Home / Token cost / Crawlora
// MCP TOKEN COST

The Crawlora MCP server costs 99,544 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 Crawlora MCP server's 728 tool definitions consume 99,544 tokens — 50% of a 200k context window, and 46× the median MCP server (2,142 tokens). A scoped grant exposing only the tools you use cuts that roughly in proportion.

MEASURED FROM SCHEMAS tiktoken o200k_base · rank #6 of 5,402 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 50%
1M WINDOW 10.0%

Corpus context: Crawlora ranks #6 of 5,402 measured MCP servers by definition cost. The median is 2,142 tokens, p90 is 11,749, and the heaviest (Ainumbers Mcp Apps) is 161,750 — 81% 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 99,544 tokens go.

Each row is one tool definition as a tools/list entry — name, description and input schema — counted with o200k_base. Average: 137 tokens per tool.

ToolCategoryTokens% of server
datasets_playstation_games_search Read 866 0.9%
datasets_steam_games_search Read 796 0.8%
datasets_trustmrr_search Read 788 0.8%
datasets_housing_markets_search Read 779 0.8%
datasets_github_users_facets Write 769 0.8%
datasets_github_users_search Read 745 0.7%
datasets_sec_companies_search Read 745 0.7%
datasets_steam_games_facets Read 744 0.7%
datasets_playstation_games_facets Read 705 0.7%
datasets_techstack_search Read 691 0.7%
datasets_housing_markets_facets Read 635 0.6%
datasets_google_map_search Read 622 0.6%
datasets_airbnb_search Read 605 0.6%
datasets_journalists_search Read 598 0.6%
datasets_techstack_facets Read 552 0.6%
steam_tags Write 526 0.5%
datasets_x_users_search Read 510 0.5%
datasets_creators_search Read 487 0.5%
datasets_google_map_facets Read 486 0.5%
web_techstack Read 480 0.5%
datasets_airbnb_facets Read 473 0.5%
datasets_numbeo_cities_search Read 469 0.5%
datasets_producthunt_products_search Read 455 0.5%
datasets_sec_companies_facets Read 444 0.4%
datasets_x_users_facets Read 439 0.4%
datasets_numbeo_countries_search Read 415 0.4%
datasets_apps_charts_search Read 409 0.4%
datasets_jobs_search Read 408 0.4%
datasets_chrome_extensions_search Read 388 0.4%
datasets_producthunt_trends_search Read 382 0.4%
datasets_steam_charts_search Read 374 0.4%
datasets_chrome_extensions_facets Read 369 0.4%
tiktok_top_ads_list Read 351 0.4%
datasets_producthunt_products_facets Read 341 0.3%
datasets_sec_companies_financials Read 341 0.3%
tripadvisor_search Read 339 0.3%
datasets_google_map_nearby Read 338 0.3%
datasets_apps_search Read 322 0.3%
sec_company_intelligence Read 321 0.3%
datasets_housing_markets_item Read 319 0.3%
espn_scoreboard Read 313 0.3%
justwatch_discover Execute 299 0.3%
datasets_airbnb_nearby Read 294 0.3%
jobs_hiring_signals Read 293 0.3%
datasets_chrome_extensions_trending Read 289 0.3%
datasets_sec_institutional_positions_search Read 283 0.3%
datasets_numbeo_cities_facets Read 282 0.3%
datasets_producthunt_makers_search Read 278 0.3%
steam_category Read 278 0.3%
datasets_journalists_facets Read 277 0.3%
spotify_search Read 276 0.3%
bing_search Read 270 0.3%
datasets_apps_reviews_search Read 268 0.3%
espn_standings Read 266 0.3%
anime_rankings Read 264 0.3%
datasets_steam_reviews_search Read 264 0.3%
yahoo_finance_ticker_history Execute 263 0.3%
datasets_trustmrr_facets Read 263 0.3%
polymarket_rewards_markets Read 261 0.3%
geocoding_search Read 259 0.3%
datasets_producthunt_trends_facets Read 250 0.3%
brave_videos Read 241 0.2%
brave_news Read 240 0.2%
spotify_podcasts_charts Read 238 0.2%
tripadvisor_hotels Read 237 0.2%
polymarket_activity_trades Read 236 0.2%
espn_game_summary Read 234 0.2%
jobs_eightfold_board Read 234 0.2%
espn_athlete Read 232 0.2%
datasets_github_users_nearby Read 231 0.2%
espn_team_roster Read 230 0.2%
brave_search Read 228 0.2%
producthunt_category_products Read 226 0.2%
