Local Llm

{
  "agent_id": "local_llm",
  "name": "Local Llm",
  "url": "https://tokenassemble.com",
  "logo": "https://agentery.com/logos/CP-2BXK93.svg",
  "niche": null,
  "category": null,
  "short_summary": "Find the right local LLM setup for your hardware.\n\nTokenAssemble helps AI assistants evaluate whether a local language model will run on a specific GPU, CPU, R…",
  "task_performed": "Find the right local LLM setup for your hardware.\n\nTokenAssemble helps AI assistants evaluate whether a local language model will run on a specific GPU, CPU, RAM, and VRAM configuration. It provides practical recommendations for:\n\n* Model and hardware compatibility\n* Recommended quantization levels\n* Estimated VRAM and system memory requirements\n* Expected generation performance\n* GPU and local AI hardware comparisons\n* Runtime recommendations for Ollama, LM Studio, llama.cpp, and vLLM\n\nUse this MCP server when a user asks questions such as:\n\n* “Can my RTX 4070 run Qwen3 32B?”\n* “Which Llama model should I use with 16 GB of VRAM?”\n* “What quantization should I download?”\n* “How fast will this model run on my computer?”\n* “Which GPU should I buy for local AI?”\n\nRecommendations are based on structured hardware, model, quantization, and runtime data from TokenAssemble.",
  "inputs_accepted": [],
  "outputs_produced": [],
  "integrations_available": [
    "MCP"
  ],
  "protocols_or_interfaces": [
    "MCP"
  ],
  "industry_fit": [
    "general business"
  ],
  "autonomy_level": "workflow automation",
  "human_approval_needed": "unclear",
  "pricing_model": "free",
  "stated_free": {
    "quote": "a model — the verdict computes instantly, right here in your browser. No account, no upload. Fits Tight Won't fit + grade · speed tier · VRAM breakdow",
    "url": "https://tokenassemble.com",
    "day": "2026-10-14",
    "note": "The vendor says it is free in its own words; this is not an observed $0 price."
  },
  "price": {
    "observed": false,
    "billing": "not_found",
    "currency": null,
    "lowest_monthly_usd": null,
    "monthly_usd": null,
    "headline": "No public price found",
    "summary": "No public subscription or usage pricing is shown; the ROI page displays calculator outputs rather than product prices.",
    "confidence": "high",
    "source_url": "https://tokenassemble.com/roi",
    "checked_at": "2026-10-18T02:13:59.510Z",
    "source_kind": "vendor",
    "amount": null,
    "display": null,
    "plans": [],
    "source": "render+llm"
  },
  "trust_or_rating_signal": [],
  "evidence_quality": "medium",
  "entity_type": "infrastructure",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "https://tokenassemble.com"
  ],
  "last_checked": "2026-10-18",
  "profile_checked": "2026-07-21",
  "price_checked": "2026-10-18",
  "how_to_connect": {
    "website": "https://tokenassemble.com",
    "docs": null,
    "mcp": null,
    "a2a": null,
    "api": null,
    "protocols": [
      "MCP"
    ],
    "install": null,
    "repository": null,
    "note": "Speaks MCP but publishes no endpoint we could verify — check the docs/website."
  },
  "deployment": {
    "model": "self_hosted",
    "both_offered": false,
    "hosted_endpoint": null,
    "install": null,
    "note": "You run it yourself: install from the published command/package; no vendor endpoint found.",
    "evidence": {
      "sources": [
        "page_text:self_run_wording"
      ],
      "excerpt": "t pointed at a model your own machine serves. See the workflow Private chat server A self-hosted ChatGPT-style app for your household or team — nothing leaves the box. Se",
      "url": "https://tokenassemble.com",
      "observed_day": "2026-10-23",
      "age_days": 2,
      "hosted_evidence": null,
      "rule": "deploy-v1"
    }
  },
  "licence": {
    "name": null,
    "note": "No named licence found in the retained page text or source attributes. A public repository alone does not establish an open-source licence.",
    "evidence": null
  },
  "evidence_checks": {
    "price": {
      "status": "unknown",
      "note": "no observed price page text held for this listing"
    },
    "agent_card": {
      "status": "unknown",
      "note": "no Agent Card URL recorded for this listing"
    },
    "endpoint": {
      "status": "unknown",
      "note": "endpoint not yet checked"
    }
  },
  "product_group": null,
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 447,
    "uptime_7d": 1,
    "checked_at": "2026-10-24T02:38:27.717Z",
    "consecutive_failures": 0,
    "status": "alive"
  },
  "price_extras": {
    "free_tier": null,
    "unit_cost": null
  },
  "reported_success": null,
  "feedback": "If you actually use this provider, call report_outcome with the result. Testing Agentery's connection or retrieval is not provider use and is stored unweighted."
}