Governs how the OpenBot browser app reads and writes server data — every request goes through client in app/src/lib/client.ts, every read is a queryOptions factory in app/src/lib/ /queries.ts, every write is a mutationOptions factory in app/src/lib/ /mutations.ts, and components consume them through…
The default layout for every OpenBot configuration screen — PageShell and its prose/wide widths, PageSection and PageRows, Item row composition, the settings-row pattern where a summary and a chevron open a dialog, and the size and variant vocabulary. This is what a new screen looks like unless an instruction says…
Debug haiku.rag evaluation runs in Logfire. Use when asked to look at Logfire for an eval run, find failing or low-scoring eval cases, compare runs, check citation quality (citedmap) or judge pass rate (answerequivalent), or explain why an eval case failed. Drives the Logfire MCP against the evals service, or the…
Debug haiku.rag ingestion in Logfire. Use when asked to look at Logfire for ingestion, find failed or dead ingestion jobs, investigate retries or circuit-breaker events, trace a document through convert/chunk/embed/store, find which docling-serve instance served a request, spot slow conversions, or tell concurrent…
A release checklist for the ccdb project, including version changes, changelog updates, a release branch, and a pull request. A changelog records what changed between software versions.
Build, register, and wire up a Foundry Hosted Agent end-to-end on Azure: build the container to ACR, register a hosted-agent version with the azure-ai-projects SDK, grant least-privilege RBAC, configure the CopilotKit runtime App Service, and verify through the Static Web App. Use when deploying or redeploying a…
Author a Microsoft Agent Framework (.NET) agent that is hosted as a Foundry Hosted Agent and speaks AG-UI over the invocations protocol. Use when building, refactoring, or reviewing a .NET agent that must run as a Foundry Hosted Agent and drive a CopilotKit / AG-UI frontend. WHEN: "build a Foundry hosted agent"…
Natively ingest a Jellyfin library into the epistemic-graph knowledge graph via the jellyfin-mcp MCP server — push library items as typed :MediaAsset/:Book nodes with :hasGenre/:performedBy/:authoredBy links and item overviews as searchable :Document nodes (jellyfiningestlibrary), and item posters as content-addressed…
Browse and search a Jellyfin media library via the jellyfin-mcp MCP server — list library items (movies, series, episodes, audio, books), fetch one item by id, walk collections and user views, and run search hints with the domain-typed jellyfinlibrary tool. Use when the agent must find or enumerate catalog items…
Stream and control Jellyfin playback and browse music via the jellyfin-mcp MCP server — list artists, albums, and music genres, resolve audio/video streams, manage playlists, and drive playstate (play, mark played, report progress) with the domain-typed jellyfinmedia tool. Use when the agent must start or control…
Read-only analytics on a DocumentDB (MongoDB-compatible, PostgreSQL-backed) collection via the documentdb-mcp MCP server — run aggregation pipelines ($match/$group/$sort/…) and fetch distinct field values. Use when the agent must summarize, group, or profile documents rather than fetch individual rows. Do NOT use for…
Database, collection, and user administration on a DocumentDB (MongoDB-compatible, PostgreSQL-backed) server via the documentdb-mcp MCP server — list/create/drop/rename databases and collections, and manage database users and their roles. Use when the agent must provision or tear down namespaces, enumerate the…
Document create/read/update/delete operations on a DocumentDB (MongoDB-compatible, PostgreSQL-backed) collection via the documentdb-mcp MCP server — insert one/many, find with filter/sort/skip/limit, update/replace one/many, delete, count, and the atomic find-and-modify variants. Use when the agent must read or mutate…
Browse and manage Nextcloud files and folders over WebDAV via the nextcloud-agent MCP server — list a directory, read/download a file, upload, create/delete/move/copy, and read properties. Use when the agent must navigate a Nextcloud file tree, fetch a document's bytes, or reorganize storage. Do NOT use for sharing…
Natively ingest Nextcloud files into the epistemic-graph knowledge graph via the nextcloud-agent MCP server — fetch a file over WebDAV and store its raw bytes as a content-addressed :Blob/:AssetOccurrence plus its extracted text (pdf/office/txt or image OCR) as a linked :Document. Use when the agent must make a…