rene/transceiver-db
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity
36 Commits 5 Branches 9 Tags
Commit Graph

36 Commits

This Branch
This Branch
All Branches
Author SHA1 Message Date
Rene Fichtmueller
eec42e4818 feat: wire 10-step FO Blog Pipeline into blog generation route 
Replaces old 2-pass pipeline with full Flexoptix Style 10-step generation:
1. Topic Expansion (real scenarios + wrong assumptions)
2. Angle Selection (single strong angle + audience)
3. Outline Generation (decision-driven, no generic sections)
4. Master Draft (Flexoptix voice, 2000+ words)
5. Reality Injection (failure scenarios, operational pain)
6. Technical Deepening (specific optics, power, density)
7. Opinion Layer (clear positions, no neutrality)
8. Kill AI Tone (remove all AI fingerprints)
9. QA Check (technical accuracy verification)
10. Quality Score (1-10 auto-rating, saved as self-feedback)

Feedback loop active:
- Accumulated feedback injected into system prompt
- Auto QA scores saved to blog_feedback table
- Training data export via GET /api/blog/feedback/training-data
 2026-03-31 09:16:23 +02:00
Rene Fichtmueller
d1d23ce31d feat(v0.2.1): data confidence tracking + validation + blog feedback system 
- Migration 016: data_confidence column (vendor_verified/enriched_estimated/scraped_unverified)
- Migration 015: blog_feedback table with 8 quality scores + free text
- Validation script: 8 physics-based rules (wavelength↔fiber, reach plausibility, power limits)
- Blog feedback API: POST /api/blog/:id/feedback + training data export
- FO Blog Pipeline v3: 10-step Flexoptix Style prompts (Less bullshit. More engineering.)
- Auto-fix: wavelength↔fiber mismatches corrected automatically
 2026-03-31 09:12:37 +02:00
Rene Fichtmueller
cd90d22762 feat: spec enrichment script — fills 4,400+ products with fiber/connector/wavelength/power/reach 
Coverage improvement:
- fiber_type: 44% → 97%
- connector: 19% → 96%
- wavelengths: 23% → 96%
- reach_meters: 42% → 93%
- power_consumption_w: 6% → 79%
 2026-03-31 09:02:10 +02:00
Rene Fichtmueller
531e25b327 chore: bump version to 0.2.0 in health endpoint 2026-03-31 08:59:00 +02:00
Rene Fichtmueller
1f8176bf8e fix: UUID cast in datasheet routes — use slug-first lookup 2026-03-31 08:58:26 +02:00
Rene Fichtmueller
24a9eba9ce feat(v0.2.0): datasheets + adoption roadmap + all routes registered 
- GET /api/datasheets/transceiver/:id — Full datasheet with power budget, pricing, compatibility, HTML export
- GET /api/datasheets/switch/:id — Switch datasheet with compatible transceivers
- GET /api/adoption — Full technology roadmap with maturity indicators
- GET /api/adoption/:technology — Detailed adoption analysis, migration paths, risks, timelines
- All v0.2.0 routes registered in index.ts
 2026-03-31 08:57:03 +02:00
Rene Fichtmueller
a69acc4588 feat(v0.2.0): Sales Intelligence Engine — Phase 0+A 
New API routes:
- GET /api/finder — Switch→Flexoptix transceiver finder with FlexBox coding
- GET /api/competitor-alerts — Competitor intelligence (price changes, new products, stock)
- GET /api/forecast/:technology — Sales forecast 3/9/12/18 months + buy/wait/hold signal
- POST /api/transport/plan — Transport system planner (city→city BOM with fiber providers)

New MCP tools:
- find_flexoptix_for_switch — Customer switch → Flexoptix products
- get_competitor_alerts — Competitor monitoring
- plan_transport — Network transport planning
- forecast_sales — Volume/revenue prediction
- generate_blog — Enhanced blog generation

New DB tables (migration 013):
- competitor_alerts, price_changes, flexoptix_product_map
- sales_forecasts, fiber_providers, fiber_routes, cities
- generated_datasheets, blog_series
- Views: v_price_coverage, v_image_coverage, v_switch_flexoptix_finder

