Give AI assistants access to real-time data. Search the web, compare flights, find hotels, and more.
Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.
google_flights_calendar_one_way2 fields changedInput schema / properties / stops / descriptionPrevious value: -"Maximum stops filter. Default: any."New value: +"Maximum stops filter: nonstop (direct only), one_stop_or_fewer (at most 1 stop), two_stops_or_fewer (at most 2 stops), any (no limit). Use the named value (e.g. 'two_stops_or_fewer'), not a bare number like '2'. Default: any."Input schema / properties / travel_class / descriptionPrevious value: -"Travel class. Default: economy."New value: +"Travel class: economy, premium_economy, business, first_class. Default: economy."google_flights_calendar_round_trip2 fields changedInput schema / properties / stops / descriptionPrevious value: -"Maximum stops filter. Default: any."New value: +"Maximum stops filter: nonstop (direct only), one_stop_or_fewer (at most 1 stop), two_stops_or_fewer (at most 2 stops), any (no limit). Use the named value (e.g. 'two_stops_or_fewer'), not a bare number like '2'. Default: any."Input schema / properties / travel_class / descriptionPrevious value: -"Travel class. Default: economy."New value: +"Travel class: economy, premium_economy, business, first_class. Default: economy."google_flights_one_way2 fields changedInput schema / properties / stops / descriptionPrevious value: -"Maximum stops filter. Default: any."New value: +"Maximum stops filter: nonstop (direct only), one_stop_or_fewer (at most 1 stop), two_stops_or_fewer (at most 2 stops), any (no limit). Use the named value (e.g. 'two_stops_or_fewer'), not a bare number like '2'. Default: any."Input schema / properties / travel_class / descriptionPrevious value: -"Travel class. Default: economy."New value: +"Travel class: economy, premium_economy, business, first_class. Default: economy."google_flights_round_trip2 fields changedInput schema / properties / stops / descriptionPrevious value: -"Maximum stops filter. Default: any."New value: +"Maximum stops filter: nonstop (direct only), one_stop_or_fewer (at most 1 stop), two_stops_or_fewer (at most 2 stops), any (no limit). Use the named value (e.g. 'two_stops_or_fewer'), not a bare number like '2'. Default: any."Input schema / properties / travel_class / descriptionPrevious value: -"Travel class. Default: economy."New value: +"Travel class: economy, premium_economy, business, first_class. Default: economy."google_hotels2 fields changedInput schema / properties / adults / descriptionPrevious value: -"Number of adults (1-6). Default: 2. Total guests (adults + children) cannot exceed 6."New value: +"Number of adults as an integer, e.g. 2 (1-6). Default: 2. Total guests (adults + children) cannot exceed 6."Input schema / properties / sort_by / descriptionPrevious value: -"Sort order for results. Default: relevance."New value: +"Sort order for results: relevance, lowest_price, highest_rating, most_reviewed. Use the text label (e.g. 'highest_rating'), not a numeric code. Default: relevance."google_search_light1 field changedInput schema / properties / q / descriptionPrevious value: -"Search query. Required."New value: +"Search query. The parameter is named 'q' (not 'query'). Required."google_vacation_rentals1 field changedInput schema / properties / sort_by / descriptionPrevious value: -"Sort order for results. Default: relevance."New value: +"Sort order for results: relevance, lowest_price, highest_rating, most_reviewed. Use the text label (e.g. 'highest_rating'), not a numeric code. Default: relevance."bing_news1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"bing_search1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"duckduckgo_search_light1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"facebook_business_page1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_ai_mode1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_flights_calendar_one_way1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_flights_calendar_round_trip1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_flights_location_search1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_flights_one_way1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_flights_round_trip1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_hotels1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_images_light1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_jobs1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_lens1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_maps_place1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_maps_search1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_patents_search1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_product1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_rank_tracking1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_scholar1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_search_light1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_shopping_search1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"google_vacation_rentals1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"instagram_profile1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"tiktok_profile1 field changedInput schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema"facebook_business_page3 fields changedInput schema / properties / page_id / descriptionPrevious value: -"Facebook page ID (numeric). Required if username not provided."New value: +"Facebook page ID (numeric). Use only when the user explicitly provides a numeric ID and no URL."Input schema / properties / urlAdded value: +{
+ "description": "Full Facebook page URL. Prefer this when the user provides any Facebook link. Accepts direct page URLs (facebook.com/<username>/), profile.php URLs, /pages/<name>/<id>[/subsection] URLs, and mobile app share links (facebook.com/share/<token>/) which are resolved to the canonical page automatically.",
+ "type": "string"
+}Input schema / properties / username / descriptionPrevious value: -"Facebook page username/vanity URL. Required if page_id not provided."New value: +"Facebook page username/vanity URL slug (e.g. 'starbucks'). Use only when the user provides the slug with no URL."google_ai_mode1 field changedInput schema / properties / q / descriptionPrevious value: -"Search query for AI-generated response. Required if url not provided."New value: +"Search query for AI-generated response. Required if url not provided. Cannot exceed 8193 characters."google_hotels6 fields changedInput schema / properties / eco_certified / enumRemoved value: -[
- "true",
- "false"
-]Input schema / properties / eco_certified / typePrevious value: -"string"New value: +[
+ "boolean",
+ "string"
+]Input schema / properties / free_cancellation / enumRemoved value: -[
- "true",
- "false"
-]Input schema / properties / free_cancellation / typePrevious value: -"string"New value: +[
+ "boolean",
+ "string"
+]Input schema / properties / special_offers / enumRemoved value: -[
- "true",
- "false"
-]Input schema / properties / special_offers / typePrevious value: -"string"New value: +[
+ "boolean",
+ "string"
+]google_shopping_search4 fields changedInput schema / properties / is_free_delivery / enumRemoved value: -[
- "true",
- "false"
-]Input schema / properties / is_free_delivery / typePrevious value: -"string"New value: +[
+ "boolean",
+ "string"
+]Input schema / properties / is_on_sale / enumRemoved value: -[
- "true",
- "false"
-]Input schema / properties / is_on_sale / typePrevious value: -"string"New value: +[
+ "boolean",
+ "string"
+]google_flights_calendar_one_way1 field changedInput schema / properties / gl / descriptionPrevious value: -"Country code (ISO 3166-1 alpha-2, e.g., 'us', 'gb'). Affects pricing and availability. Default: us."New value: +"ISO 3166-1 alpha-2 country code in lowercase (e.g., 'us', 'gb', 'de'). Affects pricing and availability. Default: us."google_flights_calendar_round_trip1 field changedInput schema / properties / gl / descriptionPrevious value: -"Country code (ISO 3166-1 alpha-2, e.g., 'us', 'gb'). Affects pricing and availability. Default: us."New value: +"ISO 3166-1 alpha-2 country code in lowercase (e.g., 'us', 'gb', 'de'). Affects pricing and availability. Default: us."google_flights_one_way1 field changedInput schema / properties / gl / descriptionPrevious value: -"Country code (ISO 3166-1 alpha-2, e.g., 'us', 'gb', 'de'). Affects pricing and flight availability. Default: us."New value: +"ISO 3166-1 alpha-2 country code in lowercase (e.g., 'us', 'gb', 'de'). Affects pricing and flight availability. Default: us."google_flights_round_trip1 field changedInput schema / properties / gl / descriptionPrevious value: -"Country code (ISO 3166-1 alpha-2, e.g., 'us', 'gb', 'de'). Affects pricing and flight availability. Default: us."New value: +"ISO 3166-1 alpha-2 country code in lowercase (e.g., 'us', 'gb', 'de'). Affects pricing and flight availability. Default: us."google_hotels1 field changedInput schema / properties / gl / descriptionPrevious value: -"Country code for search context (e.g., 'us', 'gb'). Default: us."New value: +"ISO 3166-1 alpha-2 country code in lowercase (e.g., 'us', 'gb', 'de'). Affects pricing and availability. Default: us."google_images_light1 field changedInput schema / properties / gl / descriptionPrevious value: -"Country code for search context (e.g., 'us', 'gb'). Default: us."New value: +"ISO 3166-1 alpha-2 country code in lowercase (e.g., 'us', 'gb', 'de'). Default: us."google_vacation_rentals1 field changedInput schema / properties / gl / descriptionPrevious value: -"Country code for search context (e.g., 'us', 'gb'). Default: us."New value: +"ISO 3166-1 alpha-2 country code in lowercase (e.g., 'us', 'gb', 'de'). Affects pricing and availability. Default: us."google_lens2 fields changedInput schema / properties / safe_search / descriptionPrevious value: -"Safe search filtering. 'blur' blurs explicit content (default), 'off' disables filtering."New value: +"Safe search filtering. 'active' enables strict filtering, 'blur' blurs explicit content (default), 'off' disables filtering."Input schema / properties / safe_search / enumPrevious value: -[
- "blur",
- "off"
-]New value: +[
+ "active",
+ "blur",
+ "off"
+]google_rank_tracking2 fields changedInput schema / properties / safe / descriptionPrevious value: -"Safe search setting."New value: +"SafeSearch filtering level. Default: blur."Input schema / properties / safe / enumPrevious value: -[
- "active",
- "off"
-]New value: +[
+ "active",
+ "blur",
+ "off"
+]google_search_light2 fields changedInput schema / properties / safe / descriptionPrevious value: -"Safe search setting. 'active' filters explicit content."New value: +"SafeSearch filtering level. Default: blur."Input schema / properties / safe / enumPrevious value: -[
- "active",
- "off"
-]New value: +[
+ "active",
+ "blur",
+ "off"
+]google_lens1 field changedInput schema / properties / cropAdded value: +{
+ "description": "Crop region as left;top;right;bottom with normalized 0-1 coordinates (e.g., '0.1;0.2;0.6;0.8'). Searches only the specified region of the image.",
+ "type": "string"
+}bing_newsbing_searchduckduckgo_search_lightfacebook_business_pagegoogle_ai_modegoogle_flights_calendar_one_waygoogle_flights_calendar_round_tripgoogle_flights_location_searchgoogle_flights_one_waygoogle_flights_round_tripgoogle_hotelsgoogle_images_lightgoogle_jobsgoogle_lensgoogle_maps_placegoogle_maps_searchgoogle_patents_searchgoogle_productgoogle_rank_trackinggoogle_scholargoogle_search_lightgoogle_shopping_searchgoogle_vacation_rentalsinstagram_profiletiktok_profileClaiming proves that you control a remote MCP connector. It does not move, proxy, or interrupt the server.
Open the connector listing, choose Claim ownership, and sign in to Glama.
Complete one verification method:
GitHub identity — fastest for official registry listings. For a namespace such as io.github.alice/server, link the matching GitHub user, then choose Claim with GitHub. An organization namespace such as io.github.acme/server also needs that organization to have installed the Glama AI GitHub App and approved its permissions, because GitHub discloses organization membership only to apps it has installed. Use HTTP or DNS when it has not.
HTTP challenge — works when you can deploy a public file. Generate a token, publish the exact JSON Glama shows at /.well-known/glama.json on the same origin as the connector, then choose Check HTTP challenge.
DNS challenge — works when you control DNS but cannot change the server. Generate a token, create the exact TXT record Glama shows, wait for it to propagate, then choose Check DNS challenge.
After verification, Glama sends a confirmation email and gives you access to listing details, thumbnails, health checks, and analytics. Keep the HTTP file or DNS record in place: Glama periodically checks it and ownership remains verified while the token is discoverable.
The HTTP ownership file has this structure:
{
"$schema": "https://glama.ai/mcp/schemas/connector.json",
"claim": "glama_claim_..."
}Claim tokens are opaque, stable, and bound to the signed-in Glama account. They contain no email address or other personal information. If Glama can no longer discover a verified HTTP or DNS token, it starts a seven-day grace period before removing claim-based access. Restore the same token during that period to keep ownership verified. Never publish an email address, Glama session token, GitHub token, or connector credential as ownership proof.
If verification fails, confirm that you copied the current token exactly. The HTTP file must be public, return valid JSON with a successful HTTP response, and stay on the connector's origin. DNS changes may need more time to propagate. A claim cannot transfer to a different origin or hostname: if the connector target changes, Glama starts the grace period and the new target must be claimed separately after the previous claim is released.
For a connector linked to the official MCP Registry, registry updates continue to replace its name, description, and URL by default. After claiming, open Manage connector and enable Use Glama listing details as the source of truth if edits made on Glama should be preserved. Categories and thumbnails are always managed on Glama; registry linkage and technical connection settings continue to sync.
Control your server's listing on Glama, including description and metadata
Access analytics and receive server usage reports
Get monitoring and health status updates for your server
Feature your server to boost visibility and reach more users
To improve your MCP server's ranking:
Claim ownership of the server listing
Complete the server profile with an accurate description and thumbnail
Provide a test profile so Glama can connect to and evaluate the server
Keep tool definitions clear and complete to earn a high Tool Definition Quality Score (TDQS)
Route real usage through the Glama Gateway; more recorded successful server uses also improve the ranking
For users:
Full audit trail – every tool call is logged with inputs and outputs for compliance and debugging
Granular tool control – enable or disable individual tools per connector to limit what your AI agents can do
Centralized credential management – store and rotate API keys and OAuth tokens in one place
Change alerts – get notified when a connector changes its schema, adds or removes tools, or updates tool definitions, so nothing breaks silently
For server owners:
Proven adoption – public usage metrics on your listing show real-world traction and build trust with prospective users
Tool-level analytics – see which tools are being used most, helping you prioritize development and documentation
Direct user feedback – users can report issues and suggest improvements through the listing, giving you a channel you would not have otherwise
The connector status is unhealthy when Glama is unable to successfully connect to the server. This can happen for several reasons:
The server is experiencing an outage
The URL of the server is wrong
Credentials required to access the server are missing or invalid
If you are the owner of this MCP connector and would like to make modifications to the listing, including providing test credentials for accessing the server, please contact support@glama.ai.
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Most tools are clearly distinct by search engine or service type, with clear boundaries described in their documentation. However, there is some overlap between general search tools like bing_search, duckduckgo_search_light, and google_search_light, which could cause confusion about which to use for basic web queries.
Tool names follow a highly consistent snake_case pattern with clear verb_noun or service_noun structures, such as bing_news, google_flights_one_way, and instagram_profile. This consistency makes the set predictable and easy to navigate.
With 25 tools, the count is on the higher side for a search-focused server, bordering on heavy. While it covers multiple services comprehensively, it may overwhelm users or agents with its breadth, suggesting some consolidation could improve focus.
The tool set provides extensive coverage across various search domains, including web, flights, hotels, images, jobs, patents, and social media profiles. Each domain includes necessary tools for searching and retrieving detailed information, with no obvious gaps in core functionalities.
