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The Tembo Cloud API MCP server costs 830 tokens before the first call.

Connect Tembo Cloud API and its 10 tool definitions are loaded into the model's context on every request — 0.4% of a 200k window spent before your agent does anything.

QUICK ANSWER The Tembo Cloud API MCP server's tool definitions consume 830 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 10 tools · 830 tokens · 0.4% 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 0.4%
1M WINDOW 0.1%

Corpus context: Tembo Cloud API ranks #2380 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 830 tokens go.

Each row is one tool definition as a tools/list entry — name, description and input schema — counted with o200k_base. Average: 83 tokens per tool.

ToolCategoryTokens% of server
create_instance Write 238 28.7%
patch_instance Write 206 24.8%
restore_instance Write 87 10.5%
delete_instance Destructive 57 6.9%
ask_tembo Read 52 6.3%
get_instance Read 49 5.9%
get_all_instances Read 43 5.2%
get_app Read 42 5.1%
get_instance_schema Read 29 3.5%
get_all_apps Read 27 3.3%

Most agents use a handful of these tools. They pay for all 10.

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 (83 tokens each).

Grant scopeDefinition costReduction
All 10 tools (no gateway) 830 tokens
3 granted tools ~249 tokens −70%
5 granted tools ~415 tokens −50%

Tembo Cloud API token-cost questions.

How many tokens does the Tembo Cloud API MCP server use?+

Its 10 tool definitions total 830 tokens — 0.4% 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 Tembo Cloud API 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 Tembo Cloud API's token usage?+

Expose fewer tools. A PolicyLayer grant scopes Tembo Cloud API 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 249 tokens, a 70% 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 10 catalogued Tembo Cloud API tools. Counts refresh with every site build.

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

A PolicyLayer grant scopes Tembo Cloud API 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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