Seed data (migration 014):
- 25 European cities with IX/DC locations + coordinates
- 15 fiber providers (euNetworks, Telia, DTAG, Colt, Zayo, etc.)
- 16 fiber routes with pricing (Germany focus)

Infrastructure:
- Scraper scheduler: 2h Flexoptix, 4h FS.com/Optcore (was 6-8h)
- Change detector for competitor price/stock monitoring
- Image downloader utility with coverage tracking
 2026-03-31 08:51:22 +02:00
Rene Fichtmueller
52e2f16d75 feat: 5-year forecast area chart + regional adoption heatmap 
Dashboard now uses /api/hype-cycle/enriched for forecast data.
Forecast chart: SVG area chart with adoption % per technology over 5 years.
Regional heatmap: table with market share intensity per region per tech.
Both render below the existing hype cycle table.
 2026-03-30 20:57:08 +02:00
Rene Fichtmueller
f614c425ea feat: hype cycle hover tooltips + phase legend, fix switch-docs missing column 
Dashboard: Added hover tooltips on hype cycle dots showing phase, adoption %,
peak year, score. Added color-coded phase legend with technology counts.
MCP: Fixed docs_portal_url column reference in switch-docs tool.
 2026-03-30 08:25:41 +02:00
Rene Fichtmueller
814325b349 feat: dashboard v2, blog expansion, market/cable MCP tools, switch asset scrapers, scraper utilities 2026-03-30 08:07:12 +02:00
Rene Fichtmueller
615a7e50c7 fix: remove non-existent vendor URL columns, fix text=uuid cast in transceiver lookup 2026-03-30 07:49:54 +02:00
Rene Fichtmueller
39dc5a4ab4 fix: add trust proxy for Cloudflare — fixes ERR_ERL_UNEXPECTED_X_FORWARDED_FOR in rate limiter 2026-03-30 06:41:36 +02:00
Rene Fichtmueller
f8892f058f feat(deploy): add tip-mcp PM2 process (port 3202) + Cloudflare tunnel tip.context-x.org 2026-03-29 08:21:14 +08:00
Rene Fichtmueller
6f7c834752 feat(scrapers+mcp): ATGBICS + ProLabs scrapers, MCP HTTP/SSE server 
Scrapers:
- atgbics.ts: PlaywrightCrawler for UK vendor ATGBICS (Shopify store),
  scrapes SFP/SFP+/SFP28/QSFP+/QSFP28/QSFP-DD in GBP, max 50 pages/run
- prolabs.ts: HttpCrawler for ProLabs (Legrand subsidiary), USD pricing,
  category-driven crawl with reach/fiber/speed detection
- Both registered in scheduler (every 8h, staggered) and index.ts CLI

MCP HTTP Server:
- packages/mcp-server/src/http-server.ts: Express + SSEServerTransport
- Exposes all 12 TIP tools via GET /sse + POST /message
- Bearer token auth (MCP_SECRET env), CORS-configurable
- GET /health → { status: "ok", tools: 12 }
- Port: MCP_HTTP_PORT (default 3201)

SQL + tools:
- sql/006-009: seed scripts for whitebox switches, vendors, assets
- switch-docs.ts: MCP tool for switch documentation queries
 2026-03-29 02:26:45 +08:00
Rene Fichtmueller
aebb1249c5 feat: redesign dashboard — glassmorphism, animated background, gradient accents 
Premium dark UI with ambient glow background, glass cards, gradient
text, animated counters, glow effects on hype cycle dots, smooth
transitions, and improved detail panel with regional adoption and
revenue lifecycle data. Fix API data key mismatch (data vs transceivers).
 2026-03-28 02:42:55 +13:00
Rene Fichtmueller
280bf8f50a feat: calibrate regional adoption model with research-backed parameters 
Update REGIONAL_LAGS with data from LightCounting, vendor earnings,
OFC market sessions, and Chinese IPO prospectuses. Add price index
per region and segment mix (hyperscaler/telco/enterprise) for
more accurate regional revenue modeling.
 2026-03-28 02:34:29 +13:00
Rene Fichtmueller
70447def02 feat: massive scraper expansion + hype cycle engine + lifecycle prediction 
New scrapers:
- GBICS.com (BigCommerce, GBP prices, 10 categories, 78 products)
- Juniper HCT (Next.js SSR parser, 475 transceivers with specs/EOL)
- SFPcables.com (Magento store, 16 categories, 78 products)
- Fluxlight (BigCommerce, 6 pages, 118 products)
- Champion ONE (compatible vendor scraper)

