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The What Do They Know? MCP server costs 792 tokens before the first call.

Connect What Do They Know? and its 8 tool definitions are loaded into the model's context on every request — 0.4% of a 200k window spent before your agent does anything.

QUICK ANSWER The What Do They Know? MCP server's tool definitions consume 792 tokens — below the median MCP server (1,905 tokens). A scoped grant exposing only the tools you use cuts that roughly in proportion.

MEASURED FROM SCHEMAS 8 tools · 792 tokens · 0.4% of 200k · 0.1% of 1M Method →

What that buys before your agent starts working.

Tool definitions are overhead: they occupy context on every request and compete with your code, documents and conversation history for the same window.

200K WINDOW 0.4%
1M WINDOW 0.1%

Corpus context: What Do They Know? ranks #2416 of 3,213 measured MCP servers by definition cost. The median is 1,905 tokens, p90 is 7,952, and the heaviest (Fusionauth) is 183,337 — 92% of a 200k window on its own.

Where the 792 tokens go.

Each row is one tool definition as a tools/list entry — name, description and input schema — counted with o200k_base. Average: 99 tokens per tool.

ToolCategoryTokens% of server
search_request_events Read 152 19.2%
search_authorities Read 123 15.5%
build_request_url Execute 122 15.4%
get_request_feed_items Read 116 14.6%
get_prompt Read 105 13.3%
create_request_record Write 71 9.0%
update_request_state Write 61 7.7%
list_prompts Read 42 5.3%

Most agents use a handful of these tools. They pay for all 8.

A PolicyLayer grant exposes only the tools you allow — ungranted definitions are filtered out of the tool list, so they never enter the context window. Estimates below assume typical-weight tools (99 tokens each).

Grant scopeDefinition costReduction
All 8 tools (no gateway) 792 tokens
3 granted tools ~297 tokens −63%
5 granted tools ~495 tokens −38%

What Do They Know? token-cost questions.

How many tokens does the What Do They Know? MCP server use?+

Its 8 tool definitions total 792 tokens — 0.4% of a 200k context window — measured with tiktoken o200k_base over the serialised tools/list payload. Exact counts vary slightly by client and model.

Why does What Do They Know? consume tokens before I send a message?+

MCP clients load every connected server's tool definitions — name, description, and input schema — into the model's context so it knows what it can call. That payload is charged against your context window on every request, whether or not a tool is used.

How do I reduce What Do They Know?'s token usage?+

Expose fewer tools. A PolicyLayer grant scopes What Do They Know? to only the tools you allow — ungranted definitions are filtered out of the tool list, so they never enter the context window. A grant of 3 typical tools costs roughly 297 tokens, a 63% reduction.

Does deferred tool loading fix this?+

Partially, in some clients. Claude Code defers MCP tool schemas behind a tool-search step by default, and VS Code has experimental grouping — but you still pay tokens per search and reload, and Cursor, Windsurf and Gemini CLI load definitions upfront. Reducing the exposed tool set cuts the cost in every client.

How these numbers were measured.

01
Serialisation

Each tool is serialised as a tools/list entry — name, description, input schema — from the schemas in the PolicyLayer scan database. Clients differ slightly in framing, so treat counts as close estimates.

02
Tokeniser

tiktoken o200k_base (GPT-4o/o-series). Anthropic's current tokeniser isn't published, so Claude's exact counts will differ; for English text and JSON schemas the totals are close enough to treat these as estimates.

03
Deferred loading

Some clients now defer schema loading (Claude Code's tool search; VS Code experimental grouping). You still pay per search and reload — and Cursor, Windsurf and Gemini CLI load everything upfront.

Computed 07-06-2026 from the PolicyLayer scan database over all 8 catalogued What Do They Know? tools. Counts refresh with every site build.

Expose only the tools you use — the rest never enter your context.

A PolicyLayer grant scopes What Do They Know? to the tools you actually allow. Ungranted definitions never load, and every call that does run is checked against policy first.

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4,600+ MCP servers and 31,000+ tools scanned and risk-classified.

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