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hugging-bay

by io.github.barneywohl
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Verified open AI artifact search, trust evidence, downloads, and agent workflows from Hugging Bay.

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Status
Unhealthy
Last Tested
Transport
Streamable HTTP
URL

TDQS

B3.1/5.0

Scored across 8 tools

Disambiguation5/5

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.

Naming Consistency5/5

All tool names follow a consistent verb_noun pattern (e.g., get_artifact, list_files, search_artifacts), with no mixing of conventions.

Tool Count5/5

With 8 tools, the set is well-scoped for an artifact hub, covering retrieval, search, and resolution without being too sparse or overwhelming.

Completeness3/5

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.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 92 tool updates
    • Removedcheck_agent_action
    • Removedcheck_artifact_safety
    • Removedcheck_revocation
    • Removedcheck_typosquat
    • Removedcompare_artifacts
    • Removeddelegate_a2a_task
    • Removeddiagnose_run_failure
    • Removeddiff_manifests
    • Removedfind_and_verify_model_for_task
    • Removedfind_ungated_alternatives
    • Removedget_agent_discovery
    • Removedget_agent_recommendation_kit
    • Removedget_agent_tasks
    • Removedget_ai_bot_allowlist
    • Removedget_ai_mention_monitor
    • Removedget_ai_mention_results
    • Removedget_ai_search_guidance
    • Removedget_answer_pack
    • Removedget_artifact_bundle
    • Removedget_artifact_distribution
    • Removedget_artifact_insights
    • Removedget_artifact_metadata
    • Removedget_artifact_passport
    • Removedget_artifact_reviews
    • Removedget_bay_lock
    • Removedget_bundle_state
    • Removedget_bundles_summary
    • Removedget_card_doctor
    • Removedget_catalog_coverage
    • Removedget_change_timeline
    • Removedget_chat_contract
    • Removedget_community_blueprints
    • Removedget_community_signals
    • Removedget_download_plan
    • Removedget_eval_suites
    • Removedget_evidence_rollups
    • Removedget_health
    • Removedget_impact_graph
    • Removedget_incidents
    • Removedget_indexing_status
    • Removedget_integration_snippets
    • Removedget_leaderboard
    • Removedget_license_risk
    • Removedget_local_kit
    • Removedget_manifest_signing_key
    • Removedget_mirror_pack
    • Removedget_mirror_readiness
    • Removedget_mirror_scale_plan
    • Removedget_model_benchmarks
    • Removedget_model_bom
    • Removedget_model_family
    • Removedget_model_report
    • Removedget_model_sbom
    • Removedget_open_source_radar
    • Removedget_peer_fallbacks
    • Removedget_publisher_profile
    • Removedget_publisher_release_template
    • Removedget_quantizations
    • Removedget_recommendations
    • Removedget_release_bundle
    • Removedget_release_preflight
    • Removedget_release_readiness
    • Removedget_review_queue
    • Removedget_runtime_compat
    • Removedget_security_advisories
    • Removedget_stack
    • Removedget_stack_blueprint
    • Removedget_topic
    • Removedget_traffic
    • Removedget_trending
    • Removedget_trust_bundle
    • Removedget_verification_missions
    • Removedinspect_model_binary
    • Removedlist_answer_packs
    • Removedlist_downloadable_files
    • Removedlist_indexing_urls
    • Removedlist_mirror_demand
    • Removedlist_mirror_packs
    • Removedlist_mirrors
    • Removedlist_publishers
    • Removedlist_revocations
    • Removedlist_stacks
    • Removedlist_topics
    • Removedplan_local_deployment
    • Removedplan_open_migration
    • Removedpreview_file
    • Removedrecommend_artifacts
    • Removedrecommend_safe_model
    • Removedrecommend_with_citation
    • Removedresolve_hb_uri
    • Removedscan_artifact_threats
    • Removedwill_it_fit
  2. 100 tool updates
    • First observedcheck_agent_action
    • First observedcheck_artifact_safety
    • First observedcheck_revocation
    • First observedcheck_typosquat
    • First observedcompare_artifacts
    • First observeddelegate_a2a_task
    • First observeddiagnose_run_failure
    • First observeddiff_manifests
    • First observedfind_and_verify_model_for_task
    • First observedfind_ungated_alternatives
    • First observedget_agent_discovery
    • First observedget_agent_recommendation_kit
    • First observedget_agent_tasks
    • First observedget_ai_bot_allowlist
    • First observedget_ai_mention_monitor
    • First observedget_ai_mention_results
    • First observedget_ai_search_guidance
    • First observedget_answer_pack
    • First observedget_artifact
    • First observedget_artifact_bundle
    • First observedget_artifact_card
    • First observedget_artifact_distribution
    • First observedget_artifact_insights
    • First observedget_artifact_metadata
    • First observedget_artifact_passport
    • First observedget_artifact_reviews
    • First observedget_bay_lock
    • First observedget_bundle_state
    • First observedget_bundles_summary
    • First observedget_card_doctor
    • First observedget_catalog_coverage
    • First observedget_change_timeline
    • First observedget_chat_contract
    • First observedget_citation_pack
    • First observedget_community_blueprints
    • First observedget_community_signals
    • First observedget_download_plan
    • First observedget_eval_suites
    • First observedget_evidence_rollups
    • First observedget_health
    • First observedget_impact_graph
    • First observedget_incidents
    • First observedget_indexing_status
    • First observedget_integration_snippets
    • First observedget_leaderboard
    • First observedget_license_risk
    • First observedget_local_kit
    • First observedget_manifest_signing_key
    • First observedget_mirror_pack
    • First observedget_mirror_readiness
    • First observedget_mirror_scale_plan
    • First observedget_model_benchmarks
    • First observedget_model_bom
    • First observedget_model_family
    • First observedget_model_report
    • First observedget_model_sbom
    • First observedget_open_source_radar
    • First observedget_peer_fallbacks
    • First observedget_publisher_profile
    • First observedget_publisher_release_template
    • First observedget_quantizations
    • First observedget_ranking
    • First observedget_recommendations
    • First observedget_release_bundle
    • First observedget_release_preflight
    • First observedget_release_readiness
    • First observedget_review_queue
    • First observedget_runtime_compat
    • First observedget_security_advisories
    • First observedget_source_coverage
    • First observedget_stack
    • First observedget_stack_blueprint
    • First observedget_topic
    • First observedget_traffic
    • First observedget_trending
    • First observedget_trust_bundle
    • First observedget_verification_missions
    • First observedinspect_model_binary
    • First observedlist_answer_packs
    • First observedlist_downloadable_files
    • First observedlist_files
    • First observedlist_indexing_urls
    • First observedlist_mirror_demand
    • First observedlist_mirror_packs
    • First observedlist_mirrors
    • First observedlist_publishers
    • First observedlist_revocations
    • First observedlist_stacks
    • First observedlist_topics
    • First observedplan_local_deployment
    • First observedplan_open_migration
    • First observedpreview_file
    • First observedrecommend_artifacts
    • First observedrecommend_safe_model
    • First observedrecommend_with_citation
    • First observedresolve_artifact
    • First observedresolve_hb_uri
    • First observedscan_artifact_threats
    • First observedsearch_artifacts
    • First observedwill_it_fit

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