spotify_audiobooks_search Read 226 0.2%
steam_community_recommendations Read 226 0.2%
polymarket_predictions Read 225 0.2%
spotify_albums_search Read 225 0.2%
spotify_playlists_search Read 225 0.2%
spotify_profiles_search Read 224 0.2%
spotify_tracks_search Read 224 0.2%
espn_team Read 223 0.2%
datasets_steam_prices_search Read 220 0.2%
steam_app Read 220 0.2%
kalshi_historical_markets Read 219 0.2%
datasets_trustmrr_history Read 218 0.2%
sec_company_submissions Read 217 0.2%
datasets_jobs_companies Read 215 0.2%
datasets_jobs_nearby Read 215 0.2%
steam_reviews Read 214 0.2%
brand_retrieve Read 211 0.2%
youtube_search Read 210 0.2%
datasets_steam_news_search Read 209 0.2%
jobs_oracle_board Read 209 0.2%
redfin_search Read 208 0.2%
tcdb_tagged Read 208 0.2%
zillow_search Read 208 0.2%
airbnb_search Read 207 0.2%
jobs_workday_board Read 205 0.2%
manga_rankings Read 205 0.2%
trustpilot_business_reviews Read 205 0.2%
espn_news Read 204 0.2%
datasets_steam_playercounts_search Read 203 0.2%
jobs_ukg_board Read 203 0.2%
polymarket_homepage_feed Read 203 0.2%
spotify_podcasts_search Read 203 0.2%
datasets_sec_companies_insider Read 202 0.2%
jobs_icims_board Read 202 0.2%
espn_teams Read 201 0.2%
kalshi_events Read 199 0.2%
producthunt_leaderboard Read 196 0.2%
playstation_page Read 195 0.2%
polymarket_search Read 193 0.2%
rottentomatoes_movie_reviews Read 192 0.2%
sec_filing_sections Read 189 0.2%
reddit_comments Read 186 0.2%
yahoo_finance_calendar_results Read 186 0.2%
datasets_producthunt_makers_facets Read 185 0.2%
tripadvisor_reviews Read 185 0.2%
kalshi_event_history Read 184 0.2%
rottentomatoes_browse_movies Read 183 0.2%
chromewebstore_developer Read 181 0.2%
datasets_steam_achievements_search Read 180 0.2%
justwatch_monetization_titles Read 180 0.2%
anime_title Execute 179 0.2%
jobs_workable_postings Read 179 0.2%
kalshi_market_history Read 177 0.2%
sec_frames Read 177 0.2%
datasets_airbnb_item Read 175 0.2%
kalshi_markets_history Read 172 0.2%
spotify_playlist Read 171 0.2%
bing_videos Read 170 0.2%
google_videos Read 170 0.2%
bing_images Read 169 0.2%
bing_news Read 169 0.2%
brave_images Read 169 0.2%
google_trends_trending Read 167 0.2%
spotify_home Read 167 0.2%
google_news Read 166 0.2%
manga_title Execute 165 0.2%
jobs_rippling_board Read 165 0.2%
spotify_profile Read 165 0.2%
reddit_trends Read 164 0.2%
steam_search_results Read 164 0.2%
kalshi_markets Read 163 0.2%
tripadvisor_autocomplete Read 163 0.2%
jobs_teamtailor_jobs Read 162 0.2%
metacritic_browse Read 162 0.2%
steam_charts_most_played Read 162 0.2%
playstation_product Read 161 0.2%
sec_full_text_search Read 161 0.2%
playstation_category Write 161 0.2%
playstation_browse Read 160 0.2%
geocoding_reverse Read 159 0.2%
steam_items Read 159 0.2%
jobs_recruitee_offers Read 158 0.2%
manga_search Read 158 0.2%
reddit_search Read 158 0.2%
playstation_concept Write 158 0.2%
anime_search Read 157 0.2%
playstation_search Read 157 0.2%
spotify_podcasts_categories Read 157 0.2%
googleplay_reviews Write 157 0.2%
jobs_personio_feed Read 156 0.2%
sec_financials Read 156 0.2%
spotify_genre Read 156 0.2%
chromewebstore_reviews Read 155 0.2%
datasets_sec_institutional_positions_facets Read 155 0.2%
geocoding_lookup Read 155 0.2%
reddit_subreddits_posts Read 155 0.2%
usage_recent_ips Read 155 0.2%
spotify_podcasts_home Read 153 0.2%
youtube_transcript Write 153 0.2%
pitchbook_company Read 152 0.2%
polymarket_events_similar Read 152 0.2%
chromewebstore_category Read 151 0.2%
shop_app_analysis Read 151 0.2%
walmart_product_reviews Read 151 0.2%
chromewebstore_collection Read 150 0.2%
datasets_google_map_item Read 149 0.1%
appstore_reviews Read 148 0.1%
spotify_artist_albums Read 147 0.1%
pitchbook_investor Read 146 0.1%
web_scrape Read 146 0.1%
googleplay_list Read 145 0.1%
numbeo_cost_of_living_rankings Read 145 0.1%
pitchbook_fund Read 145 0.1%
