First-party observed usage
This snapshot groups exact tool names shaped like mcp__server__tool into server-level totals. It ranks observed invocation activity—not installs, GitHub stars, registry popularity, satisfaction, or industry-wide market share.
What the data says
Claude In Chrome leads this eligible snapshot by calls with 53,043 observed invocations across 8 exact tool names, with an observed error-call rate of 4.4%.
Eligible server calls
122,221
Across servers meeting the 5-call floor.
Attributed turn tokens
30.45B
Model-turn tokens attributed to MCP calls, not MCP execution cost.
Observed error calls
11,183
9.1% of eligible calls.
Eligible servers
20
0 below the public ranking floor.
Claude In Chrome
8 exact tools · 12.74B attributed turn tokens
Claude Browser
8 exact tools · 7.58B attributed turn tokens
Chrome Devtools
6 exact tools · 2.05B attributed turn tokens
Oc
2 exact tools · 486.7M attributed turn tokens
Claude Code IOS Simulator
1 exact tools · 1.85B attributed turn tokens
Playwright
3 exact tools · 705.9M attributed turn tokens
Claude Ai Slack
1 exact tools · 273.4M attributed turn tokens
Claude Preview
1 exact tools · 914.9M attributed turn tokens
Exa
1 exact tools · 280.3M attributed turn tokens
Claude Ai Gmail
2 exact tools · 705.8M attributed turn tokens
Server totals are sums of the additive fields below. Developer counts are intentionally omitted: adding distinct-developer counts from several tools would count the same person more than once.
Call volume shows how often an MCP server's observed tools were invoked. Attributed tokens reflect the surrounding model work and can be high for context-heavy tasks even when the server itself returns a small response. Neither measure establishes adoption outside this cohort.
Error rate is descriptive, not causal. A failed call can reflect authentication, invalid arguments, network conditions, permissions, upstream services, or the server. Compare it only with the sample size and exact tool mix visible on this page.
Snapshot coverage. The page reads toolCalls from the public insights response. These values come from each listed participant's latest submitted transcript snapshot; they are overwritten on a new submission and are not a trailing-30-day time series. The displayed generation date identifies the API snapshot rendered here.
Server grouping. Only exact names matching mcp__server__tool are included. The text between the first and second double-underscore separators is the server key. Calls, attributed tokens, and errors are additive across exact tool rows; distinct-developer counts are not aggregated because the API does not expose a server-level union.
Sample floor. A server must have at least 5 observed calls to enter the ranking. This reduces one-off noise but does not make the sample representative or a statistical benchmark.
Result ceiling. The API returns at most 100 skill/tool-call rows after ranking built-in and MCP tools together. Lower-volume MCP tools may therefore be absent, so the table is a ranked view of returned observations—not a complete registry of every installed or invoked MCP server.
Cohort and attribution limits. Public participation is opt-in and not weighted to represent all AI coding users. Token values belong to the model turn containing each call and are split across calls in multi-tool turns. Do not interpret them as the MCP server's direct execution cost, latency, or resource use.
Aggregated model, agent, trend, skill, and tool-call totals from participating developers.
Explains what the CLI aggregates, what it does not collect, and the limits of the public cohort.
| 486.7M |
| 5,498 |
| 100% |
| Claude Code IOS Simulator | 1 | 3,408 | 1.85B | 55 | 1.6% |
| Playwright | 3 | 3,339 | 705.9M | 219 | 6.6% |
| Claude Ai Slack | 1 | 3,233 | 273.4M | 23 | 0.7% |
| Claude Preview | 1 | 3,182 | 914.9M | 215 | 6.8% |
| Exa | 1 | 2,898 | 280.3M | 15 | 0.5% |
| Claude Ai Gmail | 2 | 2,648 | 705.8M | 44 | 1.7% |
| Ccd Session | 1 | 1,771 | 288.0M | 2 | 0.1% |
