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The Onebusaway Mcp Server MCP server costs 2,500 tokens before the first call.

Connect Onebusaway Mcp Server and its 15 tool definitions are loaded into the model's context on every request — 1.3% of a 200k window spent before your agent does anything.

QUICK ANSWER The Onebusaway Mcp Server MCP server's tool definitions consume 2,500 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 15 tools · 2,500 tokens · 1.3% 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 1.3%
1M WINDOW 0.3%

Corpus context: Onebusaway Mcp Server ranks #1418 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 2,500 tokens go.

Each row is one tool definition as a tools/list entry — name, description and input schema — counted with o200k_base. Average: 167 tokens per tool.

ToolCategoryTokens% of server
onebusaway_get_arrivals Read 252 10.1%
onebusaway_find_stops Read 222 8.9%
onebusaway_get_vehicles Read 186 7.4%
onebusaway_get_schedule_for_stop Read 177 7.1%
onebusaway_get_trip Read 176 7.0%
onebusaway_get_schedule_for_route Read 172 6.9%
onebusaway_get_block Read 171 6.8%
onebusaway_get_stop Read 168 6.7%
onebusaway_find_routes Read 166 6.6%
onebusaway_search_routes Read 156 6.2%
onebusaway_get_alert Read 145 5.8%
onebusaway_search_stops Read 145 5.8%
onebusaway_get_route Read 140 5.6%
onebusaway_list_routes_for_agency Read 136 5.4%
onebusaway_list_agencies Read 88 3.5%

Most agents use a handful of these tools. They pay for all 15.

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 (167 tokens each).

Grant scopeDefinition costReduction
All 15 tools (no gateway) 2,500 tokens
3 granted tools ~500 tokens −80%
5 granted tools ~833 tokens −67%
10 granted tools ~1,667 tokens −33%

Onebusaway Mcp Server token-cost questions.

How many tokens does the Onebusaway Mcp Server MCP server use?+

Its 15 tool definitions total 2,500 tokens — 1.3% 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 Onebusaway Mcp Server 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 Onebusaway Mcp Server's token usage?+

Expose fewer tools. A PolicyLayer grant scopes Onebusaway Mcp Server 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 500 tokens, a 80% 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 15 catalogued Onebusaway Mcp Server tools. Counts refresh with every site build.

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

A PolicyLayer grant scopes Onebusaway Mcp Server 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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