usage_timeseries Read 145 0.1%
brave_suggest Read 144 0.1%
metaculus_category_questions Read 144 0.1%
steam_charts_concurrent Read 144 0.1%
chromewebstore_permissions Read 143 0.1%
justwatch_genre_titles Read 143 0.1%
metacritic_tv_user_reviews Read 143 0.1%
shop_app_collection_products Read 143 0.1%
tcdb_search Read 143 0.1%
bing_suggest Read 142 0.1%
metacritic_game_user_reviews Read 142 0.1%
producthunt_search Read 142 0.1%
tiktok_top_ads_analysis Read 142 0.1%
imdb_title_episodes Read 141 0.1%
jobs_workday_job Read 141 0.1%
metacritic_movie_user_reviews Read 141 0.1%
polymarket_token_price_history Read 141 0.1%
tcdb_card Write 141 0.1%
reddit_subreddit_posts Read 140 0.1%
chromewebstore_item Read 139 0.1%
metacritic_tv_critic_reviews Read 139 0.1%
reddit_domain_posts Read 139 0.1%
tcdb_sets Read 139 0.1%
usage_overview Read 139 0.1%
yahoo_finance_search Read 139 0.1%
jobs_eightfold_job Read 138 0.1%
metacritic_game_critic_reviews Read 138 0.1%
spotify_profile_followers Read 138 0.1%
metacritic_movie_critic_reviews Read 137 0.1%
trustmrr_startups Read 137 0.1%
usage_endpoints Read 137 0.1%
appstore_search Read 136 0.1%
chromewebstore_charts Read 136 0.1%
datasets_jobs_company_item Read 136 0.1%
shop_app_search Read 136 0.1%
justwatch_new Execute 135 0.1%
jobs_oracle_job Read 135 0.1%
justwatch_popular Read 135 0.1%
numbeo_indices_rankings Read 135 0.1%
appstore_app Read 134 0.1%
chromewebstore_privacy Read 134 0.1%
polymarket_leaderboard Read 134 0.1%
rottentomatoes_browse_tv Read 134 0.1%
appstore_list Read 133 0.1%
espn_rankings Read 133 0.1%
jobs_lever_postings Read 133 0.1%
justwatch_provider_titles Read 133 0.1%
kalshi_historical_market_history Read 133 0.1%
letterboxd_popular Read 133 0.1%
steam_search Read 132 0.1%
jobs_icims_job Read 131 0.1%
kalshi_historical_trades Read 131 0.1%
sofascore_standings Read 131 0.1%
tcdb_person Read 131 0.1%
tcdb_team Read 131 0.1%
justwatch_search Read 130 0.1%
metaculus_question_forecast_history Read 130 0.1%
polymarket_markets Read 130 0.1%
sec_insider Read 130 0.1%
chromewebstore_search Read 129 0.1%
coingecko_treasuries Read 129 0.1%
justwatch_title_similar Read 129 0.1%
kalshi_trades Read 129 0.1%
numbeo_indices_city Read 129 0.1%
polymarket_events Read 129 0.1%
polymarket_tags Read 129 0.1%
coingecko_nft_category Read 128 0.1%
datasets_journalists_item Read 128 0.1%
shopify_product_recommendations Read 128 0.1%
spotify_profile_playlists Read 128 0.1%
coingecko_coin_analysis Read 127 0.1%
github_org_repos Read 127 0.1%
jobs_smartrecruiters_postings Read 127 0.1%
shop_app_shop_products Read 127 0.1%
tcdb_set Write 127 0.1%
github_user_repos Read 126 0.1%
playstation_latest Read 126 0.1%
appstore_similar Read 125 0.1%
coingecko_category_coins Read 125 0.1%
github_search_repositories Read 125 0.1%
sofascore_team_events Read 125 0.1%
steam_top_sellers Read 125 0.1%
googleplay_search Read 124 0.1%
jobs_company_search Read 124 0.1%
playstation_deals Read 124 0.1%
shopify_search_suggest Read 124 0.1%
youtube_tag Write 124 0.1%
capterra_reviews Read 123 0.1%
capterra_search Read 123 0.1%
chromewebstore_suggest Read 123 0.1%
google_finance_ticker Read 123 0.1%
datasets_techstack_item Read 122 0.1%
github_search_users Read 122 0.1%
google_search Read 122 0.1%
googleplay_app Read 122 0.1%
redfin_property Read 122 0.1%
redfin_region_trends Read 122 0.1%
steam_package Read 122 0.1%
yahoo_finance_screener Read 122 0.1%
apple_podcasts_charts Read 121 0.1%
datasets_chrome_extensions_metrics Read 121 0.1%
github_repo_forks Read 121 0.1%
jobs_ashby_board Read 121 0.1%
boxofficemojo_release_group Read 120 0.1%
datasets_sec_companies_item Read 120 0.1%
googleplay_similar Read 119 0.1%
shop_app_product_variants Read 119 0.1%
jobs_greenhouse_board Write 119 0.1%
coingecko_exchanges Read 118 0.1%
discogs_artist_releases Read 118 0.1%
