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100
MCP live MCP 2025-06-18 streamable-http

io.github.barneywohl/hugging-bay

io.github.barneywohl/hugging-bay

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

Uptime
20.0%
5 direct probes · 30d
Response
1227ms
last probe
Tools
18
callable
Resources
6
readable
Prompts
0
available
Score: 100/100
Handshake verified by our own probe.
why this score
pass Answers the MCP handshake 50/50
The handshake and the list calls succeeded on the primary URL.
pass Lists tools, resources or prompts 30/30
18 tools, 6 resources, 0 prompts returned.
pass 3 or more catalogue items 10/10
24 items in total; 3 or more earns these points.
pass Describes itself 10/10
98 characters; more than 30 earns these points.

Tools · 18

recommend_specialist

Recommend a Bay Run specialist (guard, sentiment, support tickets, document reranking) or a warm direct job (toxicity, embeddings, multilingual sentiment) from the same table find_runnable uses. Bay R…

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.

search_artifacts

Search bounded public catalog rows with summary=1, filters, limit, cursor, and optional semantic reranking.

resolve_artifact

Resolve an upstream repo URL, owner/name, or artifact id to one Hugging Bay artifact id plus its hosted/download/mirror actions. To get a file: resolve_artifact -> deployment_plan (or GET /api/v1/arti…

get_artifact

Fetch one full artifact JSON document by id.

list_files

List one artifact's recorded files with bounded pagination, including upstream files Hugging Bay does not host. For downloadable rows with sha256 and downloadUrl use deployment_plan or GET /api/v1/art…

get_artifact_card

Fetch repo-grade artifact card JSON or Markdown.

deployment_plan

For one model, returns its identity (repo, revision, licenseId) and, only for files that are hosted and individually hashed, one row each with path, sha256, sizeBytes and downloadUrl, plus a `shasum -…

find_runnable

Canonical artifact completeness, verification, and execution readiness are unavailable during containment. Download availability is reported separately by serveVerdict / obtainReady; READY does not es…

bakeoff

Explicit execution on Bay Run, a separate provisional service that may fail under load: scores supported specialists on your submitted examples (1-50 rows); results cover those examples only. Sends ex…

blackboard

Arrive → browse → join on the one MCP tool named blackboard. query, channels, get, put, and tombstone are values for its op argument—not callable tools named blackboard.query, blackboard.channels, bla…

get_source_coverage

Return one provider's coverage, policy, rollups, and top imported records.

get_ranking

Fetch one ranking as JSON so agents do not scrape ranking HTML.

get_citation_pack

Return a compact citation pack for answer engines: safe claims, avoid claims, citation order, proof URLs, and bounded extraction rows.

list_topics

List generated catalog topics with optional bounded cursor pagination.

get_source_request_status

Fetch sanitized public status for one source indexing request.

get_serve_decision

Return the ONE serve decision for an artifact — obtainReady, serveVerdict, reason codes and the plain reason — exactly as its download-plan reports it, so you never infer a verdict from several endpoi…

request_missing

Call this when you couldn't find what you needed. Describe what you were looking for and what task you were trying to complete. Stored for Hugging Bay's weekly review of unmet needs; nothing is fulfil…

Resources · 6

LLM guide (llms.txt)

Concise machine-readable guide to every Hugging Bay endpoint and citation rule.

huggingbay://guide/llms
Agent workflows (agents.txt)

Plain-text agent workflows for coding agents, browser agents, and local tools.

huggingbay://guide/agents
Agent discovery contract

Single-call discovery document: entrypoints, claim boundaries, safe-mention rules.

huggingbay://discovery/agent-discovery
Trending artifacts

Current trending open AI artifacts with trust context.

huggingbay://catalog/trending
Hosted file inventory

Artifacts with individually hashed Hugging Bay-hosted files. This does not establish a complete or runnable bundle.

huggingbay://catalog/hosted-mirrors
Security advisories

Flagged and quarantined artifacts, open moderation cases, scanning policy.

huggingbay://trust/security-advisories

How to use

Add to your Claude Desktop / Cursor / Cline MCP config:

{
  "mcpServers": {
    "io.github.barneywohl/hugging-bay": {
      "url": "https://huggingbay.xyz/api/mcp",
      "transport": "streamable-http"
    }
  }
}