Connect to Hugging Face Hub and thousands of Gradio AI Applications
Abgeleitet aus den Transporten, die dieser Eintrag deklariert (streamable-http). Ein Client, der hier nicht steht, ist damit nicht ausgeschlossen — Forge kann ihn nur nicht bestätigen.
Die Verifizierung bestätigt die Identität des Publishers (die Inhaberschaft am Repo), nicht die Sicherheit des Codes. Der Sicherheits-Scan deckt bekannte CVEs und verdächtige Installationsskripte ab.
Aus einem echten MCP-Handshake initialize → tools/list gegen den deklarierten Endpunkt gelesen. Es wurde nie ein Tool aufgerufen — tools/list ist der lesende Introspektionsaufruf, den das Protokoll dafür vorsieht. Es spiegelt wider, was der Server in diesem Moment angeboten hat; ein gehosteter Endpunkt ist an keine Version gebunden und kann sich ohne Ankündigung ändern.
https://huggingface.co/mcp?loginAuthentifizierung erforderlichhttps://huggingface.co/mcp4 Tools · 80 mshttps://huggingface.co/mcp4 Tools · 84 mshf_whoamiInspect the current Hugging Face authentication context, including the account, visible organization memberships, and credential access details. Read-only and never returns credential values.Inspect the current Hugging Face authentication context, including the account, visible organization memberships, and credential access details. Read-only and never returns credential values.
Für dieses Tool wurde kein Eingabeschema veröffentlicht.
hub_repo_searchSearch Hugging Face repositories with a shared query interface. You can target models, datasets, spaces, or aggregate across multiple repo types in one call. Include links to repositories in your response.Search Hugging Face repositories with a shared query interface. You can target models, datasets, spaces, or aggregate across multiple repo types in one call. Include links to repositories in your response.
Für dieses Tool wurde kein Eingabeschema veröffentlicht.
hub_repo_detailsGet details for one or more Hugging Face repos (model, dataset, or space). Auto-detects type unless specified. For datasets, use operations: overview, dataset_structure, dataset_preview. Use dataset_structure first to discover configs, splits, sizes, and schema. Use dataset_preview only when config and split are known, unless the dataset has a single config/split.Get details for one or more Hugging Face repos (model, dataset, or space). Auto-detects type unless specified. For datasets, use operations: overview, dataset_structure, dataset_preview. Use dataset_structure first to discover configs, splits, sizes, and schema. Use dataset_preview only when config and split are known, unless the dataset has a single config/split.
Für dieses Tool wurde kein Eingabeschema veröffentlicht.
hf_fsUse to access the Hugging Face Hub. Navigate resources with ls, cat, attach, find, stat, and search over hf:// URIs. Roots: hf://models, hf://datasets, hf://spaces, hf://buckets, hf://collections, hf://papers, hf://docs. For papers, ls hf://papers/ARXIV_ID to discover related resources; cat hf://papers/ARXIV_ID/paper.md or metadata.json. Documentation paths include the current version from each product's llms.txt manifest.
Grammar; each token below is one args array element:
ls URI [(-R|-r|-lR|-laR|--recursive)] [(-l|-a|-la|-al|--long)] [--glob GLOB]
[(-type|--type|--entry-type) TYPE] [--sort SORT] [(-limit|--limit) N]
cat URI [RELATIVE_PATH] [(-offset|--offset) N] [(-max-bytes|--max-bytes) N]
attach URI [--max-bytes N]
stat URI [RELATIVE_PATH]
find URI [(-R|-r|--recursive)] [(-name|--name|--glob) GLOB] [(-path|--path) GLOB]
[(-type|--type|--entry-type) TYPE] [(-limit|--limit) N]
search URI [QUERY...] [(-type|--type|--entry-type) TYPE] [--sort SORT]
[--tag TAG] [--kind mcp] [(-limit|--limit) N]
TYPE = file|dir|repo|bucket|collection|paper|link.
Type aliases: f=file, d=dir, l=link, model|dataset|space=repo.
SORT = createdAt|downloads|likes|lastModified|likes30d|trendingScore|mainSize|id|trending|upvotes.
URI uses hf://, a typed shorthand such as models/OWNER/REPO, or a canonical https://huggingface.co URL. QUERY and GLOB are each one string token.
Search URI: hf://models|datasets|spaces[/OWNER], hf://collections[/OWNER], any hf://docs scope, or exactly hf://papers; not hf://.
Repository and collection searches may omit QUERY to browse or filter; documentation and paper searches require it.
Search joins multiple positional QUERY tokens with spaces. Cat and stat join one RELATIVE_PATH token to URI. Attach accepts exactly one complete URI and no RELATIVE_PATH or offset.
Discover before access: use search, ls, or find to locate targets; use stat when target type is uncertain; then reuse the returned URI, or the Target URI for links, verbatim.
Cat reads confirmed UTF-8 text files only. It rejects repositories, directories, model weights, archives, images, media, Parquet, and other binary content. Use stat for metadata instead.
Attach returns a complete JPEG, PNG, or WebP repository or bucket file as image content. It classifies only by file extension, never truncates, and has a default and hard limit of 4 MiB; --max-bytes may only lower it.
Find recursively matches names and paths within an owner namespace, repository, or supported documentation scope. Use search—not an unscoped find—for global repository, collection, documentation, paper, or Space discovery.
Long-list flags are accepted for compatibility; hf_fs listings are already structured, so they do not alter output.
Find is already recursive, so recursive flags are accepted without altering behavior.