google_suggest Read 118 0.1%
steam_news Read 118 0.1%
trustpilot_business_search Read 118 0.1%
apple_podcasts_episodes_search Read 117 0.1%
datasets_chrome_extensions_changes Read 117 0.1%
justwatch_title_by_id Read 117 0.1%
polymarket_tokens_prices Read 117 0.1%
shopify_sitemap_urls Read 117 0.1%
spotify_featured_charts_by_country Read 117 0.1%
spotify_track_similar_albums Read 117 0.1%
zillow_autocomplete Read 117 0.1%
anime_title_recommendations Read 116 0.1%
boxofficemojo_title Read 116 0.1%
googleplay_developer Read 116 0.1%
apple_podcasts_search Read 115 0.1%
boxofficemojo_release Read 115 0.1%
boxofficemojo_weekend_domestic_by_distributor Read 115 0.1%
boxofficemojo_weekend_domestic_estimates Read 115 0.1%
coingecko_chain Read 115 0.1%
discogs_label_releases Read 115 0.1%
sofascore_round_events Read 115 0.1%
spotify_podcasts_episode Read 115 0.1%
tmdb_search Read 115 0.1%
datasets_chrome_extensions_history Read 114 0.1%
discogs_search Read 114 0.1%
imdb_title_reviews Read 114 0.1%
anime_title_characters Read 113 0.1%
boxofficemojo_lifetime_grosses Read 113 0.1%
justwatch_title_offers Read 113 0.1%
tcdb_birthdays Read 113 0.1%
trustpilot_category_search Read 113 0.1%
walmart_search Read 113 0.1%
youtube_channel_search Read 113 0.1%
anime_character_search Read 112 0.1%
boxofficemojo_showdown Read 112 0.1%
justwatch_title_media Read 112 0.1%
shopify_collection_products Read 112 0.1%
boxofficemojo_franchise Read 111 0.1%
boxofficemojo_genre Read 111 0.1%
producthunt_alternatives Read 111 0.1%
spotify_section Read 111 0.1%
yahoo_finance_ticker_shares_full Read 111 0.1%
anime_title_staff Read 110 0.1%
appstore_ratings Read 110 0.1%
boxofficemojo_brand Read 110 0.1%
coingecko_exchange Read 110 0.1%
polymarket_dashboard_macro Read 110 0.1%
polymarket_related_tags Read 110 0.1%
shopify_collections Read 110 0.1%
tmdb_movie Read 110 0.1%
chromewebstore_similar Read 109 0.1%
coingecko_markets Read 109 0.1%
github_repo_releases Read 109 0.1%
imdb_title_public_facts_analysis Read 109 0.1%
justwatch_episode_by_id Read 109 0.1%
metaculus_top_comments Read 109 0.1%
numbeo_indices_country Read 109 0.1%
sec_filing Read 109 0.1%
shopify_products Read 109 0.1%
spotify_podcasts_show_episodes Read 109 0.1%
boxofficemojo_weekend_domestic Read 108 0.1%
github_repo_contributors Read 108 0.1%
rottentomatoes_episode Read 108 0.1%
justwatch_season_episodes Read 107 0.1%
metaculus_comments_feed Read 107 0.1%
sec_institutional_holdings Read 107 0.1%
tiktok_posts Read 107 0.1%
apple_podcasts_show_episodes Read 106 0.1%
rottentomatoes_person Read 106 0.1%
rottentomatoes_season Read 106 0.1%
shopify_pages Read 106 0.1%
coingecko_nfts Read 105 0.1%
sec_company_search Read 105 0.1%
spotify_audiobook_chapters Read 105 0.1%
coingecko_new_coins Execute 104 0.1%
justwatch_episode_offers Read 104 0.1%
justwatch_season_by_id Read 104 0.1%
justwatch_title_analysis Read 104 0.1%
letterboxd_person Read 104 0.1%
producthunt_customers Read 104 0.1%
yahoo_finance_ticker_financials Read 104 0.1%
datasets_producthunt_products_item Read 103 0.1%
polymarket_market_liquidity Read 103 0.1%
spotify_album Read 103 0.1%
steam_featured_categories Read 103 0.1%
capterra_product Read 102 0.1%
coingecko_global_charts Read 102 0.1%
goodreads_book Read 102 0.1%
letterboxd_film_reviews Read 102 0.1%
metaculus_question_options Read 102 0.1%
numbeo_cost_of_living_country Read 102 0.1%
spotify_album_tracks Read 102 0.1%
walmart_product Read 102 0.1%
reddit_subreddit_about Read 101 0.1%
spotify_track_recommended Read 101 0.1%
x_profile_posts Read 101 0.1%
github_user_events Read 100 0.1%
goodreads_book_reviews Read 100 0.1%
shop_app_product_variant Read 100 0.1%
youtube_channel_playlists Read 100 0.1%
anime_airing_schedule Write 100 0.1%
coingecko_coin Read 99 0.1%
googleplay_permissions Read 99 0.1%
justwatch_show_seasons Read 99 0.1%
