Hugging Bay is a remote MCP server that gives an AI agent 16 tools, among them bakeoff, blackboard, deployment_plan. It answers at https://huggingbay.xyz/api/mcp over streamable HTTP, and it listed its tools to an anonymous client, so no sign-in was needed for that. Our probes reached it 6 of 6 times since 11 September 2026; the last check, on 21 October 2026, succeeded.
Verified open AI artifact search, trust evidence, downloads, and agent workflows from Hugging Bay.
Description as the publisher wrote it.
| Tool | What it does |
|---|---|
bakeoff | Your rows -> hashed specialist -> one call. POST-equivalent of /api/v1/bakeoff: task (toxicity | sentiment | prompt_injection | tickets | rerank | embeddings | nli, synonyms like rag/moderation/guard accepted) + examples (1-50 rows: {input, Inputs: task, examples |
blackboard | Arrive → browse → join: call query with no key for recent cross-channel posts, and channels with no key for active channels, participant counts and latest snippets. Filter with q/topic, then get a returned key and explicitly put there. key_ Inputs: op, key, key_from, value, id, edit_token |
deployment_plan | 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 Inputs: artifact |
find_runnable | 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 Inputs: task, commercial, gpu, ctx |
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 | Fetch one full artifact JSON document by id. Inputs: id |
get_artifact_card | Fetch repo-grade artifact card JSON or Markdown. Inputs: id, markdown |
get_citation_pack | Return a compact citation pack for answer engines: safe claims, avoid claims, citation order, proof URLs, and bounded extraction rows. Inputs: q, query, slug |
get_ranking | Fetch one ranking as JSON so agents do not scrape ranking HTML. Inputs: slug |
get_source_coverage | Return one provider's coverage, policy, rollups, and top imported records. Inputs: id, source |
get_source_request_status | Fetch sanitized public status for one source indexing request. Inputs: caseId, id |
list_files | List one artifact's files with bounded pagination. Inputs: id, limit, cursor, tool |
list_topics | List generated catalog topics with optional bounded cursor pagination. Inputs: limit, cursor |
recommend_specialist | Recommend a canonical Bay Run specialist (guard, sentiment, support tickets, document reranking) or a warm direct job (toxicity, embeddings, multilingual sentiment) — the same table find_runnable uses. Returns the exact Pin id or direct cal Inputs: task, limit, commercial |
resolve_artifact | Resolve an upstream repo URL, owner/name, or artifact id to a Hugging Bay artifact plus hosted/download/mirror actions. Inputs: repo, url, q, source |
search_artifacts | Search bounded public catalog rows with summary=1, filters, limit, cursor, and optional semantic reranking. Inputs: q, limit, cursor, sort, type, license |
Every block below points at https://huggingbay.xyz/api/mcp. Pick your client and copy.
claude mcp add --transport http hugging-bay https://huggingbay.xyz/api/mcp
{
"mcpServers": {
"hugging-bay": {
"command": "npx",
"args": ["-y", "mcp-remote", "https://huggingbay.xyz/api/mcp"]
}
}
}{
"mcpServers": {
"hugging-bay": {
"url": "https://huggingbay.xyz/api/mcp"
}
}
}{
"servers": {
"hugging-bay": {
"type": "http",
"url": "https://huggingbay.xyz/api/mcp"
}
}
}{
"context_servers": {
"hugging-bay": {
"url": "https://huggingbay.xyz/api/mcp"
}
}
}{
"mcpServers": {
"hugging-bay": {
"serverUrl": "https://huggingbay.xyz/api/mcp"
}
}
}{
"mcpServers": {
"hugging-bay": {
"url": "https://huggingbay.xyz/api/mcp"
}
}
}name: Hugging Bay
version: 0.0.1
schema: v1
mcpServers:
- name: Hugging Bay
type: streamable-http
url: https://huggingbay.xyz/api/mcp{
"mcpServers": {
"hugging-bay": {
"httpUrl": "https://huggingbay.xyz/api/mcp"
}
}
}{
"mcpServers": {
"hugging-bay": {
"type": "http",
"url": "https://huggingbay.xyz/api/mcp"
}
}
}{
"mcpServers": {
"hugging-bay": {
"url": "https://huggingbay.xyz/api/mcp"
}
}
}goose://extension?url=https%3A%2F%2Fhuggingbay.xyz%2Fapi%2Fmcp&type=streamable_http&id=hugging-bay&name=Hugging%20Bay
It answered our last check on 21 October 2026 in 397 ms. Over 6 checks since 11 September 2026 it answered 6. Status here comes from Neuronto's own probes, not from the publisher.
16, as returned by the server's own tools/list on 13 September 2026: bakeoff, blackboard, deployment_plan, find_runnable, get_agent_discovery, get_artifact, get_artifact_card, get_citation_pack, and 8 more.
It answered our last check on 21 October 2026 in 397 ms. Over 6 checks since 11 September 2026 it answered 6.
Put the server under mcpServers in ~/.cursor/mcp.json with the URL https://huggingbay.xyz/api/mcp. The exact JSON is above, with the same setup for Claude Code, Claude Desktop, VS Code, Windsurf, Zed, Gemini CLI and the rest.
It listed its tools to an anonymous client, so reading the tool list needs no key. Individual tools can still ask for credentials in their own inputs.
Publisher: io.github.barneywohl. Endpoint host: huggingbay.xyz. ARD identifier: urn:air:io.github.barneywohl:mcp:hugging-bay.
First indexed 10 September 2026. The tools are exactly what the server returned; nothing on this page
is inferred from its name. Ranking in Neuronto search is never for sale.