Scraper fixes:
- 10Gtek: rewritten to parse HTML spec tables (152 products)
- Flexoptix: fix price extraction from Magento Hyva HTML
- Register all scrapers in CLI (--gbics, --juniper, --sfpcables, etc.)

Hype Cycle Engine enhancements:
- Data-driven enrichment from scraped vendor/price data
- Revenue lifecycle prediction (peak year, decline, revenue index)
- Regional adoption model (NA, China, APAC, Europe, RoW with lag coefficients)
- New API endpoints: /enriched, /lifecycle, /regional/:tech

DB growth: 89 → 1,168 transceivers, 0 → 416 prices, 6 vendors
Qdrant: 1,162 products embedded with nomic-embed-text

Research: Norton-Bass model, standards-to-market timelines, hype signals
 2026-03-28 02:30:19 +13:00
Rene Fichtmueller
204e99763c feat: add Flexoptix product catalog scraper, register in CLI 
Scrapes flexoptix.net product catalog across 9 categories (SFP through OSFP).
Extracts product names, prices, form factors, reach, fiber type, wavelength.
CLI: --flexoptix flag, integrated into --all.
 2026-03-28 01:02:34 +13:00
Rene Fichtmueller
312c5cb815 fix: hype cycle findTechnology matched wrong tech (1G instead of 1.6T) 
findTechnology used loose includes() matching — '1.6T OSFP-XD' matched
'1G SFP' first because query contained '1'. Now matches exact name first,
then by speed prefix with proper unit parsing (G/T).
 2026-03-28 01:00:52 +13:00
Rene Fichtmueller
28a0f25b23 feat: complete dashboard redesign — professional data-dense UI, click-through detail panels 
- Removed AI-slop gradient header, replaced with compact info bar
- JetBrains Mono for data, Inter for text — proper engineering tool aesthetic
- Unified slide-in detail panel for hype cycle, transceivers, and blog drafts
- Transceiver table: clickable rows open full spec sheet in side panel
- Form factor dropdown filter on transceivers tab
- Blog drafts: click to read full content in panel
- Tighter spacing, smaller fonts, higher information density
- Escape key closes panel, responsive breakpoints
- No gratuitous badges/glow — clean data presentation
 2026-03-28 00:56:27 +13:00
Rene Fichtmueller
1cc3844822 feat: interactive SVG hype cycle visualization with click-through detail panel 2026-03-28 00:52:17 +13:00
Rene Fichtmueller
e83711684f fix: replace alert() with slide-in toast notification in dashboard 2026-03-28 00:47:08 +13:00
Rene Fichtmueller
a6f2b2ef9e feat: Phase 8 — Dashboard frontend + static serving 
Single-file dashboard with 6 tabs: Overview, Semantic Search,
Hype Cycle, Transceivers, News, Blog Engine. Dark theme, no
build step, served as static HTML from Express.

- Overview: health stats, vector collection counts, recent news
- Semantic Search: query across all 6 Qdrant collections
- Hype Cycle: Norton-Bass table with phase colors + position bars
- Transceivers: searchable table with form factor/speed/reach
- News: semantic news search with source links
- Blog: generate drafts from templates, view draft history

Live at: https://transceiver-db.context-x.org/dashboard/
 2026-03-28 00:37:10 +13:00
Rene Fichtmueller
274b80a4f1 feat: Phase 7 — Blog generator + scraper scheduler activation 
Blog draft engine generates structured markdown from all Qdrant
collections (products, news, FAQ, troubleshooting). Supports 4
topic types: hype_cycle, comparison, new_product, tutorial.