youtube_channel_videos Read 99 0.1%
coingecko_gainers_losers Read 98 0.1%
jobs_recruitee_offer Read 98 0.1%
jobs_rippling_job Read 98 0.1%
letterboxd_film Read 98 0.1%
metacritic_tv Read 98 0.1%
numbeo_cost_of_living_city Read 98 0.1%
shop_app_shop_typeahead Read 98 0.1%
steam_reviews_histogram Read 98 0.1%
tcdb_card_of_the_day Write 98 0.1%
boxofficemojo_calendar Read 97 0.1%
datasets_trustmrr_item Read 97 0.1%
google_finance_chart Read 97 0.1%
polymarket_tokens_orderbooks Read 97 0.1%
rottentomatoes_series Read 97 0.1%
steam_charts_top_releases Execute 96 0.1%
kalshi_multivariate_events Read 96 0.1%
letterboxd_search Read 96 0.1%
metacritic_movie Read 96 0.1%
polymarket_tokens_midpoints Read 96 0.1%
reddit_subreddit_comments Read 96 0.1%
yahoo_finance_lookup Read 96 0.1%
yahoo_finance_ticker_earnings_dates Read 96 0.1%
appstore_privacy Read 95 0.1%
datasets_producthunt_makers_item Read 95 0.1%
imdb_title_technical_specs Read 95 0.1%
jobs_smartrecruiters_posting Read 95 0.1%
metacritic_game Read 95 0.1%
rottentomatoes_movie Read 95 0.1%
tmdb_person Read 95 0.1%
amazon_product Read 94 0.1%
ebay_seller_feedback Read 94 0.1%
numbeo_cost_of_living_rankings_by_country Read 94 0.1%
polymarket_tokens_spreads Read 94 0.1%
reddit_user_comments Read 94 0.1%
redfin_estimate Read 94 0.1%
sofascore_event_statistics Read 94 0.1%
sofascore_live_events Read 94 0.1%
appstore_version_history Read 93 0.1%
coingecko_trending Read 93 0.1%
letterboxd_film_similar Read 93 0.1%
polymarket_tag Read 93 0.1%
reddit_user_posts Read 93 0.1%
spotify_track Read 93 0.1%
yahoo_finance_ticker_news Read 93 0.1%
datasets_playstation_games_item Read 92 0.1%
metaculus_questions Read 92 0.1%
spotify_podcasts_show Read 92 0.1%
discogs_master Read 91 0.1%
google_finance_quote Read 91 0.1%
jobs_workable_posting Read 91 0.1%
producthunt_launches Read 91 0.1%
steam_featured Read 91 0.1%
tmdb_tv Read 91 0.1%
tmdb_tv_list Read 91 0.1%
trustmrr_startup Read 91 0.1%
discogs_release Read 90 0.1%
x_post Write 90 0.1%
anime_character Read 89 0.1%
github_user_following Read 89 0.1%
shopify_store Read 89 0.1%
tmdb_movie_list Read 89 0.1%
airbnb_host_listings Read 88 0.1%
github_user_followers Read 88 0.1%
imdb_title_parental_guide Read 88 0.1%
letterboxd_film_rating_histogram Read 88 0.1%
letterboxd_member Read 88 0.1%
sofascore_event_lineups Read 88 0.1%
steam_steamspy Read 88 0.1%
steam_tags_list Read 88 0.1%
tiktok_top_ads_recommend Read 88 0.1%
coingecko_chains Read 87 0.1%
datasets_jobs_facets Read 87 0.1%
imdb_title_company_credits Read 87 0.1%
imdb_title_filming_locations Read 87 0.1%
justwatch_title Read 87 0.1%
coingecko_search Read 86 0.1%
goodreads_author_books Read 86 0.1%
goodreads_list Read 86 0.1%
imdb_title Read 86 0.1%
imdb_title_goofs Read 86 0.1%
imdb_title_release_info Read 86 0.1%
instagram_reels Read 86 0.1%
polymarket_market_detail Read 86 0.1%
polymarket_token_price Read 86 0.1%
sofascore_event_incidents Read 86 0.1%
youtube_captions Read 86 0.1%
youtube_comments Read 86 0.1%
zillow_property Read 86 0.1%
apple_podcasts_show Read 85 0.1%
appstore_developer Read 85 0.1%
coingecko_categories Read 85 0.1%
imdb_name_credits Read 85 0.1%
jobs_greenhouse_job Read 85 0.1%
sofascore_event_h2h Read 85 0.1%
spotify_artists_search Read 85 0.1%
spotify_episodes_search Read 85 0.1%
spotify_shows_search Read 85 0.1%
steam_achievements Read 85 0.1%
tiktok_search_hashtag Read 85 0.1%
boxofficemojo_date_domestic Read 84 0.1%
imdb_name_awards Read 84 0.1%
imdb_search Read 84 0.1%
imdb_title_awards Read 84 0.1%
imdb_title_credits Read 84 0.1%
imdb_title_trivia Read 84 0.1%
metaculus_tournament_questions Read 84 0.1%
polymarket_event_detail Read 84 0.1%
imdb_name Read 83 0.1%
imdb_title_keywords Read 83 0.1%
imdb_title_quotes Read 83 0.1%
kalshi_markets_orderbooks Read 83 0.1%
metaculus_project_questions Read 83 0.1%
