Level 1 measurement

What a server did at startup before any tool was used, and where its own README is silent about it. No tool is called, so nothing here tests whether a tool does what it says. Not calibration-backed. Not a ranking.

What the servers on every best-of list do at startup

7 of 67 servers reached for a website their own README does not name

Each of those 7 servers is recorded with the name it asked for and the line of its README that does not contain it. Nothing left the machine: the room has no route off the host, so every name answered to the loopback address and no connection completed.

24 servers offered a tool their README does not name — 1,143 tools were offered in total and none was called. Read that second figure with the caveat attached: this rule reads only the README that shipped in the package, so a server documenting its tools in a reference file beside it shows every tool as unnamed, and 10 of those servers have a README under three kilobytes. A large count here is a fact about the rule as much as about the package.

2 did both. The remaining 38 had nothing found, which is not the same as a clean sweep — see below.

67 npm packages, each measured from its name alone: installed, started in a room with no route to the internet and no real credentials, asked for its list of tools, and compared against its own README. No tool was called. Measured 2026-10-31 to 2026-11-02.

Not calibration-backed. The calibration behind the ten curated measurements proves the instrument catches planted claims about what a tool did. Level 1 calls no tool and reads each README by a stated rule rather than by a person, so nothing in that calibration speaks to these pages.

A website counts as declared only if the README names it. A tool counts as documented only if the README names it as a whole word.

This is not a ranking of the most-used servers. The set measured is whatever two registry searches returned, read by hand for whether each package is a server that starts without a credential. Download figures decided nothing about the order of this table, which is alphabetical by package, and four widely used servers are measured here that neither search returned at all. Nothing on this page says one server is more used, better or worse than another.

