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The Photopea MCP server costs 5,996 tokens before the first call.

Connect Photopea and its 34 tool definitions are loaded into the model's context on every request — 3.0% of a 200k window spent before your agent does anything.

QUICK ANSWER The Photopea MCP server's tool definitions consume 5,996 tokens — 3.1× the median MCP server (1,905 tokens). A scoped grant exposing only the tools you use cuts that roughly in proportion.

MEASURED FROM SCHEMAS 34 tools · 5,996 tokens · 3.0% of 200k · 0.6% 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 3.0%
1M WINDOW 0.6%

Corpus context: Photopea ranks #967 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 5,996 tokens go.

Each row is one tool definition as a tools/list entry — name, description and input schema — counted with o200k_base. Average: 176 tokens per tool.

ToolCategoryTokens% of server
photopea_add_text Write 403 6.7%
photopea_add_shape Write 307 5.1%
photopea_make_selection Write 294 4.9%
photopea_create_document Write 287 4.8%
photopea_transform_layer Execute 255 4.3%
photopea_edit_text Write 253 4.2%
photopea_add_gradient Write 249 4.2%
photopea_apply_adjustment Write 235 3.9%
photopea_set_layer_properties Write 235 3.9%
photopea_place_image Write 234 3.9%
photopea_export_image Write 222 3.7%
photopea_apply_filter Write 212 3.5%
photopea_fill_selection Write 200 3.3%
photopea_add_fill_layer Write 187 3.1%
photopea_reorder_layer Write 181 3.0%
photopea_modify_selection Write 169 2.8%
photopea_add_layer Write 166 2.8%
photopea_move_layer Write 160 2.7%
photopea_run_script Execute 146 2.4%
photopea_group_layers Write 137 2.3%
photopea_open_file Write 132 2.2%
photopea_duplicate_layer Write 127 2.1%
photopea_resize_document Write 123 2.1%
photopea_load_font Read 118 2.0%
photopea_select_layer Write 117 2.0%
photopea_undo Write 109 1.8%
photopea_ungroup_layers Write 108 1.8%
photopea_close_document Write 107 1.8%
photopea_delete_layer Destructive 103 1.7%
photopea_redo Write 98 1.6%
photopea_get_layers Read 92 1.5%
photopea_list_fonts Read 80 1.3%
photopea_get_document_info Read 79 1.3%
photopea_clear_selection Destructive 71 1.2%

Most agents use a handful of these tools. They pay for all 34.

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 (176 tokens each).

Grant scopeDefinition costReduction
All 34 tools (no gateway) 5,996 tokens
3 granted tools ~529 tokens −91%
5 granted tools ~882 tokens −85%
10 granted tools ~1,764 tokens −71%

Photopea token-cost questions.

How many tokens does the Photopea MCP server use?+

Its 34 tool definitions total 5,996 tokens — 3.0% 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 Photopea 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 Photopea's token usage?+

Expose fewer tools. A PolicyLayer grant scopes Photopea 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 529 tokens, a 91% 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 34 catalogued Photopea tools. Counts refresh with every site build.

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

A PolicyLayer grant scopes Photopea 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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