shopify_page Read 83 0.1%
ebay_seller_shop Read 82 0.1%
goodreads_search Read 82 0.1%
googleplay_suggest Read 82 0.1%
shop_app_suggestions Read 82 0.1%
sofascore_tournament_seasons Read 82 0.1%
spotify_popular_by_country Read 82 0.1%
trustmrr_leaderboard Read 82 0.1%
numbeo_indices_rankings_by_country Read 81 0.1%
tiktok_search Read 81 0.1%
youtube_playlist Read 81 0.1%
ebay_seller_about Read 80 0.1%
github_repo_languages Read 80 0.1%
polymarket_clob_market Read 80 0.1%
rottentomatoes_search Read 80 0.1%
sofascore_event_odds Read 80 0.1%
spotify_audiobook Read 80 0.1%
trustpilot_category Read 80 0.1%
airbnb_host Read 79 0.1%
boxofficemojo_calendar_changes Read 79 0.1%
datasets_numbeo_countries_item Read 79 0.1%
google_trends_explore_interest_by_region Read 79 0.1%
polymarket_public_data Read 79 0.1%
sofascore_search Read 79 0.1%
tiktok_top_ads_detail Read 79 0.1%
tripadvisor_place Read 79 0.1%
trustmrr_marketplace Read 79 0.1%
yahoo_finance_ticker_options_expiration Read 79 0.1%
coingecko_learn_articles Read 78 0.1%
github_trending_developers Read 78 0.1%
google_trends_explore_rising_queries Read 78 0.1%
google_trends_trending_detail Read 78 0.1%
kalshi_series Read 78 0.1%
boxofficemojo_year_domestic Read 77 0.1%
google_trends_explore_related_topics Read 77 0.1%
google_trends_explore_top_queries Read 77 0.1%
jobs_lever_posting Read 77 0.1%
metaculus_question_metadata Read 77 0.1%
redfin_similar Read 77 0.1%
shop_app_product_related Read 77 0.1%
tiktok_challenge_list Read 77 0.1%
youtube_channel_shorts Read 77 0.1%
instagram_post Write 77 0.1%
airbnb_host_reviews Read 76 0.1%
amazon_search Read 76 0.1%
datasets_numbeo_cities_item Read 76 0.1%
discogs_artist Read 76 0.1%
shop_app_product_reviews Read 76 0.1%
shop_app_shop_locations Read 76 0.1%
shop_app_shop_reviews Read 75 0.1%
spotify_chapter Read 75 0.1%
tcdb_top_sets Read 75 0.1%
tiktok_comments Read 75 0.1%
discogs_label Read 74 0.1%
github_repo Read 74 0.1%
github_trending Read 74 0.1%
google_finance_markets_movers Read 74 0.1%
boxofficemojo_year_worldwide Read 73 0.1%
datasets_x_users_item Read 73 0.1%
goodreads_author Read 73 0.1%
kalshi_event_metadata Read 73 0.1%
sofascore_event Read 73 0.1%
tiktok_top_ads_filters Read 73 0.1%
tiktok_top_ads_spotlight Read 73 0.1%
trustmrr_acquire Read 73 0.1%
yahoo_finance_ticker_funds Read 73 0.1%
datasets_github_users_item Read 71 0.1%
github_user Read 71 0.1%
google_trends_explore Read 71 0.1%
googleplay_datasafety Read 71 0.1%
shopify_product Read 71 0.1%
tiktok_top_ads_suggestions Read 71 0.1%
yahoo_finance_ticker_analysts Read 71 0.1%
spotify_artist Read 70 0.1%
spotify_artist_playlists Read 70 0.1%
tcdb_releases Write 70 0.1%
polymarket_rewards_market Read 69 0.1%
sofascore_player Read 69 0.1%
spotify_artist_related Read 69 0.1%
trustmrr_category Read 69 0.1%
youtube_profile Read 69 0.1%
appstore_suggest Read 68 0.1%
boxofficemojo_calendar_date Read 68 0.1%
coingecko_token_unlocks Read 68 0.1%
datasets_chrome_extensions_item Read 68 0.1%
google_finance_markets_category_stocks Read 68 0.1%
polymarket_token_orderbook Read 68 0.1%
sofascore_team Read 68 0.1%
tcdb_companies Read 68 0.1%
yahoo_finance_industry Read 68 0.1%
github_user_pinned Read 67 0.1%
google_finance_markets_category_news Read 67 0.1%
google_finance_markets_top Read 67 0.1%
google_finance_news Read 67 0.1%
steam_players Read 67 0.1%
yahoo_finance_ticker_capital_gains Read 67 0.1%
yahoo_finance_ticker_info Read 67 0.1%
yahoo_finance_ticker_valuation Read 67 0.1%
extract Read 66 0.1%
google_finance_financials Read 66 0.1%
google_trends_explore_interest_over_time Read 66 0.1%
googleplay_categories Read 66 0.1%
polymarket_token_midpoint Read 66 0.1%
polymarket_token_spread Read 66 0.1%
tiktok_explore Read 66 0.1%
yahoo_finance_screener_custom Read 66 0.1%
yahoo_finance_sector Read 66 0.1%