- routes/blog.ts: POST /api/blog/generate, GET/PUT endpoints
- ecosystem.config.js: Added tip-scraper PM2 process
- Scraper scheduler (pg-boss) now running on Erik with 8 job queues
- News scraper running every 6 hours on Erik
 2026-03-28 00:32:08 +13:00
Rene Fichtmueller
4cb2db6455 feat: Phase 6 — FAQ + troubleshooting knowledge base embeddings 
19 curated FAQ entries covering form factors, fiber types, reach,
compatibility, WDM, power, and emerging tech (CPO, LPO, 400ZR).
10 troubleshooting guides with symptom/cause/solution format.

All 6 Qdrant collections now populated:
- product_embeddings: 89 transceivers
- datasheet_chunks: 40 chunks (OCR pipeline)
- faq_embeddings: 19 FAQ entries
- troubleshooting_embeddings: 10 guides
- news_embeddings: 33 articles
- manual_chunks: 0 (pending manual ingestion)
 2026-03-28 00:24:50 +13:00
Rene Fichtmueller
8bb3b586f3 feat: Phase 5 — OCR pipeline + document/news search 
Docling-powered OCR pipeline: PDF → markdown → chunks → Ollama embed → Qdrant.
News embedding seeder for news_embeddings collection.
Document and news semantic search API endpoints.

- embeddings/ocr-pipeline.ts: Docling convert → chunk → embed pipeline
- embeddings/seed-news.ts: Batch embed news_articles into Qdrant
- routes/documents.ts: POST /api/documents/process, GET /api/documents
- routes/search.ts: GET /search/documents, GET /search/news endpoints
- sql/005-documents.sql: Add chunks_count, processed_at to documents table
- Ollama + nomic-embed-text installed on Erik (CPU mode)
- 89 products + 40 datasheet chunks + 33 news articles in Qdrant
 2026-03-28 00:22:01 +13:00
Rene Fichtmueller
6d3e5cc04a feat: Phase 4 — Vector embeddings + semantic search 
Ollama nomic-embed-text (768 dim) → Qdrant vector search pipeline.
Embeds all 89 transceivers with rich text representation and payload
filters (form_factor, speed_gbps, fiber_type, wdm_type).

- embeddings/client.ts: Ollama embed + Qdrant upsert/search
- embeddings/seed-products.ts: Batch seeder for product_embeddings
- routes/search.ts: GET /api/search, /search/products, /search/stats
- 6 Qdrant collections: products, datasheets, FAQs, manuals, troubleshooting, news
 2026-03-28 00:05:29 +13:00
Rene Fichtmueller
eb875f37d2 feat: Phase 3 — Norton-Bass Hype Cycle Engine 
Implements the full Norton-Bass Multigenerational Diffusion Model for
transceiver technology lifecycle forecasting.

Math: Bass diffusion F(t) + logistic adoption S(t) = L / (1 + e^(-k(t-t0)))
Parameters: p (innovation ~0.03), q (imitation ~0.3-0.5), m (market potential)

Phase Classification Engine (composite score):
  30% Port shipment share + 20% ASP decline rate + 15% Standards maturity
  + 15% Interop validation + 10% Vendor trajectory + 10% Media sentiment

11 technologies tracked: 1G → 10G → 25G → 40G → 100G → 400G → 800G → 1.6T
  + CPO, LPO, 400ZR Coherent
5-year adoption forecast per technology

