KB Assistant

{
  "agent_id": "kb_assistant",
  "name": "KB Assistant",
  "url": "https://github.com/Tugce-hub/kb-assistant",
  "logo": "https://github.com/Tugce-hub.png?size=200",
  "niche": null,
  "category": null,
  "short_summary": "Permission-aware RAG assistant for GitHub documentation and code. Combines BM25, vector search, and reranking, with citations, ACL enforcement, PII redaction,…",
  "task_performed": "unclear",
  "inputs_accepted": [],
  "outputs_produced": [],
  "integrations_available": [],
  "protocols_or_interfaces": [],
  "industry_fit": [],
  "autonomy_level": "unclear",
  "human_approval_needed": "unclear",
  "pricing_model": "unclear",
  "price": {
    "observed": true,
    "billing": "usage",
    "source_kind": "vendor",
    "currency": "USD",
    "lowest_monthly_usd": null,
    "monthly_usd": null,
    "headline": "$0 per query (usage-based)",
    "commercial": {
      "rates": [
        {
          "line": "Local LLM (Ollama)",
          "per": "per query",
          "text": "$0 per query"
        }
      ],
      "currency": "USD",
      "lines": [
        {
          "name": "Local LLM (Ollama)",
          "price": "$0 per query",
          "kind": "usage_rate",
          "unit": "query",
          "billed": "usage"
        }
      ]
    },
    "summary": "$0 per query (usage-based). The repository states that queries cost $0 when using a local LLM through Ollama; no hosted or subscription pricing is shown.",
    "confidence": "medium",
    "source_url": "https://github.com/Tugce-hub/kb-assistant",
    "checked_at": "2026-10-26T02:39:33.682Z",
    "amount": null,
    "display": null,
    "plans": [
      {
        "name": "Local LLM (Ollama)",
        "price": "$0 per query",
        "usage": true,
        "period": "usage",
        "persona": "free",
        "highlights": [
          "Uses a local LLM with Ollama",
          "The page states $0 per query"
        ],
        "promo_note": null,
        "price_promo": null,
        "price_annual": null
      }
    ],
    "source": "render+llm"
  },
  "trust_or_rating_signal": [],
  "evidence_quality": "unclear",
  "entity_type": "mcp_server",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "https://github.com/Tugce-hub/kb-assistant"
  ],
  "last_checked": "2026-10-26",
  "profile_checked": null,
  "price_checked": "2026-10-26",
  "how_to_connect": {
    "website": "https://github.com/Tugce-hub/kb-assistant",
    "docs": null,
    "mcp": null,
    "a2a": null,
    "api": null,
    "protocols": [],
    "install": "pip install httpx[http2] komutunu kullanarak httpx paketini güncellemen",
    "repository": "https://github.com/Tugce-hub/kb-assistant"
  },
  "deployment": {
    "model": "both",
    "both_offered": true,
    "hosted_endpoint": null,
    "install": "pip install httpx[http2] komutunu kullanarak httpx paketini güncellemen",
    "note": "Offered both ways: a vendor-hosted endpoint AND a self-run install are documented.",
    "evidence": {
      "sources": [
        "glama:hosting:hybrid",
        "glama:spdxLicense",
        "page_text:hosted",
        "page_text:install"
      ],
      "excerpt": "laude Code python -m kbassist.mcp_server --http 8765 # or serve it over streamable HTTP python scripts/mcp_smoke_test.py # end-to-end c",
      "url": "https://github.com/Tugce-hub/kb-assistant",
      "observed_day": "2026-10-25",
      "age_days": 1,
      "hosted_evidence": "wording: \"streamable HTTP\"",
      "rule": "deploy-v1"
    }
  },
  "licence": {
    "name": "MIT License",
    "note": "Named licence as published; applies to the code, not to where it runs.",
    "evidence": "glama:spdxLicense",
    "observed_day": "2026-10-25",
    "age_days": 1
  },
  "evidence_checks": {
    "price": {
      "source_url": "https://github.com/Tugce-hub/kb-assistant",
      "last_observed_day": "2026-10-25",
      "age_days": 1,
      "verified_day": "2026-10-25",
      "note": "verified = the page-text gate ran for that scan day (day-before/day-of text check)"
    },
    "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": 941,
    "uptime_7d": 1,
    "checked_at": "2026-10-26T02:38:12.545Z",
    "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."
}