yahoo_finance_trending Read 66 0.1%
datasets_steam_games_item Read 65 0.1%
google_map_search Read 65 0.1%
kalshi_event Read 65 0.1%
metaculus_question_forecasts Read 65 0.1%
yahoo_finance_ticker_isin Read 65 0.1%
youtube_transcript_languages Read 65 0.1%
chromewebstore_categories Read 64 0.1%
google_map_place Read 64 0.1%
producthunt_about Read 64 0.1%
producthunt_makers Read 64 0.1%
shopify_sitemaps Read 64 0.1%
tiktok_search_user Read 64 0.1%
yahoo_finance_ticker_holders Read 64 0.1%
datasets_jobs_item Read 63 0.1%
kalshi_historical_market Read 63 0.1%
kalshi_market_orderbook Read 63 0.1%
youtube_video Read 63 0.1%
coingecko_news Read 62 0.1%
google_finance_search Read 62 0.1%
kalshi_series_detail Read 62 0.1%
polymarket_event_tags Read 62 0.1%
polymarket_market_tags Read 62 0.1%
shop_app_product Read 62 0.1%
tiktok_challenge Read 62 0.1%
tiktok_top_ads_location_info Read 62 0.1%
yahoo_finance_ticker_options Read 62 0.1%
airbnb_room_reviews Read 61 0.1%
metaculus_question Read 61 0.1%
tripadvisor_enums Read 61 0.1%
yahoo_finance_ticker_actions Read 61 0.1%
yahoo_finance_ticker_sec_filings Read 61 0.1%
google_trends_enums Read 60 0.1%
sofascore_team_players Read 60 0.1%
tiktok_popular_trend_country_industry_meta Read 60 0.1%
yahoo_finance_ticker_quote Read 60 0.1%
yahoo_finance_ticker_shares Read 60 0.1%
google_finance_analyst_articles Read 59 0.1%
similarweb_web Read 59 0.1%
yahoo_finance_market_status Read 59 0.1%
yahoo_finance_ticker_earnings Read 59 0.1%
yahoo_finance_ticker_history_metadata Read 59 0.1%
yahoo_finance_ticker_sustainability Read 59 0.1%
shop_app_product_shop Read 58 0.1%
spotify_podcasts_show_recommendations Read 58 0.1%
yahoo_finance_market_summary Read 58 0.1%
amazon_suggest Read 57 0.1%
kalshi_market Read 57 0.1%
similarweb_search Read 57 0.1%
tiktok_profile Read 57 0.1%
trustpilot_business Read 57 0.1%
trustpilot_business_related Read 57 0.1%
x_profile Read 57 0.1%
yahoo_finance_ticker_calendar Read 57 0.1%
yahoo_finance_ticker_dividends Read 57 0.1%
ebay_item Read 56 0.1%
github_org Read 56 0.1%
google_finance_classification Read 56 0.1%
linkedin_showcase Read 56 0.1%
yahoo_finance_ticker_splits Read 56 0.1%
ebay_seller Read 55 0.1%
google_finance_company Read 55 0.1%
google_finance_related Read 55 0.1%
linkedin_product Read 55 0.1%
producthunt_category Read 55 0.1%
yahoo_finance_download Read 55 0.1%
tiktok_post Write 55 0.1%
justwatch_age_certifications Read 54 0.1%
justwatch_providers Read 54 0.1%
airbnb_room_calendar Read 53 0.1%
linkedin_company Read 53 0.1%
producthunt_product Read 53 0.1%
producthunt_reviews Read 53 0.1%
trustmrr_categories Read 53 0.1%
reddit_post Write 53 0.1%
google_jobs Read 52 0.1%
instagram_profile Read 52 0.1%
justwatch_genres Read 51 0.1%
kalshi_historical_cutoff Read 51 0.1%
ebay_search Read 49 0.0%
google_finance_context Read 49 0.0%
boxofficemojo_showdowns Read 48 0.0%
shop_app_shop Read 48 0.0%
boxofficemojo_franchises Read 47 0.0%
google_finance_markets_trending Read 47 0.0%
tiktok_top_ads_safety Read 47 0.0%
airbnb_room Read 46 0.0%
boxofficemojo_brands Read 46 0.0%
boxofficemojo_genres Read 46 0.0%
coingecko_global Read 46 0.0%
yahoo_finance_industries Read 46 0.0%
google_trends_categories Read 45 0.0%
tiktok_top_ads_locations Read 45 0.0%
yahoo_finance_screeners Read 45 0.0%
yahoo_finance_sectors Read 45 0.0%
kalshi_exchange_schedule Write 45 0.0%
google_trends_locations Read 44 0.0%
kalshi_exchange_status Read 44 0.0%
yahoo_finance_calendars Read 44 0.0%
datasets_list Read 42 0.0%
tiktok_category Read 42 0.0%
trustpilot_categories Read 42 0.0%
google_finance_markets_earnings Read 40 0.0%
google_finance_markets_headline Read 40 0.0%
tiktok_trending Read 39 0.0%
google_finance_markets_featured Read 38 0.0%
google_finance_markets_indices Read 38 0.0%
shop_app_categories Read 36 0.0%
// CUT THE COST

