Reads a Hugging Face repo's config.json to estimate VRAM for weights, KV cache, and overhead across quantisations and context lengths.
MIT
729,122 tools. Updated 2026-10-31 17:19
"Hugging Face" matching MCP tools:
- Convert a script or subject into spoken WAV audio using system TTS or an optional Hugging Face model, returning the file path and exact duration.MIT
- Link Hugging Face repos, CivitAI model URLs, or direct file URLs as Asset Hub assets so pods and tasks can use them as input_assets without copying files.Apache 2.0
- Search Hugging Face Hub and GitHub for new video/model tools. Queue candidates for review and return top results and queue size without installing or running anything.MIT
- Resolve Hugging Face artifact paths to local files via the compatibility-ring bridge. Defaults to cache-only lookup, avoiding downloads unless explicitly allowed, and returns resolution details.Apache 2.0
- Registers a Hugging Face model for serving and returns a registration_id to deploy it later; model files download only when deployed.Apache 2.0
Matching MCP Servers
- AlicenseNot gradedqualityAmaintenanceAn MCP server that provides Hugging Face Hub API and Search endpoints through multiple transport protocols (STDIO, SSE, StreamableHTTP, and StreamableHTTPJson), enabling integration with AI model capabilities.310MIT
- AlicenseNot gradedqualityNot gradedmaintenanceEnables access to 200,000+ machine learning models through the Hugging Face Inference API. Supports text generation, image creation, classification, translation, speech processing, embeddings, and more AI tasks.-
Matching MCP Connectors
Connect to Hugging Face Hub and thousands of Gradio AI Applications
Find GitHub tools and Hugging Face models: source links, licenses, setup notes and review dates.
- Import a public Hugging Face model's pre-built ONNX file into EdgeGate, registering it as an Artifact. Returns an artifact_id for edgegate_create_pipeline, with optional polling for completion.MIT
- Check whether a Hugging Face repository can be served before registering it, returning status, detected context length, and unsupported-repo guidance without creating resources.Apache 2.0
- Trace a Hugging Face model's ancestry up to its root base model and see how many descendants it has, including relation type and parent counts at each hop.MIT
- Builds a Hugging Face Inference Endpoint scaffold with task input maps, output contracts, token env var hints, and adapter notes for TouchDesigner.MIT
- Starts on-demand sync for connected integrations like GitHub, npm, Hugging Face, RSS, and Notion to refresh external data for StoneWay memory.MIT
- Search for Hugging Face models by keyword or task. Find models for text classification, summarization, image generation, and more.MIT
- Retrieve currently trending models on Hugging Face by live trending score. Filter by task (e.g., text-generation) and adjust result count up to 50.MIT
- Search Hugging Face Hub for models by query, filter by task, and sort by downloads, likes, or last modified to find matching models.MIT
- Retrieve full model details for any Hugging Face repo, including parameter count, license, tags, and pipeline task. Specify the model_id to get complete metadata.MIT
- List every commit that changed a Hugging Face model's README and show size changes between commits; pass since_ts to retrieve only new drift incrementally.MIT
- Downloads a catalog model or Hugging Face repo into the allowlisted models directory. Requires an explicit model_id; uses HF_TOKEN for gated repos. dry_run checks the destination path.MIT
- Create images from text prompts via free Hugging Face Spaces, edit reference pictures, or render legible text. Saves each image with a JSON sidecar of prompt, parameters, seed, and response.MIT
- List Hugging Face instruct/chat models for local inference, with optional query and per-model VRAM estimates.MIT
- Summarize 24 months of Hugging Face model deletions: totals, deletion rate, average lifespan, monthly losses, and top-10 casualties to track catalog attrition.MIT
- Explore Hugging Face models, datasets, or spaces sorted by trending, downloads, likes, or recent. Filter search by query, tag, or days since update.MIT