ZBS Index What actually exists in applied AI, with the source next to it

mcp server

hugging-bay

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

Description as published by the maintainer. Source

  • version 0.1.2
  • archived
  • retrieval

archived — The linked repository returns 404. It was deleted, renamed or made private. Dashed tags are derived by ZBS Index from the published description, not stated by the maintainer.

What this server can do

13 functions, named and described by the server itself. Parameter names are shown because they say more about what a function does than its name usually does.

deployment_plan(artifact)
Get a ready-to-run deployment plan for a model's HOSTED, individually hash-checked files: canonical identity, per-file { path, sha256, sizeBytes, downloadUrl }, a `shasum -a 256 -c` verify block, and per-runtime-family REAL runnable command recipes (pull/download -> verify -> run/serve) for ollama, llama.cpp, vLLM, transformers, and MLX, referencing the exact hosted files and their SHA-256 digests. Emitted only for genuinely hosted, hashed files; honest available:false with no commands when a model has no reviewed hosted files yet. Wraps GET /api/agents/deployment-plan?artifact=. Arg: artifact (id or resolvable reference). Required: artifact.
find_runnable(ctx, gpu, task, commercial)
One call: task -> runnable model. Composes find_model (a bounded metadata pick for your task + rig) with deployment_plan for the top pick, INLINING the hash-verified pull/verify/run commands when that pick has genuinely hosted, individually hash-checked files (commandsAvailable). Honest when not: deploymentPlan is null with a pointer to inspect or request a mirror. Collapses discover -> plan into one hop and points at the machine run contract, not an HTML page. Args: task (required), commercial, gpu, ctx. Required: task.
get_agent_discovery
Return the single-call agent discovery contract for answer engines, OpenClaw/Hermes-style agents, MCP clients, OpenAPI users, crawlers, citation targets, and bounded API entrypoints.
get_artifact(id)
Fetch one full artifact JSON document by id. Required: id.
get_artifact_card(id, markdown)
Fetch repo-grade artifact card JSON or Markdown. Required: id.
get_citation_pack(q, slug, query)
Return a compact citation pack for answer engines: safe claims, avoid claims, citation order, proof URLs, and bounded extraction rows.
get_ranking(slug)
Fetch one ranking as JSON so agents do not scrape ranking HTML. Required: slug.
get_source_coverage(id, source)
Return one provider's coverage, policy, rollups, and top imported records.
get_source_request_status(id, caseId)
Fetch sanitized public status for one source indexing request. Required: caseId.
list_files(id, tool, limit, cursor)
List one artifact's files with bounded pagination. Required: id.
list_topics(limit, cursor)
List generated catalog topics with optional bounded cursor pagination.
resolve_artifact(q, url, repo, source)
Resolve an upstream repo URL, owner/name, or artifact id to a Hugging Bay artifact plus hosted/download/mirror actions.
search_artifacts(q, sort, task, type, limit, cursor, format, source, explain, hosting, license, semantic, framework, commercial, reviewStatus)
Search bounded public catalog rows with summary=1, filters, limit, cursor, and optional semantic reranking.

Last successful function declaration observed on . Source: https://huggingbay.xyz/api/mcp. We list what the server declared; we do not call any of these functions.

Endpoint status observed on . Source: https://huggingbay.xyz/api/mcp.

Signals

These are separate measurements of different things. They are deliberately not combined into one score, because a popularity number that mixes website traffic with saves and stars cannot be checked or acted on.

Signal Value What it measures Window Observed Source
Latest published version 0.1.2 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-07-14 When the registry record was last updated by its maintainer. point in time Model Context Protocol
First listed in the MCP Registry 2026-07-14 Date this server was first published to the official MCP Registry. Not a usage or quality measure. point in time Model Context Protocol
repository status not_found GitHub returned 404 for the repository the maintainer listed. The project was deleted, renamed or made private, so the listing points at nothing. as of fetch GitHub
mcp tools declared 13 tools Number of functions the server itself declared when asked to list them. This is what the server offers an agent, not a measure of how well any of them work. as of probe huggingbay.xyz
mcp endpoint status ok The server listed 13 functions when asked. as of probe huggingbay.xyz

Where to get it

This record as data

Every field on this page, with its source and observation date, is in the catalog JSON. Fetch the whole kind at once instead of parsing this HTML.

GET /api/v1/entries/mcp_server.json

Sources

  1. barneywohl/hugging-bay on GitHub — GitHub, observed , trust tier 3.
  2. Tools declared by the MCP server at https://huggingbay.xyz/api/mcp — huggingbay.xyz, observed , trust tier 4.
  3. Official MCP Registry — Model Context Protocol, observed , trust tier 1.