Rene Fichtmueller 4a501d4461 feat: blog engine v3 — 8-stage pipeline with Auto-Kill Layer
Complete rewrite of blog prompts and pipeline based on editorial
Gold-standard feedback. Replaces 3-pass system with 8-stage pipeline:

1. Master generation (narrative voice, no spec dumps)
2. Narrative Control (kill visible structure, enforce flow)
3. Auto-Kill Layer (remove AI phrases, spec residue, repetition)
4. Reduction Engine (cut 40% — keep strongest ideas only)
5. Depth pass (add specifics where vague, no spec dumps)
6. Quality Control (hard delete list validation)
7. Procurement layer (optional, sales audience)
8. LinkedIn post generation (new)

Key changes:
- System prompt rewritten with Hard Delete List (29 banned phrases)
- Soft Delete List for conditional phrases
- Auto-Kill categories A-J (spec blocks, formulas, whitepaper tone, etc.)
- Master prompts enforce continuous narrative, no section headings
- Word count targets reduced (800-1200 instead of 1500+)
- Scoring pass added (cleanliness, narrative, non-AI feel, relevance)
- LinkedIn companion post auto-generated
- Context data injection reduced (fewer items, no dump instructions)
2026-04-04 10:52:31 +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
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