MCP serverio.github.barneywohl/hugging-bay

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 exa

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, blac

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 downloadU

Start with a task and optional hardware (e.g. "8gb-laptop"; no default — omit and fit is not evaluated), commercial and ctx constraints. Returns bounded model metadata for the task

Return the single-call agent discovery contract for answer engines, OpenClaw/Hermes-style agents, MCP clients, OpenAPI users, crawlers, citation targets, and bounded API entrypoint

Fetch one full artifact JSON document by id.

Fetch repo-grade artifact card JSON or Markdown.

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

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

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

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

Fetch sanitized public status for one source indexing request.

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_pla

List generated catalog topics with optional bounded cursor pagination.

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_

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 need

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

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