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The Vugola MCP server costs 1,304 tokens before the first call.

Connect Vugola and its 8 tool definitions are loaded into the model's context on every request — 0.7% of a 200k window spent before your agent does anything.

QUICK ANSWER The Vugola MCP server's tool definitions consume 1,304 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 · 1,304 tokens · 0.7% 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 0.7%
1M WINDOW 0.1%

Corpus context: Vugola ranks #1942 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 1,304 tokens go.

Each row is one tool definition as a tools/list entry — name, description and input schema — counted with o200k_base. Average: 163 tokens per tool.

ToolCategoryTokens% of server
schedule_post Write 317 24.3%
caption_video Write 227 17.4%
clip_video Execute 208 16.0%
list_scheduled_posts Read 164 12.6%
download_clip Read 139 10.7%
cancel_scheduled_post Destructive 108 8.3%
get_clip_status Read 83 6.4%
get_usage Read 58 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 (163 tokens each).

Grant scopeDefinition costReduction
All 8 tools (no gateway) 1,304 tokens
3 granted tools ~489 tokens −63%
5 granted tools ~815 tokens −38%

Vugola token-cost questions.

How many tokens does the Vugola MCP server use?+

Its 8 tool definitions total 1,304 tokens — 0.7% 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 Vugola 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 Vugola's token usage?+

Expose fewer tools. A PolicyLayer grant scopes Vugola 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 489 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 Vugola tools. Counts refresh with every site build.

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

A PolicyLayer grant scopes Vugola 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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