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The Yuandian MCP server costs 9,545 tokens before the first call.

Every request your agent makes carries every tool definition this server exposes — context your code, documents and conversation can't use, mostly for tools the agent never calls. You don't need them all in the window, and you don't have to pay for them.

QUICK ANSWER The Yuandian MCP server's 37 tool definitions consume 9,545 tokens — 4.8% of a 200k context window, and 4.6× the median MCP server (2,064 tokens). A scoped grant exposing only the tools you use cuts that roughly in proportion.

MEASURED FROM SCHEMAS tiktoken o200k_base · rank #1002 of 3,875 measured servers · refreshed every build Method →

What that costs 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 4.8%
1M WINDOW 1.0%

Corpus context: Yuandian ranks #1002 of 3,875 measured MCP servers by definition cost. The median is 2,064 tokens, p90 is 11,333, and the heaviest (SmartBear MCP) is 137,725 — 69% of a 200k window on its own. New to this? See MCP token cost and context window in the glossary.

Where the 9,545 tokens go.

Each row is one tool definition as a tools/list entry — name, description and input schema — counted with o200k_base. Average: 258 tokens per tool.

ToolCategoryTokens% of server
yuandian_rh_ptal_search Read 838 8.8%
yuandian_rh_qwal_search Read 738 7.7%
yuandian_rh_fg_search Read 694 7.3%
yuandian_rh_ft_search Read 692 7.2%
yuandian_case_vector_search Read 305 3.2%
yuandian_law_vector_search Read 289 3.0%
yuandian_rh_ft_detail Read 275 2.9%
yuandian_rh_enterpriseWritList Read 252 2.6%
yuandian_rh_fg_detail Read 242 2.5%
yuandian_rh_company_detail Read 239 2.5%
yuandian_rh_company_info Read 232 2.4%
yuandian_rh_case_details Read 226 2.4%
yuandian_rh_enterpriseAnnualReport Read 224 2.3%
yuandian_rh_enterpriseAggregationSummary Read 221 2.3%
yuandian_rh_enterpriseSearch Read 211 2.2%
yuandian_rh_enterpriseWritAgg Read 208 2.2%
yuandian_rh_enterpriseExecutions Read 185 1.9%
yuandian_rh_enterpriseGuaranty Read 185 1.9%
yuandian_rh_enterpriseSoftRight Read 184 1.9%
yuandian_rh_enterpriseWorksRight Read 184 1.9%
yuandian_rh_enterpriseFrozenEquity Read 183 1.9%
yuandian_rh_enterprisePledge Read 183 1.9%
yuandian_rh_enterpriseCourtSessionNotice Read 182 1.9%
yuandian_rh_enterpriseOutInvest Read 182 1.9%
yuandian_rh_enterpriseAbnormalOperation Read 181 1.9%
yuandian_rh_enterpriseChangeInfo Read 181 1.9%
yuandian_rh_enterpriseCorporateTax Read 181 1.9%
yuandian_rh_enterpriseExecutedPerson Read 181 1.9%
yuandian_rh_enterpriseIcp Read 180 1.9%
yuandian_rh_enterprisePunishment Read 179 1.9%
yuandian_rh_enterpriseBaseInfo Read 178 1.9%
yuandian_rh_enterpriseBrand Read 178 1.9%
yuandian_rh_enterpriseCourtNotice Read 178 1.9%
yuandian_rh_enterprisePatent Read 178 1.9%
yuandian_rh_enterpriseSeriousIllegal Read 172 1.8%
yuandian_list_apis Read 113 1.2%
yuandian_get_api_document Read 111 1.2%

Your agent uses a handful of these tools. It pays for all 37.

You don't need all 37 of those definitions in the window. PolicyLayer is an MCP gateway that sits in front of Yuandian: only the tools you grant are exposed to the agent, the rest never load. A smaller window means a sharper agent — less noise when it picks a tool — and every request costs less:

Grant scopeDefinition costReduction
All 37 tools (no gateway) 9,545 tokens
3 granted tools ~774 tokens −92%
5 granted tools ~1,290 tokens −86%
10 granted tools ~2,580 tokens −73%
  1. Create a free account and register Yuandian — nothing to install.
  2. Grant only the tools you use — ungranted definitions never enter the context window.
  3. Point your MCP client (Claude, Cursor, anything) at your gateway URL.
CUT YUANDIAN TOKEN COST →

Instant setup, no code required.

Yuandian token-cost questions.

How many tokens does the Yuandian MCP server use?+

Its 37 tool definitions total 9,545 tokens — 4.8% 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 Yuandian 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 Yuandian's token usage?+

Expose fewer tools. A PolicyLayer grant scopes Yuandian 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 774 tokens, a 92% 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 07-07-2026 from the PolicyLayer scan database over all 37 catalogued Yuandian tools. Counts refresh with every site build.

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

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

Instant setup, no code required.

43,000+ MCP servers and 220,000+ tools scanned and risk-classified.

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