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▚ MODEL AUDIT // GGUF

// Muse Glimmer 28B

FLAWS — Minor Logic Flaws 88/100 tests: CRASH
⚠ SPEED CAVEAT: Slow deep-thinker: ~17-19 t/s, 5-9 min/prompt, ~5-9k tokens incl. reasoning. Fast for quality, not throughput.
tok/sec20.20
tokens5244
TTFT2.57s

▮ PILLAR BREAKDOWN

Schema / I/O
18/20
Transport
20/20
Error Handling
17/20
State Safety
18/20
Test Integrity
15/20

✓ WENT RIGHT

  • Transport (20/20)
  • Schema / I/O (18/20)
  • State Safety (18/20)
  • Error Handling (17/20)

✗ WENT WRONG

  • No pillar fell below 14 — solid across the board.

▮ CRITICAL BUGS

▮ RECOMMENDED USE

Clean, idiomatic single-file MCP server with REAL SDK wiring (no hallucinated APIs — correct @modelcontextprotocol/sdk imports, setRequestHandler on ListTools/CallTool, StdioServerTransport), Zod-validated tool schemas, timeout-safe fetches via AbortController, and isError-flag error responses instead of bare throws. First model tested on the mcp prompt; sets a high bar.

▮ REFACTORED PATCH

// 1. Return structured content instead of stringified JSON
case 'get_user': {
  const { id } = GetUserSchema.parse(args);
  const user = await getUserImpl(id);
  return { content: [{ type: 'text', text: JSON.stringify(user) }], structuredContent: user };
}

// 2. Keep timeout alive through JSON parse (move clearTimeout to finally)
async function fetchJson(url, timeoutMs = 8000) {
  const controller = new AbortController();
  const timer = setTimeout(() => controller.abort(), timeoutMs);
  try {
    const res = await fetch(url, { signal: controller.signal });
    if (!res.ok) throw new Error(`HTTP ${res.status} ${res.statusText}`);
    return await res.json();
  } catch (err) {
    if (err.name === 'AbortError') throw new Error('Request timed out');
    throw err;
  } finally {
    clearTimeout(timer);  // single clear, covers all paths incl. slow json()
  }
}

// 3. Make 404 test actually assert error semantics
try {
  const r = await getUserImpl(9999);
  console.log('b) FAIL — expected throw, got', r);
} catch (e) {
  console.log('b) 404 handled -> PASS:', e.message);
}