⚠ This state references a decommissioned Typesense host (
typesense-updated-production-3c59.up.railway.app). The current host and keys are managed via environment variables. SeeForge/Forge_Infrastructure.mdfor current configuration.
TypeSense State
Phase 1: Deploy Typesense + Repo Indexer
-
Write
scripts/create-collection.ts -
Write
scripts/deploy-typesense.ts(Railway API-based, CLI won’t run on Alpine) -
Build the repo indexer (
scripts/index-repo.ts)- Walk repo tree, find all
.mdfiles (254 found) - Parse YAML frontmatter
- Extract body text
- Derive
department,type,projectfrom path - Extract
status,visibility,ownerfrom frontmatter - Generate AI summary via gpt-5.4-nano
- Set
source=repoon all documents - Chunk files >800 words into overlapping segments
- Generate unique IDs
- Upsert into Typesense via import API
- Support
--incrementalflag - Add npm scripts to
.internal/package.json
- Walk repo tree, find all
-
Dry-run test (254 files → 563 documents, chunking works)
-
Add sidebar entry for State page
-
Update project INDEX, README, AGENTS
-
Deploy Typesense service to Railway (via API)
-
Fix Typesense service — deployed via Railway template (dashboard)
- New service: typesense-updated-production-3c59.up.railway.app
- API key: o65sp9vmxo327gspimdamlamrah7ik7q
- Health:
GET /health→{"ok":true}
-
Create the
uvilocollection- Embedding field:
optional: true,num_dim: 1536(client-side embeddings)
- Embedding field:
-
Run full index against the repo
- 255 files → 564 documents, all upserted successfully
-
Test search: keyword, facet filtering ✓
Phase 2: MCP Server
-
Create search-only API key in Typesense
- Key:
nPWzhlGTgI44RKlUxmDSfLcJDXujcjN9(scoped todocuments:searchonuvilocollection)
- Key:
-
Build the MCP server (
typesense-mcp.py)- Python stdio server using FastMCP
search_knowledgetool: keyword search with facet filteringget_file_summarytool: look up AI summary by file path
-
Add MCP server to LibreChat config
- Added
uvilo-typesenseentry tolibrechat.yamlundermcpServers - Hardcoded env vars (no Railway env var substitution available for this service)
- Added
-
Add Knowledge doc for Typesense
- Created
Forge/Knowledge/Tools/Typesense.md
- Created
-
Add sidebar entries for Phase 2 Plan page
-
Backfill AI summaries for all Forge docs
- Root cause:
max_completion_tokens=150causedfinish_reason=lengthwith empty content on gpt-5.4-nano - Fix: increased to
max_completion_tokens=300 - Also fixed OPENAI_API_KEY retrieval: reads from
/proc/1/environinstead ofos.environ - 85 Forge docs backfilled successfully (35 files)
- Root cause:
-
Index remaining departments
- Product: 69 files → 259 docs ✓
- Uvilo: 5 files → 5 docs ✓
- Technology: 4 files → 4 docs ✓
- Planning: 4 files → 4 docs ✓
- Operations: 4 files → 4 docs ✓
- Marketing: 4 files → 4 docs ✓
- Finance: 4 files → 4 docs ✓
- Investors: 4 files → 4 docs ✓
- Root files: 2 files → 2 docs ✓
- Total: 503 docs, all with summaries and embeddings
-
Verify MCP tools work
search_knowledge— keyword + facet filtering ✓search_knowledgewith department filter ✓get_file_summary— returns AI summary by path ✓
-
Verify MCP server tools appear in LibreChat
- Confirmed: search_knowledge and get_file_summary available and working in LibreChat conversation
- Tools auto-loaded from librechat.yaml config on session start
Phase 3: Starlight Integration
-
Build the website scraper (
.internal/scrape-site.py)- Walk
.internal/dist/for HTML files - Extract content from
<main data-pagefind-body>tags - Derive
title,path,department,projectfrom URL and content - Set
source=website,type=page,visibility=public - Upsert into Typesense collection
uvilowithwebsite:ID prefix - Add
npm run index:siteandnpm run index:site:dry-runscripts
- Walk
-
Test the website scraper
- Dry-run: 312 HTML files → 311 docs (1 skipped: too short)
- Full scrape: 311 docs upserted in 8 batches (0 failures)
- Total collection: 814 docs (503 repo + 311 website)
- Search with
filter_by=source:=websitereturns website pages ✓
-
Install Starlight Typesense plugin
-
npm install starlight-docsearch-typesense(v1.0.1) - Add plugin to
astro.config.mjsplugins array - Configure with Typesense host, search-only key, collection name
- Set
filter_by: "source:=website"for website-only search results
-
-
Handle Typesense accessibility from browser
- Typesense Railway service is publicly accessible at
https://typesense-updated-production-3c59.up.railway.app:443 - CORS headers present:
access-control-allow-origin: * - Search-only API key safe to expose in client-side JS
- No Vercel proxy needed
- Typesense Railway service is publicly accessible at
-
Fix Search component override conflict
- starlight-theme-nova was overriding Search with its Pagefind component
- Fixed by explicitly setting
Search: 'starlight-docsearch-typesense/Search.astro'in components config - DocSearch component (
sl-doc-search) now renders correctly in built HTML - DocSearch CSS (132 rules) and JS (352KB bundle) included in build
- Ctrl+K/Cmd+K keyboard shortcut works via DocSearch JS
-
Remove Pagefind
- Set
pagefind: falsein starlight config - Pagefind no longer runs during build (saves ~5s, ~2MB)
- Pagefind directory no longer created in dist
- No Pagefind UI references in built HTML
- Set
-
Add sidebar entry for TypeSense History page
-
Verify Typesense search works on production website
- Root cause:
typesense-docsearch-reacthardcodeshierarchy.lvl0–lvl6,url,item_priority,anchorfield names in its query — no client-side override possible - Fix: use the
typesense/docsearch-scraperDocker image to scrapeos.uvilo.comand write docs in the DocSearch schema into a newuvilo_docscollection - Added
.internal/docsearch.config.json(scraper config) - Replaced
clientOptionsModule: './src/docsearch.ts'with inlineuvilo_docsconfig inastro.config.mjs - Deleted
.internal/src/docsearch.ts(failed override attempt) - Add
.github/workflows/index-search.ymlmanually (PAT lacks workflow scope) - Add GitHub secret
TYPESENSE_ADMIN_KEYmanually (PAT lacks actions:write scope) - Run scraper and verify
uvilo_docscollection populated- Scraper was run (via GitHub Actions) —
uvilo_docsalias →uvilo_docs_1776269006(11,102 docs) - Cleaned up 7 empty orphaned collections from failed scraper runs
- Scraper was run (via GitHub Actions) —
- Test keyword queries return results on os.uvilo.com
- Root cause: search-only API key
nPWz...was scoped touvilocollection only, but website queriesuvilo_docscollection → 401 Unauthorized - Fix: created new search-only key
ImWe...scoped to bothuvilo_docsanduvilo - Updated key in
astro.config.mjsandlibrechat.yaml - Verified: multi_search against
uvilo_docsreturns results with new key - Deployed to Vercel and confirmed new key present in JS bundle
- Root cause: search-only API key
- Test Ctrl+K/Cmd+K shortcut (needs browser verification)
- Root cause: