hugging-bay
Server Details
Verified open AI artifact search, trust evidence, downloads, and agent workflows from Hugging Bay.
- Status
- Unhealthy
- Last Tested
- Transport
- Streamable HTTP
- URL
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.
92 tool updates
- Removed
check_agent_action - Removed
check_artifact_safety - Removed
check_revocation - Removed
check_typosquat - Removed
compare_artifacts - Removed
delegate_a2a_task - Removed
diagnose_run_failure - Removed
diff_manifests - Removed
find_and_verify_model_for_task - Removed
find_ungated_alternatives - Removed
get_agent_discovery - Removed
get_agent_recommendation_kit - Removed
get_agent_tasks - Removed
get_ai_bot_allowlist - Removed
get_ai_mention_monitor - Removed
get_ai_mention_results - Removed
get_ai_search_guidance - Removed
get_answer_pack - Removed
get_artifact_bundle - Removed
get_artifact_distribution - Removed
get_artifact_insights - Removed
get_artifact_metadata - Removed
get_artifact_passport - Removed
get_artifact_reviews - Removed
get_bay_lock - Removed
get_bundle_state - Removed
get_bundles_summary - Removed
get_card_doctor - Removed
get_catalog_coverage - Removed
get_change_timeline - Removed
get_chat_contract - Removed
get_community_blueprints - Removed
get_community_signals - Removed
get_download_plan - Removed
get_eval_suites - Removed
get_evidence_rollups - Removed
get_health - Removed
get_impact_graph - Removed
get_incidents - Removed
get_indexing_status - Removed
get_integration_snippets - Removed
get_leaderboard - Removed
get_license_risk - Removed
get_local_kit - Removed
get_manifest_signing_key - Removed
get_mirror_pack - Removed
get_mirror_readiness - Removed
get_mirror_scale_plan - Removed
get_model_benchmarks - Removed
get_model_bom - Removed
get_model_family - Removed
get_model_report - Removed
get_model_sbom - Removed
get_open_source_radar - Removed
get_peer_fallbacks - Removed
get_publisher_profile - Removed
get_publisher_release_template - Removed
get_quantizations - Removed
get_recommendations - Removed
get_release_bundle - Removed
get_release_preflight - Removed
get_release_readiness - Removed
get_review_queue - Removed
get_runtime_compat - Removed
get_security_advisories - Removed
get_stack - Removed
get_stack_blueprint - Removed
get_topic - Removed
get_traffic - Removed
get_trending - Removed
get_trust_bundle - Removed
get_verification_missions - Removed
inspect_model_binary - Removed
list_answer_packs - Removed
list_downloadable_files - Removed
list_indexing_urls - Removed
list_mirror_demand - Removed
list_mirror_packs - Removed
list_mirrors - Removed
list_publishers - Removed
list_revocations - Removed
list_stacks - Removed
list_topics - Removed
plan_local_deployment - Removed
plan_open_migration - Removed
preview_file - Removed
recommend_artifacts - Removed
recommend_safe_model - Removed
recommend_with_citation - Removed
resolve_hb_uri - Removed
scan_artifact_threats - Removed
will_it_fit
100 tool updates
- First observed
check_agent_action - First observed
check_artifact_safety - First observed
check_revocation - First observed
check_typosquat - First observed
compare_artifacts - First observed
delegate_a2a_task - First observed
diagnose_run_failure - First observed
diff_manifests - First observed
find_and_verify_model_for_task - First observed
find_ungated_alternatives - First observed
get_agent_discovery - First observed
get_agent_recommendation_kit - First observed
get_agent_tasks - First observed
get_ai_bot_allowlist - First observed
get_ai_mention_monitor - First observed
get_ai_mention_results - First observed
get_ai_search_guidance - First observed
get_answer_pack - First observed
get_artifact - First observed
get_artifact_bundle - First observed
get_artifact_card - First observed
get_artifact_distribution - First observed
get_artifact_insights - First observed
get_artifact_metadata - First observed
get_artifact_passport - First observed
get_artifact_reviews - First observed
get_bay_lock - First observed
get_bundle_state - First observed
get_bundles_summary - First observed
get_card_doctor - First observed
get_catalog_coverage - First observed
get_change_timeline - First observed
get_chat_contract - First observed
get_citation_pack - First observed
get_community_blueprints - First observed
get_community_signals - First observed
get_download_plan - First observed
get_eval_suites - First observed
get_evidence_rollups - First observed
get_health - First observed
get_impact_graph - First observed
get_incidents - First observed
get_indexing_status - First observed
get_integration_snippets - First observed
get_leaderboard - First observed
get_license_risk - First observed
get_local_kit - First observed
get_manifest_signing_key - First observed
get_mirror_pack - First observed
get_mirror_readiness - First observed
get_mirror_scale_plan - First observed
get_model_benchmarks - First observed
get_model_bom - First observed
get_model_family - First observed
get_model_report - First observed
get_model_sbom - First observed
get_open_source_radar - First observed
get_peer_fallbacks - First observed
get_publisher_profile - First observed
get_publisher_release_template - First observed
get_quantizations - First observed
get_ranking - First observed
get_recommendations - First observed
get_release_bundle - First observed
get_release_preflight - First observed
get_release_readiness - First observed
get_review_queue - First observed
get_runtime_compat - First observed
get_security_advisories - First observed
get_source_coverage - First observed
get_stack - First observed
get_stack_blueprint - First observed
get_topic - First observed
get_traffic - First observed
get_trending - First observed
get_trust_bundle - First observed
get_verification_missions - First observed
inspect_model_binary - First observed
list_answer_packs - First observed
list_downloadable_files - First observed
list_files - First observed
list_indexing_urls - First observed
list_mirror_demand - First observed
list_mirror_packs - First observed
list_mirrors - First observed
list_publishers - First observed
list_revocations - First observed
list_stacks - First observed
list_topics - First observed
plan_local_deployment - First observed
plan_open_migration - First observed
preview_file - First observed
recommend_artifacts - First observed
recommend_safe_model - First observed
recommend_with_citation - First observed
resolve_artifact - First observed
resolve_hb_uri - First observed
scan_artifact_threats - First observed
search_artifacts - First observed
will_it_fit
Frequently Asked Questions
Claiming 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 asio.github.acme/serveralso 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.jsonon 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.
Discussions
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Glama MCP Gateway
Add one secure layer between your agents and this server.
TDQS
Each tool has a clearly distinct purpose, targeting different aspects like artifact retrieval, card display, citation packs, rankings, source coverage, file listing, resolution, and search. No overlapping functionalities.
All tool names follow a consistent verb_noun pattern (e.g., get_artifact, list_files, search_artifacts), with no mixing of conventions.
With 8 tools, the set is well-scoped for an artifact hub, covering retrieval, search, and resolution without being too sparse or overwhelming.
The tool surface lacks write operations such as create, update, or delete artifacts, which are typical for a repository hub. This leaves notable gaps for agents needing to manage artifacts.