Rene Fichtmueller 98a7e12282 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

transceiver-db

🚀 Live Demo — Try it in your browser, no installation needed.

npm version License: MIT TypeScript Zero Dependencies

Open-source optical transceiver database for network engineers, tooling developers, and infrastructure automation.

159 products. 42 IEEE/MSA standards. 16 form factors. 9 speed tiers.

From 1G SFP to 800G OSFP. Zero dependencies.

Why?

🚀 Live Demo — Try it in your browser, no installation needed.

No open-source transceiver database existed. Network engineers, inventory systems, and automation tools had to maintain their own fragmented lists. Now there is a single, typed, searchable source of truth.

Install

npm install transceiver-db

Quick Start

import { searchTransceivers, getBySpeed, getStandard } from 'transceiver-db';

// Search by any keyword
const results = searchTransceivers('100G LR');
console.log(results.map(t => `${t.standard} (${t.formFactor}) - ${t.reachLabel}`));

// Filter by speed
const optics400g = getBySpeed('400G');
console.log(`Found ${optics400g.length} 400G transceivers`);

// Look up an IEEE standard
const standard = getStandard('400GBASE-DR4');
console.log(standard?.notes); // "4x100G parallel SMF. THE key 400G data center optic."

API Reference

Transceivers

import {
  transceivers,          // All 159 transceivers (readonly array)
  searchTransceivers,    // Full-text search across all fields
  getByFormFactor,       // Filter by form factor ("SFP+", "QSFP-DD", etc.)
  getBySpeed,            // Filter by speed tier ("10G", "100G", "400G", etc.)
  getByReach,            // Filter by minimum reach in meters
  getByCategory,         // Filter by category ("DataCenter", "Coherent", etc.)
  getById,               // Get single transceiver by ID
} from 'transceiver-db';

Standards

import {
  standards,             // All 42 IEEE/MSA standards
  getStandard,           // Find by exact or partial name
  searchStandards,       // Search by keyword
} from 'transceiver-db';

Competitors

import {
  competitors,           // 12 major vendors (Cisco, Juniper, Arista, etc.)
  getCompetitor,         // Find by name
} from 'transceiver-db';

Breakout Cables

import { breakouts } from 'transceiver-db'; // 11 breakout configurations

Types

import type {
  Transceiver,
  Standard,
  Competitor,
  Breakout,
  FormFactor,      // "SFP" | "SFP+" | "QSFP-DD" | "OSFP" | ...
  FiberType,       // "MMF" | "SMF" | "Copper" | "N/A"
  ConnectorType,   // "LC" | "MPO-12" | "MPO-16" | "RJ45" | ...
  ProductCategory, // "DataCenter" | "Metro" | "Coherent" | "DAC" | ...
  PriceTier,       // "Budget" | "Standard" | "Premium"
  MarketStatus,    // "Mainstream" | "Growth" | "Emerging" | "Legacy"
} from 'transceiver-db';

Coverage

Speed Products Form Factors
1G 9 GBIC, SFP
10G 13 XFP, SFP+
25G 6 SFP28
40G 4 QSFP+
50G 2 SFP56
100G 20 QSFP28, CFP, CFP2, CFP4, CXP
200G 4 QSFP56
400G 18 QSFP-DD, OSFP, CFP2-DCO
800G 5 OSFP
DAC 6 SFP+ to OSFP
AOC 3 SFP+ to QSFP-DD

Each transceiver includes: standard, form factor, speed, reach, fiber type, wavelengths, connector, power consumption, temperature range, vendor compatibility patterns, use case description, and tags.

Data Sources

All data comes from publicly available sources:

  • IEEE 802.3 standards (802.3z, 802.3ae, 802.3ba, 802.3bs, 802.3cd, 802.3cu, 802.3cm, 802.3df, etc.)
  • OIF standards (400ZR, 800ZR)
  • Multi-Source Agreements (100G CWDM4 MSA, 100G PSM4 MSA, 100G Lambda MSA, OpenZR+)
  • Vendor datasheets and public documentation

Contributing

Contributions welcome. To add a new transceiver:

  1. Fork the repo
  2. Add the entry to src/database.ts following the existing format
  3. Include all required fields from the Transceiver type
  4. Add relevant vendor compatibility patterns
  5. Submit a PR with a description of what you added

To add a new standard, update src/standards.ts.

License

MIT

Description
Transceiver Intelligence Platform - npm package + data
Readme MIT 72 MiB
Languages
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