Space search: hf://spaces uses semantic search; repeat --tag to require tags, or use --kind mcp for --tag mcp-server. hf://spaces/OWNER uses owner-scoped keyword search.
Documentation: ls hf://docs for products; search any docs scope; use returned hf:// URIs verbatim.
Trending listings: ls hf://models/trending, hf://datasets/trending, or hf://spaces/trending. They return up to 20 entries.
Trending paths imply trending order; --sort trending|trendingScore is redundant but valid.
Trending papers: ls hf://papers/trending.
Sort is route-specific: use it with search or supported owner/collection listings, never with repository file listings or documentation. For global trending repositories, use the /trending listing URI.
TYPE filters mixed results; omit it when the URI already fixes the result type.
Limits and path-specific behavior are documented at hf://README.md.
Omit --limit and --sort unless the request asks for a cap, ordering, or exhaustive results.
No pipes, redirects, shell expansion, or multiple commands.Use to access the Hugging Face Hub. Navigate resources with ls, cat, attach, find, stat, and search over hf:// URIs. Roots: hf://models, hf://datasets, hf://spaces, hf://buckets, hf://collections, hf://papers, hf://docs. For papers, ls hf://papers/ARXIV_ID to discover related resources; cat hf://papers/ARXIV_ID/paper.md or metadata.json. Documentation paths include the current version from each product's llms.txt manifest. Grammar; each token below is one args array element: ls URI [(-R|-r|-lR|-laR|--recursive)] [(-l|-a|-la|-al|--long)] [--glob GLOB] [(-type|--type|--entry-type) TYPE] [--sort SORT] [(-limit|--limit) N] cat URI [RELATIVE_PATH] [(-offset|--offset) N] [(-max-bytes|--max-bytes) N] attach URI [--max-bytes N] stat URI [RELATIVE_PATH] find URI [(-R|-r|--recursive)] [(-name|--name|--glob) GLOB] [(-path|--path) GLOB] [(-type|--type|--entry-type) TYPE] [(-limit|--limit) N] search URI [QUERY...] [(-type|--type|--entry-type) TYPE] [--sort SORT] [--tag TAG] [--kind mcp] [(-limit|--limit) N] TYPE = file|dir|repo|bucket|collection|paper|link. Type aliases: f=file, d=dir, l=link, model|dataset|space=repo. SORT = createdAt|downloads|likes|lastModified|likes30d|trendingScore|mainSize|id|trending|upvotes. URI uses hf://, a typed shorthand such as models/OWNER/REPO, or a canonical https://huggingface.co URL. QUERY and GLOB are each one string token. Search URI: hf://models|datasets|spaces[/OWNER], hf://collections[/OWNER], any hf://docs scope, or exactly hf://papers; not hf://. Repository and collection searches may omit QUERY to browse or filter; documentation and paper searches require it. Search joins multiple positional QUERY tokens with spaces. Cat and stat join one RELATIVE_PATH token to URI. Attach accepts exactly one complete URI and no RELATIVE_PATH or offset. Discover before access: use search, ls, or find to locate targets; use stat when target type is uncertain; then reuse the returned URI, or the Target URI for links, verbatim. Cat reads confirmed UTF-8 text files only. It rejects repositories, directories, model weights, archives, images, media, Parquet, and other binary content. Use stat for metadata instead. Attach returns a complete JPEG, PNG, or WebP repository or bucket file as image content. It classifies only by file extension, never truncates, and has a default and hard limit of 4 MiB; --max-bytes may only lower it. Find recursively matches names and paths within an owner namespace, repository, or supported documentation scope. Use search—not an unscoped find—for global repository, collection, documentation, paper, or Space discovery. Long-list flags are accepted for compatibility; hf_fs listings are already structured, so they do not alter output. Find is already recursive, so recursive flags are accepted without altering behavior. Space search: hf://spaces uses semantic search; repeat --tag to require tags, or use --kind mcp for --tag mcp-server. hf://spaces/OWNER uses owner-scoped keyword search. Documentation: ls hf://docs for products; search any docs scope; use returned hf:// URIs verbatim. Trending listings: ls hf://models/trending, hf://datasets/trending, or hf://spaces/trending. They return up to 20 entries. Trending paths imply trending order; --sort trending|trendingScore is redundant but valid. Trending papers: ls hf://papers/trending. Sort is route-specific: use it with search or supported owner/collection listings, never with repository file listings or documentation. For global trending repositories, use the /trending listing URI. TYPE filters mixed results; omit it when the URI already fixes the result type. Limits and path-specific behavior are documented at hf://README.md. Omit --limit and --sort unless the request asks for a cap, ordering, or exhaustive results. No pipes, redirects, shell expansion, or multiple commands.
Für dieses Tool wurde kein Eingabeschema veröffentlicht.
4 von 4 Tools haben eine Beschreibung veröffentlicht.
Tool-Namen und -Beschreibungen stammen vom Publisher und werden wortgetreu als inerter Text angezeigt. Es sind die Zeichenketten, die ein MCP-Client an ein Modell übergibt, deshalb prüft Forge sie auf Prompt-Injection-Muster — jeder Befund erscheint oben beim Sicherheits-Scan. „Privilegiert“ ist ein Schlagwort-Treffer im Tool-Namen, keine Prüfung dessen, was das Tool tut: ein harmlos klingender Name kann trotzdem alles tun.
Connect to Hugging Face Hub and thousands of Gradio AI Applications
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