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io.github.arose26/gguf-mcp

NPM · GGUF-MCP · SCANNED AUG 18

Inspect local GGUF/safetensors models: quantization, params, VRAM fit — headers only.

Available components

69 Trust /100
Trust breakdown (6 categories)

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score →

Supply Chain Security98
  • No malware found by supply-chain analysis.Pass
  • No known CVEs affecting this package version or its production dependencies.Pass
  • No install/post-install scripts declared.Pass
  • 30 of 96 dependencies flagged as unhealthy. View diagnostics → Partial
Provenance & Transparency45
Schema Quality & AI Usability80
  • AI-judged instruction clarity (excellent).Pass
  • Tool/resource definitions use about 413 tokens (~103/item across 4 items; 4 tools + 0 resources), lean.Pass
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management0
  • Stability not yet verified: not enough scan history yet (needs a 30-day window).Unverified
Tool Coverage100
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 100% of tool parameters carry a description.Pass
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass

Unverified: 1 category

A category scored 0 because we could not verify it: a data source with nothing on this package, evidence we could not reach, or a check we could not run. We only credit what we can confirm.

Install

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

npm · gguf-mcp

# add to Claude Code
claude mcp add arose26-gguf-mcp -- npx -y gguf-mcp
# add to Codex CLI
codex mcp add arose26-gguf-mcp -- npx -y gguf-mcp
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "arose26-gguf-mcp": {
      "type": "local",
      "command": [
        "npx",
        "-y",
        "gguf-mcp"
      ],
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add arose26-gguf-mcp --command npx --arg -y --arg gguf-mcp
# ~/.hermes/config.yaml
mcp_servers:
  arose26-gguf-mcp:
    command: "npx"
    args: ["-y", "gguf-mcp"]
// mcp.json
{
  "mcpServers": {
    "arose26-gguf-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "gguf-mcp"
      ]
    }
  }
}
Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 15 Aug 26 69

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 18 Aug 2026 · Analysed npm/gguf-mcp@0.1.1

Provenance No attestation

The registry publishes no build provenance for this version, so there is nothing to verify.

Result No attestation
Ecosystem npm
Dependencies 96 packages
Packages resolved 96
Stale 30
Tree resolution Complete
MCP tools · 4 exposed · ~413 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability.

Tool Tokens
estimate_vram ~100

Will this model fit? Estimates memory as exact weights size plus a modeled fp16 KV cache (GGUF; context defaults to min(model context, 8192)). Safetensors models get a weights-only figure.

NameTypeReqDescription
context_lengthintegerContext window to budget the KV cache for
pathstringyesPath to a .gguf or .safetensors file, a *.safetensors.index.json, or a model directory

No output schema declared.

No examples provided.

get_metadata ~118

The model's metadata key-value store (GGUF) or __metadata__ block (safetensors). Large arrays arrive as {count, sample} summaries and long strings are truncated, so tokenizer vocabularies can't flood the context. Filter keys by substring (e.g. 'tokenizer' or 'rope').

NameTypeReqDescription
filterstringCase-insensitive substring to filter metadata keys
pathstringyesPath to a .gguf or .safetensors file, a *.safetensors.index.json, or a model directory

No output schema declared.

No examples provided.

inspect_model ~98

Summarize a local GGUF or safetensors model: architecture, parameter count, quantization, context length, file size, tensor count. Reads only headers — inspecting a 70 GB model is instant. Works on extension-less GGUF blobs (e.g. Ollama's).

NameTypeReqDescription
pathstringyesPath to a .gguf or .safetensors file, a *.safetensors.index.json, or a model directory

No output schema declared.

No examples provided.

list_tensors ~97

Tensor names, shapes, and storage types inside a model file. Filter by substring (e.g. 'attn' or 'blk.0').

NameTypeReqDescription
filterstringCase-insensitive substring to filter tensor names
limitintegerMax tensors to return
pathstringyesPath to a .gguf or .safetensors file, a *.safetensors.index.json, or a model directory

No output schema declared.

No examples provided.