Croissant Le Doux 4f35dcdb8d feat(profiler): Stage 4 grounded research profiler — cited profiles replace NTEE stubs
profileOrgs (nightly 05:45, 25/run, easy-win orgs best-first per the
plan's coarse-match-gates-profiling rule): two-pass Gemini flash —
Google Search-grounded research (groundingMetadata = citation universe)
then JSON-schema extraction citing only from it. Overwrites the stub
profile (mission/programs/geography/funders/staff/news/sources/
confidence); re-embeds mission fit from researched text unless identity
unconfirmed or confidence <0.5 (then the NTEE embedding stays —
unverified research must not steer scoring). Detail page renders
researched programs w/ source links, funders, staff.

Fixes: org_profiles.confidence is float4 — 0.2 stores as 0.20000000298
so 'confidence <= 0.2' excluded every stub (epsilon comparison); RR7
loader serialization turns unknown into never (hoisted casts).

Live: 55 orgs profiled (41 research-grade, 2 low-confidence, 0 failed).
Scoring effect verified both directions: Annie's Angels x NIH mammalian
models fit 19->12; Seacoast Pathways x Foundation for Seacoast Health
fit 25/30 — and the researched knownFunders independently names that
funder. 161 tests green.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-17 00:08:12 -04:00

HelmDocs Grant-Match Outreach Engine

Automated pipeline that matches open grants to NH nonprofits, then runs a personalized email drip whose success metric is a booked demo call. The grant match is the lead magnet — match accuracy is the prime engineering directive.

Architecture doc: docs/plan.md. Build plan and phase status: ~/.claude/plans/helmdocs-outreach.md.

Relationship to novelpad-desktop

This repo deliberately mirrors the novelpad-desktop stack so a future merge is a directory move, not a rewrite:

  • Yarn 4.5.0 + Turbo monorepo, Node 22.16 (volta), TypeScript ^5.9.3
  • Postgres + pgvector + Drizzle (0.44.6, pinned via resolutions), actions/queries pattern
  • DBOS for durable jobs/cron (worker-app pattern)
  • @google/genai on Vertex; embeddings gemini-embedding-001 @ 1536 dims (identical to HelmDocs RAG — never mix embedding models)
  • React Router v7 for the review UI

Merge rules: all packages stay in the @novelpad/ scope with names that never collide with novelpad-desktop workspaces (outreach-*). Files copied from novelpad-desktop carry a provenance header (source path @ commit) — diff against origin at merge time. No live code sharing; drift is fixed at merge, by design.

Boundary: separate repo and separate Postgres on purpose — outreach tooling and sourced contact data stay outside the compliance-scoped product repo/DB.

Workspaces

Workspace Purpose
packages/config Shared tsconfig/tailwind base (copied from novelpad-desktop)
packages/outreach-core Drizzle schema (grants, orgs, profiles, contacts, matches, pipeline_events), actions/queries, hard gates
packages/outreach-ai Gemini client, embeddings, org-profiler + mission-fit-judge agents
apps/outreach-worker DBOS executor: ingestion crons, expiry sweep, scoring runs, Apollo sync
apps/outreach-review Human review queue (RR7). No auth by design — run behind IAP/localhost

Development

yarn install
yarn build
yarn typecheck
yarn test

Migrations: yarn create:migration <name> inside packages/outreach-core (server-only — no client DB in this repo).

Local infrastructure

docker-compose.yml mirrors novelpad-desktop's compose conventions (pgvector image, healthcheck-gated startup), trimmed to this repo: Postgres 16 + pgvector on host port 54341 (novelpad's stacks use 54321/54331 — all three run side by side), plus worker and review services built from the root multi-stage Dockerfile (same image, different command — the novelpad website/auth pattern).

docker compose up -d postgres     # just the database
DATABASE_URL=postgresql://postgres:password@localhost:54341/helmdocs_outreach \
  yarn workspace @novelpad/outreach-core migrate
docker compose up -d              # full stack (worker + review UI on :3100)

Migrations always run from the host — drizzle-kit is a devDependency and deliberately absent from the production image. The DBOS system schema initializes itself into the same database on worker boot (the dbos schema; ignore the misleading *_dbos_sys URL in DBOS's boot log — the shared pool override wins).

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