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The Finnish Law MCP server costs 3,228 tokens before the first call.

Connect Finnish Law and its 16 tool definitions are loaded into the model's context on every request — 1.6% of a 200k window spent before your agent does anything.

QUICK ANSWER The Finnish Law MCP server's tool definitions consume 3,228 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 16 tools · 3,228 tokens · 1.6% of 200k · 0.3% 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 1.6%
1M WINDOW 0.3%

Corpus context: Finnish Law ranks #1264 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 3,228 tokens go.

Each row is one tool definition as a tools/list entry — name, description and input schema — counted with o200k_base. Average: 202 tokens per tool.

ToolCategoryTokens% of server
get_provision_at_date Read 346 10.7%
get_provision Read 313 9.7%
search_legislation Read 263 8.1%
search_eu_implementations Read 258 8.0%
build_legal_stance Execute 223 6.9%
validate_eu_compliance Read 223 6.9%
validate_citation Read 215 6.7%
get_eu_basis Read 214 6.6%
search_case_law Read 214 6.6%
get_finnish_implementations Read 205 6.4%
check_currency Read 187 5.8%
get_provision_eu_basis Read 183 5.7%
format_citation Read 155 4.8%
get_preparatory_works Read 131 4.1%
list_sources Read 51 1.6%
about Read 47 1.5%

Most agents use a handful of these tools. They pay for all 16.

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 (202 tokens each).

Grant scopeDefinition costReduction
All 16 tools (no gateway) 3,228 tokens
3 granted tools ~605 tokens −81%
5 granted tools ~1,009 tokens −69%
10 granted tools ~2,018 tokens −38%

Finnish Law token-cost questions.

How many tokens does the Finnish Law MCP server use?+

Its 16 tool definitions total 3,228 tokens — 1.6% 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 Finnish Law 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 Finnish Law's token usage?+

Expose fewer tools. A PolicyLayer grant scopes Finnish Law 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 605 tokens, a 81% 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 16 catalogued Finnish Law tools. Counts refresh with every site build.

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

A PolicyLayer grant scopes Finnish Law 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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