp)

12. Grafana MCP Server (official) (grafana/mcp-grafana)

13. dbt MCP (official) (dbt-mcp)

14. Power BI Modeling MCP (@microsoft/powerbi-modeling-mcp)

15. Trigger.dev MCP (official) (trigger.dev)

16. JustLend MCP (@justlend/mcp-server-justlend)

17. Browserless MCP (official) (@browserless.io/mcp)

18. Files.com MCP (official) (files-com-mcp)

19. Azure DevOps MCP (official) (@azure-devops/mcp)

20. Notion (official) (@notionhq/notion-mcp-server)

21. Mapbox (official) (@mapbox/mcp-server)

22. MongoDB (official) (mongodb-mcp-server)

23. Azure MCP (Microsoft) (@azure/mcp)

24. yutu YouTube MCP (@eat-pray-ai/yutu)

25. AntV Chart (@antv/mcp-server-chart)

Left out: REA: Reverse Engineer Anything

REA: Reverse Engineer Anything is not in this 25 because it is not on the most-context size list: it failed its latest published run (the stored estimate is from an earlier capture). The stored estimate is 179,483 tokens for 207 tools, measured 2026-11-11. See its listing.

Left out: deprecated servers

Deprecated servers are not part of the 25. None of the 8 deprecated servers we have measured would have made the top 25 (the cutoff is 13,398 tokens). The largest is CircleCI (official) at 10,761 tokens and 13 tools (measured 2026-11-11). The others are GitHub (legacy reference) 3,359, Browser (agent-infra) 1,549, Browserbase 1,044, Puppeteer (legacy reference) 518, Redis (legacy reference) 214, AWS KB Retrieval (legacy reference) 99, and Postgres (legacy reference) 32. See /deprecated/.

Related: Which MCP servers use the most context? · Lowest context cost MCP servers · How much context do your MCP servers cost? · Tool history · Methodology.

Published 2026-11-12 by the testedmcp team. Figures rebuilt 2026-11-12 from live captures.