// MCP TOKEN COST

The MiOffice — AI-Powered Workspace Studio MCP server costs 16,947 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 MiOffice — AI-Powered Workspace Studio MCP server's 134 tool definitions consume 16,947 tokens — 8.5% of a 200k context window, and 7.9× the median MCP server (2,143 tokens). A scoped grant exposing only the tools you use cuts that roughly in proportion.

MEASURED FROM SCHEMAS tiktoken o200k_base · rank #133 of 5,416 measured servers · refreshed every build Method →

// CONTEXT WINDOW SHARE

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 8.5%

1M WINDOW 1.7%

Corpus context: MiOffice — AI-Powered Workspace Studio ranks #133 of 5,416 measured MCP servers by definition cost. The median is 2,143 tokens, p90 is 11,749, and the heaviest (Ainumbers Mcp Apps) is 170,419 — 85% of a 200k window on its own. New to this? See MCP token cost and context window in the glossary.

Token cost is one axis. See the risk picture across your whole stack →

// PER-TOOL BREAKDOWN

Where the 16,947 tokens go.

Each row is one tool definition as a tools/list entry — name, description and input schema — counted with o200k_base. Average: 126 tokens per tool.

Tool	Category	Tokens	% of server
mio_ai_melody_to_music	Execute	174	1.0%
mio_ai_music_generator	Execute	171	1.0%
mio_ai_hum_to_song	Execute	167	1.0%
mio_ai_voice_generator	Execute	163	1.0%
mio_ai_voice_cloner	Execute	162	1.0%
mio_ai_face_enhancer	Execute	157	0.9%
mio_ai_upscale_pro	Execute	156	0.9%
mio_ai_remove_background_pro	Destructive	155	0.9%
mio_ai_song_generator	Execute	155	0.9%
mio_ai_audio_enhancer	Execute	154	0.9%
mio_ai_inpaint_pro	Destructive	152	0.9%
mio_ai_vocal_remover	Destructive	152	0.9%
mio_ai_document_summarizer	Execute	151	0.9%
mio_ai_photo_restorer	Execute	150	0.9%
mio_ai_video_subtitler	Execute	150	0.9%
mio_ai_silence_remover	Destructive	149	0.9%
mio_ai_talking_head	Execute	149	0.9%
mio_ai_video_background_remover	Destructive	148	0.9%
mio_ai_cartoon_filter	Execute	148	0.9%
mio_ai_clip_maker	Execute	148	0.9%
mio_ai_video_enhancer	Execute	148	0.9%
mio_video_auto_captions	Execute	148	0.9%
mio_ai_photo_colorizer	Execute	147	0.9%
mio_ai_video_translator	Execute	147	0.9%
mio_ai_document_translator	Execute	146	0.9%
mio_ai_headshot_generator	Execute	146	0.9%
mio_ai_text_to_video	Execute	146	0.9%
mio_ai_transcriber	Execute	146	0.9%
mio_image_upscale	Execute	145	0.9%
mio_ai_image_generator	Execute	144	0.8%
mio_ai_logo_generator	Execute	143	0.8%
mio_video_resize_square	Write	143	0.8%
mio_ai_face_swap	Execute	142	0.8%
mio_video_resize_reels	Write	142	0.8%
mio_ai_remove_background	Destructive	141	0.8%
mio_video_resize_shorts	Write	141	0.8%
mio_video_resize_tiktok	Write	141	0.8%
mio_video_m4a_to_mp3	Execute	137	0.8%
mio_video_ogg_to_mp3	Execute	135	0.8%
mio_audio_converter	Execute	133	0.8%
mio_video_flac_to_mp3	Execute	133	0.8%
mio_video_mkv_to_mp4	Execute	133	0.8%
mio_video_webm_to_mp4	Execute	133	0.8%
mio_video_wma_to_mp3	Execute	133	0.8%
mio_video_mute	Write	132	0.8%
mio_video_wav_to_mp3	Execute	132	0.8%
mio_video_resize	Write	132	0.8%
mio_video_aac_to_mp3	Execute	131	0.8%
mio_video_avi_to_mp4	Execute	131	0.8%
mio_video_gif_to_mp4	Execute	131	0.8%
mio_video_extract_subtitles	Read	131	0.8%
mio_video_color	Financial	130	0.8%
mio_video_hdr_to_sdr	Execute	130	0.8%
mio_video_mov_to_mp4	Execute	130	0.8%
mio_video_rotate	Write	130	0.8%
mio_video_add_audio	Write	130	0.8%
mio_video_denoise	Execute	129	0.8%
mio_audio_equalizer	Write	129	0.8%
mio_video_mp3_cutter	Execute	129	0.8%
mio_video_speed	Execute	129	0.8%
mio_video_thumbnail	Execute	129	0.8%
mio_video_converter	Execute	128	0.8%
mio_video_fade	Execute	128	0.8%
mio_audio_denoise	Execute	127	0.7%
mio_audio_fade	Write	127	0.7%
mio_audio_reverb	Execute	127	0.7%
mio_video_loop	Execute	127	0.7%
mio_video_to_gif	Execute	127	0.7%
mio_video_to_mp3	Execute	127	0.7%
mio_video_normalize_audio	Execute	126	0.7%
mio_video_trim	Execute	126	0.7%
mio_audio_compressor	Execute	125	0.7%
mio_audio_speed	Execute	125	0.7%
mio_video_reverse	Execute	124	0.7%
mio_video_merge	Write	124	0.7%
mio_video_compress	Execute	123	0.7%
mio_video_crop	Execute	123	0.7%
mio_video_flip	Execute	123	0.7%
mio_scanner_barcode	Read	121	0.7%
mio_p2p_session_handoff	Other	119	0.7%
mio_scanner_id_card	Execute	118	0.7%
mio_pdf_unzip	Execute	117	0.7%
mio_image_jpg_to_webp	Execute	116	0.7%
mio_p2p_file_transfer	Execute	116	0.7%
mio_scanner_photo_to_pdf	Write	115	0.7%
mio_scanner_whiteboard	Execute	115	0.7%
mio_image_heic_to_jpg	Execute	114	0.7%
mio_image_png_to_webp	Execute	114	0.7%
mio_p2p_screen_share	Execute	114	0.7%
mio_image_heic_to_png	Execute	113	0.7%
mio_pdf_from_word	Execute	113	0.7%
mio_scanner_handwriting	Execute	113	0.7%
mio_image_avif_to_jpg	Execute	112	0.7%
mio_image_webp_to_jpg	Execute	112	0.7%
mio_scanner_batch	Execute	112	0.7%
mio_scanner_qr	Read	112	0.7%
mio_scanner_receipt	Execute	112	0.7%
mio_ai_remove_object	Execute	111	0.7%
mio_image_webp_to_png	Execute	111	0.7%
mio_scanner_book	Execute	111	0.7%
mio_scanner_document	Execute	111	0.7%
mio_pdf_editor	Write	111	0.7%
mio_image_jpeg_to_jpg	Execute	110	0.6%
mio_jpg_to_pdf	Write	110	0.6%
mio_notes_notes	Write	110	0.6%
mio_pdf_epub_to_pdf	Execute	110	0.6%
mio_pdf_tiff_to_pdf	Write	110	0.6%
mio_pdf_to_jpg	Execute	110	0.6%
mio_image_compress_webp	Write	109	0.6%
mio_image_png_to_svg	Execute	109	0.6%
mio_pdf_split	Write	109	0.6%
mio_pdf_to_xlsx	Execute	109	0.6%
mio_pdf_remove_pages	Destructive	108	0.6%
mio_pdf_compress	Write	108	0.6%
mio_pdf_image_to_pdf	Write	108	0.6%
mio_pdf_png_to_pdf	Write	108	0.6%
mio_pdf_to_doc	Execute	108	0.6%
mio_pdf_txt_to_pdf	Write	108	0.6%
mio_xlsx_to_pdf	Execute	108	0.6%
mio_image_compress	Execute	107	0.6%
mio_pdf_to_text	Read	107	0.6%
mio_pdf_watermark	Write	107	0.6%
mioffice_open_tool	Read	107	0.6%
mio_image_crop	Write	106	0.6%
mio_pdf_merge	Write	106	0.6%
mio_pdf_rotate	Write	105	0.6%
mio_image_resize	Write	105	0.6%
mio_pdf_unlock	Write	105	0.6%
mio_pdf_zip	Write	105	0.6%
mio_image_rotate	Write	103	0.6%
mio_image_convert	Write	103	0.6%
mioffice_list_tools	Read	102	0.6%
mioffice_pricing_info	Read	73	0.4%
mioffice_pdf_editor	Write	65	0.4%