| Claude Ai PostHog | 1 | 1,707 | 267.0M | 79 | 4.6% |
| Plugin Playwright Playwright | 2 | 1,589 | 418.0M | 56 | 3.5% |
| Sequential Thinking | 1 | 1,098 | 345.2M | 6 | 0.5% |
| Linear Server | 1 | 888 | 305.0M | 22 | 2.5% |
| Tsenta | 2 | 849 | 357.7M | 0 | 0.0% |
| Supabase | 1 | 846 | 177.6M | 113 | 13% |
| F8c1d5be Ee16 4e8b Afa2 3b6c6d1d4c69 | 1 | 741 | 215.2M | 48 | 6.5% |
| Linear | 1 | 662 | 216.2M | 20 | 3.0% |
| Claude In Chrome | 1 | 512 | 275.7M | 41 | 8.0% |
| Claude In Chrome |
| 11,157 |
| 2.37B |
| 580 |
| 5.2% |
mcp__Claude_Browser__computer | Claude Browser | 7,715 | 2.15B | 860 | 11% |
mcp__Claude_Browser__javascript_tool | Claude Browser | 7,435 | 2.38B | 455 | 6.1% |
mcp__claude-in-chrome__navigate | Claude In Chrome | 4,381 | 996.6M | 207 | 4.7% |
mcp__Claude_Code_iOS_Simulator__control | Claude Code IOS Simulator | 3,408 | 1.85B | 55 | 1.6% |
mcp__claude_ai_Slack__slack_read_channel | Claude Ai Slack | 3,233 | 273.4M | 23 | 0.7% |
mcp__Claude_Browser__navigate | Claude Browser | 3,202 | 962.5M | 374 | 12% |
mcp__Claude_Preview__preview_eval | Claude Preview | 3,182 | 914.9M | 215 | 6.8% |
mcp__chrome-devtools__evaluate_script | Chrome Devtools | 3,175 | 542.3M | 82 | 2.6% |
mcp__oc__bash | Oc | 2,929 | 245.7M | 2,928 | 100% |
mcp__exa__web_search_exa | Exa | 2,898 | 280.3M | 15 | 0.5% |
mcp__oc__kroda_http_send | Oc | 2,571 | 241.0M | 2,570 | 100% |
mcp__chrome-devtools__click | Chrome Devtools | 2,429 | 625.9M | 68 | 2.8% |
mcp__claude-in-chrome__tabs_context_mcp | Claude In Chrome | 2,285 | 498.2M | 65 | 2.8% |
mcp__claude-in-chrome__find | Claude In Chrome | 2,061 | 504.6M | 223 | 11% |
mcp__Claude_Browser__browser_batch | Claude Browser | 1,855 | 711.3M | 229 | 12% |
mcp__claude_ai_Gmail__get_thread | Claude Ai Gmail | 1,804 | 486.2M | 32 | 1.8% |
mcp__ccd_session__mark_chapter | Ccd Session | 1,771 | 288.0M | 2 | 0.1% |
mcp__claude_ai_PostHog__exec | Claude Ai PostHog | 1,707 | 267.0M | 79 | 4.6% |
mcp__chrome-devtools__take_snapshot | Chrome Devtools | 1,550 | 321.5M | 15 | 1.0% |
mcp__Claude_Browser__preview_start | Claude Browser | 1,467 | 454.1M | 166 | 11% |
mcp__Claude_Browser__resize_window | Claude Browser | 1,381 | 451.3M | 58 | 4.2% |
mcp__playwright__browser_navigate | Playwright | 1,298 | 255.3M | 104 | 8.0% |
mcp__playwright__browser_evaluate | Playwright | 1,222 | 275.7M | 40 | 3.3% |
mcp__sequential-thinking__sequentialthinking | Sequential Thinking | 1,098 | 345.2M | 6 | 0.5% |
mcp__claude-in-chrome__get_page_text | Claude In Chrome | 1,027 | 190.4M | 62 | 6.0% |
mcp__claude-in-chrome__tabs_close_mcp | Claude In Chrome | 946 | 244.9M | 35 | 3.7% |
mcp__Claude_Browser__read_console_messages | Claude Browser | 916 | 259.0M | 18 | 2.0% |
mcp__linear-server__save_issue | Linear Server | 888 | 305.0M | 22 | 2.5% |
mcp__plugin_playwright_playwright__browser_evaluate | Plugin Playwright Playwright | 876 | 226.1M | 25 | 2.9% |
mcp__chrome-devtools__navigate_page | Chrome Devtools | 854 | 175.2M | 19 | 2.2% |
mcp__supabase__execute_sql | Supabase | 846 | 177.6M | 113 | 13% |
mcp__claude_ai_Gmail__create_draft | Claude Ai Gmail | 844 | 219.6M | 12 | 1.4% |
mcp__playwright__browser_click | Playwright | 819 | 174.9M | 75 | 9.2% |
mcp__chrome-devtools__take_screenshot | Chrome Devtools | 815 | 186.9M | 27 | 3.3% |
mcp__Claude_Browser__read_page | Claude Browser | 788 | 210.2M | 3 | 0.4% |
mcp__f8c1d5be-ee16-4e8b-afa2-3b6c6d1d4c69__execute_sql | F8c1d5be Ee16 4e8b Afa2 3b6c6d1d4c69 | 741 | 215.2M | 48 | 6.5% |
mcp__chrome-devtools__type_text | Chrome Devtools | 725 | 201.5M | 0 | 0.0% |
mcp__plugin_playwright_playwright__browser_navigate | Plugin Playwright Playwright | 713 | 191.9M | 31 | 4.3% |
mcp__linear__save_issue | Linear | 662 | 216.2M | 20 | 3.0% |
mcp__Claude_in_Chrome__computer | Claude In Chrome | 512 | 275.7M | 41 | 8.0% |
mcp__tsenta__submit-application-review | Tsenta | 426 | 177.4M | 0 | 0.0% |
mcp__tsenta__get-application-review | Tsenta | 423 | 180.3M | 0 | 0.0% |