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The Cartography MCP server costs 689 tokens before the first call.

Connect Cartography and its 6 tool definitions are loaded into the model's context on every request — 0.3% of a 200k window spent before your agent does anything.

QUICK ANSWER The Cartography MCP server's tool definitions consume 689 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 6 tools · 689 tokens · 0.3% 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 0.3%
1M WINDOW 0.1%

Corpus context: Cartography ranks #2547 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 689 tokens go.

Each row is one tool definition as a tools/list entry — name, description and input schema — counted with o200k_base. Average: 115 tokens per tool.

ToolCategoryTokens% of server
get_market_intelligence Read 123 17.9%
get_altcoin_analysis Read 122 17.7%
get_alpha Read 116 16.8%
get_crypto_signals Read 112 16.3%
get_narrative_lifecycle Read 110 16.0%
get_market_summary Read 106 15.4%

Most agents use a handful of these tools. They pay for all 6.

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 (115 tokens each).

Grant scopeDefinition costReduction
All 6 tools (no gateway) 689 tokens
3 granted tools ~345 tokens −50%
5 granted tools ~574 tokens −17%

Cartography token-cost questions.

How many tokens does the Cartography MCP server use?+

Its 6 tool definitions total 689 tokens — 0.3% 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 Cartography 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 Cartography's token usage?+

Expose fewer tools. A PolicyLayer grant scopes Cartography 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 345 tokens, a 50% 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 6 catalogued Cartography tools. Counts refresh with every site build.

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

A PolicyLayer grant scopes Cartography 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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