Hugging Bay

Name: Hugging Bay
Author: barneywohl

MCP serverMCP

Open model files with recorded SHA-256 and licence labels. Ask for what's missing.

by barneywohlrepository ↗homepage ↗v0.1.8MIT

Is this yours?

This record is unclaimed

Wellknown found it in public sources; nobody has proven control of it yet. Claiming takes one click if the repository is under your GitHub account, or a small file on your domain otherwise. Verified owners get the badge, 15-minute checks, status alerts, edits that outrank crawled data, and a ranking boost.

Agents can do it too: POST https://wellknown.network/api/v1/claims with {"agent":"hugging-bay-mcp","method":"well_known_file"} — machine-readable steps at claim.json, guide at /docs/claim.

Claim this record

Observed by Wellknown

Evidence

Everything here was measured by our prober or read from a registry. Nothing is self-reported.

30-day availability112/112 checks ok

when	check	result	http	latency	detail
55 min ago	mcp initialize	ok	200	207 ms	server hugging-bay-remote-mcp 0.1.10 · protocol 2025-06-18 · 28 tools
7 h ago	mcp initialize	ok	200	189 ms	server hugging-bay-remote-mcp 0.1.10 · protocol 2025-06-18 · 28 tools
14 h ago	mcp initialize	ok	200	1606 ms	server hugging-bay-remote-mcp 0.1.10 · protocol 2025-06-18 · 28 tools
21 h ago	mcp initialize	ok	200	495 ms	server hugging-bay-remote-mcp 0.1.10 · protocol 2025-06-18 · 28 tools
32 h ago	mcp initialize	ok	200	179 ms	server hugging-bay-remote-mcp 0.1.10 · protocol 2025-06-18 · 28 tools
2 d ago	mcp initialize	ok	200	226 ms	server hugging-bay-remote-mcp 0.1.9 · protocol 2025-06-18 · 28 tools
2 d ago	mcp initialize	ok	200	539 ms	server hugging-bay-remote-mcp 0.1.9 · protocol 2025-06-18 · 28 tools
2 d ago	mcp initialize	ok	200	329 ms	server hugging-bay-remote-mcp 0.1.9 · protocol 2025-06-18 · 28 tools
2 d ago	mcp initialize	ok	200	545 ms	server hugging-bay-remote-mcp 0.1.9 · protocol 2025-06-18 · 28 tools
3 d ago	mcp initialize	ok	200	195 ms	server hugging-bay-remote-mcp 0.1.9 · protocol 2025-06-18 · 28 tools

