{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_jsh5mq9tj2u6","handle":"kx-mcp-kdbai","url":"https://wellknown.network/agents/kx-mcp-kdbai","links":{"self":"https://wellknown.network/agents/kx-mcp-kdbai/record.json","html":"https://wellknown.network/agents/kx-mcp-kdbai","markdown":"https://wellknown.network/agents/kx-mcp-kdbai/record.md","api":"https://wellknown.network/api/v1/agents/kx-mcp-kdbai","status":"https://wellknown.network/api/v1/agents/kx-mcp-kdbai/status","claim":"https://wellknown.network/agents/kx-mcp-kdbai/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/kx-mcp-kdbai/claim.json","badge":"https://wellknown.network/agents/kx-mcp-kdbai/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/kx-mcp-kdbai/history","tools":"https://wellknown.network/api/v1/agents/kx-mcp-kdbai/tools"},"ard":{"identifier":"urn:air::server:kx-mcp-kdbai","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"kx-mcp-kdbai","summary":"KDB.AI backend extension (bundle) for the kx-mcp composition container — exposes build_server() -> FastMCP","description":"# kx-mcp-kdbai — KDB.AI backend\n\nThe KDB.AI backend extension (bundle) for the [KX MCP composition container](https://github.com/KxSystems/kx-mcp-server-container). It\nexposes database/table introspection, structured query, and vector + hybrid search over a KDB.AI\nservice via the [`kdbai-client`](https://pypi.org/project/kdbai-client/) SDK, and is packaged as a\nstandard container bundle: a package exposing `build_server() -> FastMCP`, mounted under the `kdbai`\nnamespace.\n\nIt is **mount-only**: the composition container (`kx-mcp-core`) owns transport/host/port, so the\nbundle has no standalone server of its own — `build_server()` just returns a configured FastMCP to\n`mount()`. Run it via the container: `uv run kx-mcp --bundles kdbai`.\n\n> The bundle connects to a **KDB.AI** service. Unlike the kdb-x backend, it does **not** require a\n> PyKX license — `kdbai-client` owns connectivity (qIPC or REST).\n\n## Table of contents\n\n- [Prerequisites](#prerequisites)\n- [KDB.AI setup](#kdbai-setup)\n- [Configuration](#configuration)\n- [Configure embeddings](#configure-embeddings)\n- [Capabilities](#capabilities)\n- [Running the backend](#running-the-backend)\n- [Troubleshooting](#troubleshooting)\n\n## Prerequisites\n\n- **A reachable KDB.AI Server** on a host and port the MCP server can reach. The bundle's default is\n  **`127.0.0.1:8082`** in **`qipc`** mode; selecting `rest` without an explicit port uses\n  **`127.0.0.1:8081`**. See the\n  [KDB.AI documentation](https://code.kx.com/kdbai/latest/) to install / run a server.\n- **[UV](https://docs.astral.sh/uv/getting-started/installation/)** to run the server.\n- **`kdbai-client>=2.0.0`** (pulled in automatically with this bundle). The MCP host needs no\n  `QLIC` / PyKX license; the KDB.AI Server deployment owns its own licensing.\n\n## KDB.AI setup\n\nStart (or point at) a KDB.AI Server, then configure the endpoint via `KDBAI_DB_*` (below); running the\ncontainer with this bundle performs its eager mount-time pre-flight. Static credentials and\n`se…","publisher":null,"homepage":"https://github.com/KxSystems/kx-mcp-server-container","repository":"https://github.com/KxSystems/kx-mcp-server-container/blob/main/CHANGELOG.md","version":"0.5.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:kx-mcp-kdbai","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":0.825,"provenance":"derived"},{"slug":"data.database","name":"Databases","confidence":0.791,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.768,"provenance":"derived"}],"categories":["data","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"kx-mcp-kdbai","registry":"pypi","observedAt":"2026-11-09T12:23:59.311Z","publishedAt":"2026-10-01T19:29:19.627601Z","latestVersion":"0.5.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"kx-mcp-kdbai","url":"https://pypi.org/project/kx-mcp-kdbai/","firstSeenAt":"2026-09-09T23:24:48.723Z","fetchedAt":"2026-11-09T12:23:01.593Z","normalizedAt":"2026-11-09T12:23:01.593Z"}]},"firstSeenAt":"2026-09-09T23:24:48.723Z","updatedAt":"2026-11-09T12:23:59.311Z"}