API: GET /api/hype-cycle (all) + GET /api/hype-cycle/:tech (detail)
Live: https://transceiver-db.context-x.org/api/hype-cycle
 2026-03-27 23:35:57 +13:00
Rene Fichtmueller
bd3a02ae4b feat: add Flexoptix vendor scraper, 10Gtek pricing scraper, expand news feeds 
- Flexoptix vendor scraper: 285 supported switch vendors ingested from
  flexoptix.net/en/supported-vendors/ (our own data, no restrictions)
- 10Gtek Playwright scraper: Chinese OEM competitor pricing (SFP+, SFP28,
  QSFP+, QSFP28, QSFP-DD categories)
- News feeds expanded: added Lightwave, Fierce Telecom, Data Center Knowledge,
  SDxCentral, Cisco Blogs, Arista Blog (11 total sources)
- Scheduler updated: 8 job queues with appropriate intervals
- DB now: 297 vendors, 89 transceivers, 33 news articles (13 relevant)
 2026-03-27 23:17:42 +13:00
Rene Fichtmueller
92f42832bf feat: Phase 2 — MCP Server with 12 tools 
Implements all 12 MCP tools from CONCEPT document:
- search_transceivers: Full-text + spec filter search with pricing
- check_compatibility: Switch ↔ transceiver compatibility lookup
- get_pricing: Current prices + 30-day history across all vendors
- compare_prices: Multi-vendor price comparison with savings analysis
- get_competitor_stock: Live competitor stock monitoring (sales opportunities)
- suggest_alternatives: Similar spec alternatives optimized for price/availability
- get_templates: FlexBox coding and switch config template finder
- search_knowledge_base: Troubleshooting FAQ search (PostgreSQL full-text)
- search_manuals: Switch manual and datasheet search
- get_hype_cycle: Norton-Bass adoption forecast + Gartner phase classification
- get_market_news: Aggregated news with relevance scoring
- generate_blog_draft: Data-driven blog drafts saved to blog_drafts table

Transport: stdio (MCP protocol 2024-11-05)
Config: .mcp.json for Claude Code integration
Verified: all 12 tools registered, search_transceivers returns DB results
 2026-03-27 16:48:34 +13:00
Rene Fichtmueller
e9fb50a248 feat: TIP Phase 0+1 — monorepo, DB schema, API, scraper engine 
Phase 0 - Foundation:
- Restructure into npm workspace monorepo (packages/core, api, scraper)
- PostgreSQL 17 + TimescaleDB schema (15 tables incl. hypertables)
- Docker Compose for local dev (PostgreSQL on 5433 + Qdrant)
- Express 5 API on port 3200 with 6 routes
- Seed script to migrate 159 transceivers + 42 standards from npm package
- Erik server setup script + PM2 ecosystem config

Phase 1 - Scraper Engine:
- Crawlee + Playwright framework with pg-boss scheduler
- FS.com scraper (PlaywrightCrawler, anti-bot workaround)
- Optcore.net scraper (WP REST API enumeration + PlaywrightCrawler)
  - Uses /wp-json/wp/v2/product to get 2000+ product URLs
  - Playwright renders individual product pages for price extraction
- Cisco TMG Matrix scraper (compatibility data)
- News RSS aggregator (optics.org, SPIE, Network World, Nature Photonics)
  - Keyword relevance scoring for transceiver/fiber topics
  - xml2js with malformed XML sanitization
- SHA-256 content hashing for change detection (skip unchanged records)
- pg-boss v10 with explicit queue creation before scheduling
 2026-03-27 16:27:31 +13:00
Rene Fichtmueller
ddd0a592aa Add live demo link: https://transceiver-db-demo.pages.dev 2026-03-19 15:42:02 +10:00
Rene Fichtmueller
c16e36c628 Fix FLEXOPTIX HQ: Darmstadt, not Braunschweig 2026-03-19 15:37:30 +10:00
Rene Fichtmueller
d04b3cf9e1 Add FLEXOPTIX as compatible vendor with FlexBox USP, update FS.COM comparison 2026-03-19 15:35:37 +10:00
Rene Fichtmueller
7aba2149b5 Add interactive live demo for Cloudflare Pages deployment 2026-03-19 15:28:20 +10:00
Rene Fichtmueller
f3d12afc02 Initial release: optical transceiver database with 89 products, 39 standards, 12 competitors 2026-03-19 15:14:47 +10:00