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Snapshot Sep 30, 2026 · 23:09 UTC · version 1.0.0
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{
"description": "Versioned SDK references for building GoodMem into applications, in Python (goodmem), TypeScript (@pairsystems/goodmem), Java (ai.pairsys:goodmem-java), or .NET (PairSystems.Goodmem.Client). Use only when the user explicitly asks to write code that integrates GoodMem — spaces, ingestion, semantic retrieval, RAG pipelines. Default to Python unless they choose another language. Not for adding an embedder, reranker, or LLM to the user's own GoodMem instance — that is a one-time console link; follow using-goodmem-memory.",
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"name": "goodmem-sdk",
"skill_md_contents": "---\nname: goodmem-sdk\ndescription: Versioned SDK references for building GoodMem into applications, in Python (goodmem), TypeScript (@pairsystems/goodmem), Java (ai.pairsys:goodmem-java), or .NET (PairSystems.Goodmem.Client). Use only when the user explicitly asks to write code that integrates GoodMem — spaces, ingestion, semantic retrieval, RAG pipelines. Default to Python unless they choose another language. Not for adding an embedder, reranker, or LLM to the user's own GoodMem instance — that is a one-time console link; follow using-goodmem-memory.\n---\n\n# GoodMem SDK\n\nUse this skill for explicitly requested application code, scripts, or integrations.\nUse Python unless the user chooses another language. Setting up a model in the\nuser's own instance is a console task: follow `using-goodmem-memory` and\n`goodmem_console_setup`.\n\nGoodMem stores memories inside spaces and chunks/embeds content for semantic\nretrieval, with optional reranking or LLM answers. SDKs wrap `{base_url}/v1`,\nusing an `x-api-key` header with a `gm_…` key. Registering a known model through\nthe SDK's convenience API auto-fills provider, endpoint, and dimensionality.\nUse space keys (`space_keys` in Python) for per-space filters and embedder weights;\nPython's `stream=False` collects retrieval events instead of streaming them.\n\n## Read only the relevant reference\n\n1. Open the chosen language overview below. Use its tested example for a common\n workflow, or choose a namespace and operation from the linked indexes.\n2. Read the operation page for exact signatures, behavior, and overload notes.\n3. Open request-model pages for the arguments being constructed. Follow nested\n type links only for fields being used; optional fields do not require reading\n their entire model graph.\n\nWhen search is available, search for the exact method or type name within the\nchosen language directory. Do not concatenate reference directories or load\nother languages. Small linked indexes provide the same navigation without shell\naccess.\n\n- [Python](references/python.md)\n- [TypeScript](references/typescript.md)\n- [Java](references/java.md)\n- [.NET](references/dotnet.md)\n\nEach overview identifies the supported published SDK version. Server guidance\nassumes GoodMem **1.0.320 or later**; older servers may lack APIs. Inspect an\nexisting application's installed version before reusing signatures, and do not\nsilently upgrade it. Read credentials from environment/configuration.\n\n## Shared behavior\n\n- **Spaces need an embedder.** Reuse or register one before creating a space.\n Current APIs use access policies; space creation has no public-read flag.\n- **Ingestion is asynchronous.** After creation, poll until `COMPLETED`, stop on\n `FAILED`, and enforce a deadline before retrieval. Unindexed memories are\n invisible to search.\n- **Retrieval is scoped and streamed.** Select the intended spaces and filters.\n Optional rerankers reorder passages; an LLM can generate an answer. Preserve\n usable passages when synthesis fails and report warnings or partial coverage.\n- **Revocation is permanent.** API-key `status=INACTIVE` and DELETE perform the\n same revocation. Issue a replacement key; revoked keys cannot become ACTIVE.\n Revocation requires `DELETE_API_KEY`; label edits require `UPDATE_API_KEY`.\n- **Protect credentials.** Provider error bodies can include secrets; do not\n log them or expose them in user-facing responses.\n- **OCR requires Enterprise.** On other instances, ingest document text/PDF\n memories instead of calling the OCR namespace.\n"
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