docs: 2026-04-28 upstream survey — three SPEC-changing pivots
Pre-Phase-G0 research sweep against current Go ecosystem state. Three upstream changes that the day-of SPEC missed: 1. DuckDB Go binding ownership transferred. marcboeker/go-duckdb is deprecated as of v2.5.0 — official maintainer is now github.com/duckdb/duckdb-go/v2 (DuckDB team + Marc Boeker joint hand-off). Current v2.10502.0 / DuckDB v1.5.2. SPEC §3.1 + component table updated. 2. Official Go MCP SDK exists. Switching from mark3labs/mcp-go (community) to github.com/modelcontextprotocol/go-sdk (official, Google collaboration, v1.5.0 stable, 4.4k stars, targets MCP spec 2025-11-25). Component table updated. 3. arrow-go is on v18, not v15. v18.5.2 (March 2026) has parquet encryption fixes relevant for PII-masked safe views. PRD locked stack + SPEC component table updated. Validated unchanged: coder/hnsw (220 stars, active), chi (still the clean-architecture pick over fiber/gin/echo). Surfaced for future use: anthropics/anthropic-sdk-go (official, available for direct Claude calls bypassing opencode if ever needed), duckdb-wasm (browser-side analytics future option), IVF as HNSW fallback if recall gate fails. See docs/RESEARCH_LOG_2026-04-28.md for full survey + sources. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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@@ -23,15 +23,15 @@ Effort scale (one engineer-week = ~40h focused work):
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| Crate | Rust deps that mattered | Go target | Library | Effort | Risk |
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|---|---|---|---|---|---|
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| `gateway` | axum, tokio, tonic, tower | `cmd/gateway` | `chi` + stdlib `net/http` + `google.golang.org/grpc` | **L** | low — Go's strongest domain |
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| `catalogd` | parquet-rs, arrow, sqlite | `cmd/catalogd` | `arrow-go/v15`, `mattn/go-sqlite3` | **L** | low |
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| `catalogd` | parquet-rs, arrow, sqlite | `cmd/catalogd` | `apache/arrow-go/v18`, `mattn/go-sqlite3` | **L** | low |
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| `storaged` | object_store, aws-sdk | `cmd/storaged` | `aws-sdk-go-v2`, `minio-go` for MinIO-specific paths | **M** | low |
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| `queryd` | datafusion, arrow | `cmd/queryd` | `marcboeker/go-duckdb` (cgo) | **HARD** | high — see §3 |
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| `queryd` | datafusion, arrow | `cmd/queryd` | **`duckdb/duckdb-go/v2`** (cgo, official) | **HARD** | high — see §3 |
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| `ingestd` | csv, json, lopdf, postgres | `cmd/ingestd` | stdlib `encoding/csv`, `encoding/json`, `pdfcpu/pdfcpu`, `jackc/pgx/v5` | **L** | low |
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| `vectord` | hora, arrow, hnsw | `cmd/vectord` | `coder/hnsw`, `arrow-go/v15` | **L** | medium — re-validate HNSW recall |
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| `vectord` | hora, arrow, hnsw | `cmd/vectord` | `coder/hnsw`, `apache/arrow-go/v18` | **L** | medium — re-validate HNSW recall |
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| `vectord-lance` | lance | **DROPPED** | n/a | n/a | n/a — Parquet+HNSW only |
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| `journald` | parquet, arrow | `cmd/journald` | `arrow-go/v15` | **M** | low |
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| `aibridge` | reqwest | library | `net/http` + connection pool | **S** | low |
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| `validator` | parquet, custom | library | `arrow-go/v15` parquet reader | **M** | low — port the 24 unit tests as gates |
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| `journald` | parquet, arrow | `cmd/journald` | `apache/arrow-go/v18` | **M** | low |
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| `aibridge` | reqwest | library | `net/http` + connection pool · `anthropics/anthropic-sdk-go` available for direct Claude calls (currently routed via opencode) | **S** | low |
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| `validator` | parquet, custom | library | `apache/arrow-go/v18` parquet reader | **M** | low — port the 24 unit tests as gates |
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| `truth` | tomli, custom DSL | library | `pelletier/go-toml/v2` | **M** | low |
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| `proto` | tonic-build | `proto/` + `protoc-gen-go` | `buf` + `protoc-gen-go-grpc` | **S** | low |
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| `shared` | serde, anyhow | library | stdlib `encoding/json`, `errors` | **S** | low |
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@@ -47,7 +47,7 @@ one engineer; 6–8 weeks for two).
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| TS surface | Current location | Go target | Library | Effort | Risk |
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|---|---|---|---|---|---|
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| `mcp-server/index.ts` | Bun, :3700 | `cmd/mcp` | `mark3labs/mcp-go` (Go MCP SDK) | **L** | medium — MCP semantics |
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| `mcp-server/index.ts` | Bun, :3700 | `cmd/mcp` | **`modelcontextprotocol/go-sdk`** (official Go SDK, v1.5.0, Google-collab) | **L** | medium — MCP semantics |
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| `mcp-server/observer.ts` | Bun, :3800 | `cmd/observer` | stdlib `net/http`, `slog` | **M** | low |
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| `mcp-server/tracing.ts` | Bun, Langfuse client | library | `go.opentelemetry.io/otel` + Langfuse Go client (or hand-roll) | **M** | low — Langfuse Go OSS support varies |
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| `auditor/*.ts` | TS, runs as systemd | `cmd/auditor` | stdlib + `gitea API client` | **L** | medium — auditor cross-lineage logic is intricate |
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@@ -64,7 +64,13 @@ one engineer; 6–8 weeks for two).
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### §3.1 — Query engine (DuckDB via cgo)
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**Library:** `marcboeker/go-duckdb` — Go bindings via cgo.
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**Library:** `github.com/duckdb/duckdb-go/v2` — official Go bindings via
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cgo. (Replaces the legacy `marcboeker/go-duckdb`, which was deprecated
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when the DuckDB team and Marc Boeker jointly relocated maintenance to
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the DuckDB org at v2.5.0. Migration is a one-line `gofmt -r` rewrite of
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import paths.) Current version v2.10502.0 (April 2026), DuckDB v1.5.2
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compat. Statically links default extensions: ICU, JSON, Parquet,
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Autocomplete.
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**API shape** (replaces the DataFusion `SessionContext` pattern):
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```go
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