PackageVersionPublished atTools offeredWebsites reached forNot named in the READMEReport
@agentistics/mcp2.173.1github.com/agentistics/agentistics45030 toolsreport
@agentmemory/mcp0.9.31github.com/rohitg00/agentmemory707 toolsreport
@ai-dossier/mcp-server1.6.5github.com/imboard-ai/ai-dossier100nonereport
@algomap/mcp0.1.0github.com/Marvellye/algomap1102 toolsreport
@antv/mcp-server-chart0.9.10github.com/antvis/mcp-server-chart2701 toolreport
@aws/nx-plugin-mcp1.3.2github.com/awslabs/nx-plugin-for-aws707 toolsreport
@cachly-dev/mcp-server0.10.218github.com/cachly-dev/cachly-mcp2728 tools, 1 websitereport
@cap-js/mcp-server0.1.0github.com/cap-js/mcp-server21nonereport
@contentrain/mcp3.11.21github.com/Contentrain/ai220nonereport
@cyanheads/pubmed-mcp-server2.11.1github.com/cyanheads/pubmed-mcp-server120nonereport
@drawio/mcp1.10.1github.com/jgraph/drawio-mcp80nonereport
@ehrocks/fe-mcp-server1.0.10github.com/thinkei/fe-mcp-service101 toolreport
@ericthered926/duckduckgo-mcp-server0.6.0github.com/ericthered926/duckduckgo-mcp-server20nonereport
@eslint/mcp0.3.16github.com/eslint/rewrite101 toolreport
@godxjp/ui-mcp33.26.0github.com/godx-jp/godxjp-ui2802 toolsreport
@heroui/react-mcp1.1.3github.com/heroui-inc/heroui-mcp611 websitereport
@hisma/server-puppeteer0.6.5github.com/Hisma/servers-archived70nonereport
@jpisnice/shadcn-ui-mcp-server3.0.0github.com/Jpisnice/shadcn-ui-mcp-server10010 toolsreport
@knip/mcp0.0.37github.com/webpro-nl/knip20nonereport
@kolbo/mcp1.128.0github.com/Zoharvan12/kolbo-mcp278066 toolsreport
@kubb/mcp5.15.3github.com/kubb-labs/kubb30nonereport
@magicuidesign/mcp2.0.0github.com/magicuidesign/mcp30nonereport
@maildev/mcp3.0.0github.com/maildev/maildev505 toolsreport
@mantine/mcp-server9.7.4github.com/mantinedev/mantine50nonereport
@mastra/mcp-docs-server1.3.11github.com/mastra-ai/mastra13013 toolsreport
@mastra/mcp-registry-registry1.1.7github.com/mastra-ai/mastra20nonereport
@modelcontextprotocol/server-everything2.1.0github.com/modelcontextprotocol/servers19017 toolsreport
@modelcontextprotocol/server-filesystem2.1.0github.com/modelcontextprotocol/servers1401 toolreport
@modelcontextprotocol/server-memory2.0.1github.com/modelcontextprotocol/servers90nonereport
@modelcontextprotocol/server-sequential-thinking2.0.0github.com/modelcontextprotocol/servers10nonereport
@mozilla/firefox-devtools-mcp0.10.7github.com/mozilla/firefox-devtools-mcp35025 toolsreport
@mui/mcp0.1.9github.com/mui/mui-x21nonereport
@negokaz/excel-mcp-server0.12.0not stated60nonereport
@next-ai-drawio/mcp-server0.4.7github.com/DayuanJiang/next-ai-draw-io160nonereport
@ooples/token-optimizer-mcp7.7.1github.com/ooples/token-optimizer-mcp1902 toolsreport
@playwright/mcp0.0.83github.com/microsoft/playwright-mcp250nonereport
@primer/mcp1.1.2github.com/primer/react20020 toolsreport
@procedures/mcp-dev-tools0.46.0github.com/mark1russell7/client93072 toolsreport
@putervision/behavior-mcp0.4.1github.com/putervision/behavior-mcp100nonereport
@putervision/state-memory-mcp1.4.1github.com/putervision/state-memory-mcp130nonereport
@putervision/vision-memory-mcp1.4.2github.com/putervision/vision-memory-mcp1511 websitereport
@putervision/world-model-mcp0.6.1github.com/putervision/world-model-mcp150nonereport
@react-aria/mcp1.2.1github.com/adobe/react-spectrum311 websitereport
@superdoc/mcp1.12.0github.com/superdoc/docx-editor130nonereport
@sylphx/pdf-reader-mcp8.5.7github.com/SylphxAI/anymd404 toolsreport
@taiga-ui/mcp0.4.1github.com/taiga-family/taiga-ui-mcp40nonereport
@thallylabs/mcp0.10.130github.com/thallylabs/thally1801 toolreport
@tokenizin/mcp-npx-fetch1.0.0github.com/tokenizin-agency/mcp-npx-fetch40nonereport
@transcend-io/mcp-server-docs0.4.16github.com/transcend-io/tools20nonereport
@ui5/mcp-server0.3.2github.com/UI5/mcp-server100nonereport
@upstash/context7-mcp4.4.4github.com/upstash/context720nonereport
@wonderwhy-er/desktop-commander0.3.1github.com/wonderwhy-er/DesktopCommanderMCP2543 websitesreport
agent-comms8.15.22github.com/ExaDev/agent-comms111 websitereport
ai-model-advisor-mcp2.3.0github.com/Semicolon-D/model-advisor-mcp90nonereport
chrome-devtools-mcp1.12.0github.com/ChromeDevTools/chrome-devtools-mcp32230 tools, 2 websitesreport
excalidraw-mcp1.0.0not stated110nonereport
hourei-mcp-server1.0.6github.com/groundcobra009/hourei-mcp-server30nonereport
mcp-server-code-runner0.1.8github.com/formulahendry/mcp-server-code-runner10nonereport
package-registry-mcp2.1.0github.com/artmann/package-registry-mcp160nonereport
playwright-mcp0.0.19github.com/Ashish-Bansal/playwright-mcp70nonereport
pptx-viewer-mcp2.9.0github.com/ChristopherVR/ooxml74072 toolsreport
puppeteer-mcp-server0.7.2github.com/merajmehrabi/puppeteer-mcp-server80nonereport
sample-aws-pricing-calculator-mcp1.3.4not stated100nonereport
scryfall-mcp-server0.1.1modelcontextprotocol.io70nonereport
smart-web-mcp1.10.19github.com/jojo-labs/smart-web60nonereport
ssh-mcp2.22.0github.com/tufantunc/ssh-mcp150nonereport
wikipedia-mcp1.0.3github.com/timjuenemann/wikipedia-mcp201 toolreport

Reading the table

All 67 packages started, so no row says could not start. Evidence for every row — the full trace, the tool list, the README digest and each citation — is in level1/evidence/, one JSON file per package, beside the code that produced it.

All measurementsHow we measurePaste your configRequest a measurementGet an alertPricingHarness and raw evidenceBRYDGE’s calibrated measurements

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