// CUT THE COST

Your agent uses a handful of these tools. It pays for all 134.

You don't need all 134 of those definitions in the window. PolicyLayer is an MCP gateway that sits in front of MiOffice — AI-Powered Workspace Studio: 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 scope	Definition cost	Reduction
All 134 tools (no gateway)	16,947 tokens	—
3 granted tools	~379 tokens	−98%
5 granted tools	~632 tokens	−96%
10 granted tools	~1,265 tokens	−93%

The risk dividend: 8 of these 134 tools are critical-risk (destructive or financial) and cost 1,135 tokens (7% of the definition load). Block them — the recommended starter policy — and you reclaim that context before tuning anything else.

Create a free account and register MiOffice — AI-Powered Workspace Studio — nothing to install.
Grant only the tools you use — ungranted definitions never enter the context window.
Point your MCP client (Claude, Cursor, anything) at your gateway URL.

CUT MIOFFICE — AI-POWERED WORKSPACE STUDIO TOKEN COST →

Instant setup, no code required.

Model your own stack in the token-cost calculator, or see the MiOffice — AI-Powered Workspace Studio policy for what a sensible grant looks like.

//FAQ

MiOffice — AI-Powered Workspace Studio token-cost questions.

How many tokens does the MiOffice — AI-Powered Workspace Studio MCP server use?+

Its 134 tool definitions total 16,947 tokens — 8.5% 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 MiOffice — AI-Powered Workspace Studio 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 MiOffice — AI-Powered Workspace Studio's token usage?+

Expose fewer tools. A PolicyLayer grant scopes MiOffice — AI-Powered Workspace Studio 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 379 tokens, a 98% 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.

// METHOD & REVIEW

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 24-07-2026 from the PolicyLayer scan database over all 134 catalogued MiOffice — AI-Powered Workspace Studio tools. Counts refresh with every site build.