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The Reporting MCP server costs 898 tokens before the first call.

Connect Reporting and its 16 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 Reporting MCP server's tool definitions consume 898 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 16 tools · 898 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: Reporting ranks #2289 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 898 tokens go.

Each row is one tool definition as a tools/list entry — name, description and input schema — counted with o200k_base. Average: 56 tokens per tool.

ToolCategoryTokens% of server
incident_report Read 173 19.3%
approve_report Write 73 8.1%
management_letter Read 64 7.1%
annual_report Read 63 7.0%
roi_export Write 57 6.3%
get_report Read 55 6.1%
tlpt_report Read 54 6.0%
deadline_tracker Read 52 5.8%
obligation_map Read 46 5.1%
nca_submission_status Read 45 5.0%
sync_from_ampel Read 44 4.9%
incident_status Read 42 4.7%
roi_validate Read 41 4.6%
report_templates Read 36 4.0%
health_check Read 27 3.0%
ping Read 26 2.9%

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 (56 tokens each).

Grant scopeDefinition costReduction
All 16 tools (no gateway) 898 tokens
3 granted tools ~168 tokens −81%
5 granted tools ~281 tokens −69%
10 granted tools ~561 tokens −38%

Reporting token-cost questions.

How many tokens does the Reporting MCP server use?+

Its 16 tool definitions total 898 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 Reporting 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 Reporting's token usage?+

Expose fewer tools. A PolicyLayer grant scopes Reporting 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 168 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 Reporting tools. Counts refresh with every site build.

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

A PolicyLayer grant scopes Reporting 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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