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The Database MCP server costs 1,558 tokens before the first call.

Connect Database and its 8 tool definitions are loaded into the model's context on every request — 0.8% of a 200k window spent before your agent does anything.

QUICK ANSWER The Database MCP server's tool definitions consume 1,558 tokens — around 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 · 1,558 tokens · 0.8% of 200k · 0.2% 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 0.8%
1M WINDOW 0.2%

Corpus context: Database ranks #1778 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 1,558 tokens go.

Each row is one tool definition as a tools/list entry — name, description and input schema — counted with o200k_base. Average: 195 tokens per tool.

ToolCategoryTokens% of server
addDatabaseConnection Write 305 19.6%
testDatabaseConnection Read 303 19.4%
updateDatabaseConnection Write 262 16.8%
query Read 248 15.9%
describeTable Read 153 9.8%
listTables Read 110 7.1%
deleteDatabaseConnection Destructive 108 6.9%
listAllDatabases Read 69 4.4%

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 (195 tokens each).

Grant scopeDefinition costReduction
All 8 tools (no gateway) 1,558 tokens
3 granted tools ~584 tokens −63%
5 granted tools ~974 tokens −38%

Database token-cost questions.

How many tokens does the Database MCP server use?+

Its 8 tool definitions total 1,558 tokens — 0.8% 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 Database 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 Database's token usage?+

Expose fewer tools. A PolicyLayer grant scopes Database 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 584 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 Database tools. Counts refresh with every site build.

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

A PolicyLayer grant scopes Database 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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