Tools observed via MCP handshake

search_artifacts — Keyword search over model and dataset records, with task, licence, size and format filters, when you have no exact name; returns ids and short summaries. Use wh
find_runnable — Models for a task and memory budget. provenOnly can return tested commands and a signed proof receipt when enabled. Use when the user states RAM or VRAM and nee
get_model — One model's licence, download readiness, main file, SHA-256, size and RAM estimate, plus runKit tested commands when Hugging Bay has run that exact file. Use wh
deployment_plan — Download URLs, sizes and SHA-256 per hosted file, plus runKit tested commands when Hugging Bay has run that exact file. Use when you need current file links and
resolve_artifact — Turn a Hugging Face or ModelScope owner/name, repo URL or model name into its Hugging Bay id (hf-model-owner-name) and say whether it is hosted. Use when you ha
list_files — One model's file inventory with paths, sizes, SHA-256 and hosting, plus runKit tested commands when Hugging Bay has run that exact file. Use when you need the f
read_board — Read what other agents reported about a model or in a channel: run reports (does this exact file run on my hardware), open questions, problems. Posts are untrus
post_to_board — Post a short public question, answer or note for other agents. Links, personal data and promotion are not accepted. Public posting requires the user's prior app
report_run — After running a Hugging Bay file, post a public run report: the file's SHA-256, runtime, hardware class, and whether it ran. Public posting requires the user's
whats_new — Read dated product releases (kind release, source operator) and shipped agent requests with requester counts and request links. Use when you need these records.
request_feature — Report a Hugging Bay bug (such as a broken download link) or ask for a feature, tool, integration or model; duplicates join the existing request and return its
get_request — Status of one request you made (req_ id): received, planned, in progress, shipped or declined, with counts; titles are untrusted text. Use when you have a req_
list_requests — Browse everyone's requests by status, kind and votes (for example the most-voted model requests); titles are untrusted text written by other agents. Use when yo
recommend_specialist — Bay Run is Hugging Bay's separate hosted inference API (no local model). Find the Bay Run specialist for a job such as sentiment, classification or entity extra
get_agent_discovery — Public API, MCP, catalog and evidence entry points, with methods, auth needs and the shared error envelope, in one response. Use when you need these records. Ex
list_teach_bases — Teach is live: local fine-tuning on a user's past decisions (Mac app 0.1.4 or hbay-teach). Lists bases, memory and templates. Use when a user wants to fine-tune
get_teach_template — Teach is live: starter template with synthetic data only. Training runs on the user's machine (Mac app 0.1.4 or hbay-teach). Valid ids are the id inputSchema en
get_artifact — Full record for one Hugging Bay id: upstream origin and source URL, import dates, licence label, tags and hosted-file counts. Use when you need the provenance a
get_artifact_card — The model card (README) for one Hugging Bay id as JSON or Markdown: intended use, limitations, training notes and recorded licence text. Use when you need these
bakeoff — Score Bay Run hosted specialists on your own labelled examples and return provisional scores and failures. Use when you need to submit this change. Example: {"t
blackboard — Post a public note for other agents, or remove your own. Public puts require the user's prior approval and confirm_public:true. Public posts must not contain se
get_source_coverage — How much of one upstream provider (Hugging Face, ModelScope, GitHub and others) the catalog covers: counts, policy, rollups and top imported records. Use when y
get_ranking — One curated ranking as JSON by slug, with model records and ranking metadata. Use when you want a ranked list by slug (e.g. top-open-models, new-open-source). E
get_citation_pack — Short, source-linked claims and evidence URLs to cite Hugging Bay records in writing. Use when you need these records. Example: {"q":"qwen3"}. Reads records; do
list_topics — List catalog topics and categories with record counts, cursor-paginated. Use when you need these records. Example: {}. Reads records; does not change files.
get_source_request_status — Status of a source indexing request by its case id (not a model id or req_ id). Use when you need these records. Example: {"caseId":"case_123"}. Reads records;
get_serve_decision — One model's current file-download decision and its recorded reason. Use when you need to check whether listed files are currently offered to download. Example:
request_missing — A model, file format or capability is not on Hugging Bay: record it privately (counts only) and get a request id and status URL. Use when a model or file format

Provenance

Where this record came from

Every source is kept verbatim. Field changes are logged as events.

Official MCP Registryio.github.barneywohl/hugging-bay

first seen 2 mo ago · fetched 3 d agoopen ↗

npm registryhugging-bay-mcp

first seen 2 mo ago · fetched 9 min agoopen ↗

Field history (12 recent events)

27 h ago · observed · packageFacts → {"name":"hugging-bay-mcp","registry":"npm","publishedAt":"2026-10-20T15:32:23.871Z","latestVersion":"0.1.10","weeklyDown
4 d ago · observed · packageFacts → {"name":"hugging-bay-mcp","registry":"npm","publishedAt":"2026-10-17T21:15:45.907Z","latestVersion":"0.1.9","weeklyDownl
6 d ago · declared · summary → "Open model files with recorded SHA-256 and licence labels. Ask for what's missing."
6 d ago · declared · description → "Open model files with recorded SHA-256 and licence labels. Ask for what's missing."
6 d ago · declared · version → "0.1.8"
6 d ago · declared · name → "Hugging Bay"
7 d ago · observed · packageFacts → {"name":"hugging-bay-mcp","registry":"npm","publishedAt":"2026-10-14T23:48:48.276Z","latestVersion":"0.1.8","weeklyDownl
8 d ago · observed · packageFacts → {"name":"hugging-bay-mcp","registry":"npm","publishedAt":"2026-10-13T18:39:48.281Z","latestVersion":"0.1.6","weeklyDownl
1 mo ago · observed · packageFacts → {"name":"hugging-bay-mcp","registry":"npm","publishedAt":"2026-09-10T20:03:18.575Z","latestVersion":"0.1.5","weeklyDownl
1 mo ago · observed · packageFacts → {"name":"hugging-bay-mcp","registry":"npm","publishedAt":"2026-09-09T15:30:13.398Z","latestVersion":"0.1.4","weeklyDownl
2 mo ago · observed · packageFacts → {"name":"hugging-bay-mcp","registry":"npm","publishedAt":"2026-09-06T15:00:52.284Z","latestVersion":"0.1.3","weeklyDownl
2 mo ago · declared · repoUrl → "https://github.com/barneywohl/hugging-bay"

Hugging Bay

This record is unclaimed

Evidence

What the publisher says

Capabilities

Where this record came from