Your agent uses a handful of these tools. It pays for all 728.

You don't need all 728 of those definitions in the window. PolicyLayer is an MCP gateway that sits in front of Crawlora: 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 scopeDefinition costReduction
All 728 tools (no gateway) 99,544 tokens —
3 granted tools ~410 tokens −100%
5 granted tools ~684 tokens −99%
10 granted tools ~1,367 tokens −99%
  1. Create a free account and register Crawlora — nothing to install.
  2. Grant only the tools you use — ungranted definitions never enter the context window.
  3. Point your MCP client (Claude, Cursor, anything) at your gateway URL.
CUT CRAWLORA TOKEN COST →

Instant setup, no code required.

Model your own stack in the token-cost calculator, or see the Crawlora policy for what a sensible grant looks like.

//FAQ

Crawlora token-cost questions.

How many tokens does the Crawlora MCP server use?+

Its 728 tool definitions total 99,544 tokens — 50% 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 Crawlora 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 Crawlora's token usage?+

Expose fewer tools. A PolicyLayer grant scopes Crawlora 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 410 tokens, a 100% 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 23-07-2026 from the PolicyLayer scan database over all 728 catalogued Crawlora tools. Counts refresh with every site build.

THIS SERVER: All Crawlora tools Crawlora policy Token-cost calculator

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

A PolicyLayer grant scopes Crawlora to the tools you actually allow. Ungranted definitions never load, and every call that does run is checked against policy first.

CUT CRAWLORA TOKEN COST →

Instant setup, no code required.

46,500+ MCP servers and 515,000+ tools scanned and risk-classified.

// GET IN TOUCH

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