📡 Ollama Pulse

A Complete, Self-Sustaining Innovation Miner Built on GitHub

Ollama Pulse is a GitHub-native ecosystem radar that continuously scans the Ollama world for signals, mines patterns, and generates actionable intelligence—all without servers or costs beyond GitHub's free tier.

🎯 What It Does

• Polls 10 Sources: Ollama blog, Cloud API, GitHub Issues/PRs/Code, Reddit, Hacker News, YouTube, HuggingFace, Newsletters, Bounties, Nostr NIP-23
• Turbo-Centric Focus: Every item scored for Ollama Turbo/Cloud relevance (0-1 scale)
• Mines Deep Insights: Embeddings + clustering to detect patterns and trends
• Dynamic Intelligence: Generates adaptive search queries based on yesterday's patterns
• EchoVein Persona: Vein-tapping oracle with 4 adaptive report styles
• Prophetic Analysis: Confidence-scored inferences about emerging trends
• Auto-Deploys: Publishes to GitHub Pages with rich, actionable reports
• Zero Maintenance: Runs forever on GitHub Actions (2,000 free minutes/month)
• Nostr Integration: Auto-publishes reports to Nostr network with NIP-23 long-form content

🏗️ Architecture

ollama_pulse/
├── .github/workflows/
│   ├── ingest.yml          # Hourly ingestion + parallel Turbo-deep job
│   └── daily_report.yml    # Daily EchoVein report generation
├── scripts/
│   ├── ingest_official.py  # Blog RSS, /cloud page
│   ├── ingest_cloud.py     # Deep Ollama Cloud/Turbo models
│   ├── ingest_community.py # Reddit, HN, YouTube, HuggingFace, Newsletters
│   ├── ingest_issues.py    # GitHub Issues/PRs search
│   ├── ingest_tools.py     # n8n, GitHub integrations
│   ├── ingest_bounties.py  # 🆕 Bounty platforms (Bountycaster, etc.)
│   ├── ingest_nostr.py     # 🆕 Nostr NIP-23 long-form content
│   ├── post_to_nostr.py    # 🆕 Auto-publish reports to Nostr
│   ├── aggregate.py        # Turbo-scoring + yield metrics
│   ├── mine_insights.py    # Dynamic queries + pattern detection
│   └── generate_report.py  # EchoVein persona with adaptive tone
├── data/
│   ├── official/           # {date}.json from blog/cloud/API
│   ├── community/          # {date}.json from 6+ social sources
│   ├── tools/              # {date}.json from integrations
│   ├── bounties/           # 🆕 {date}.json from bounty platforms
│   ├── nostr/              # 🆕 {date}.json from Nostr network
│   ├── aggregated/         # {date}.json with turbo_scores
│   └── insights/           # {date}.json + {date}_yield.json
├── assets/
│   ├── kofi-qr.png         # 🆕 Ko-fi donation QR code
│   └── lightning-qr.png    # 🆕 Lightning Network QR code
├── docs/reports/
│   └── pulse-{date}.md     # EchoVein vein-map reports
└── requirements.txt        # Python dependencies

🚀 Quick Start

1. Clone & Install

git clone https://github.com/Grumpified-OGGVCT/ollama_pulse.git
cd ollama_pulse
pip install -r requirements.txt

2. Enable GitHub Actions

• Go to Settings → Actions → General
• Enable "Read and write permissions"

3. Enable GitHub Pages

• Go to Settings → Pages
• Source: main branch, Folder: /reports

4. Test Locally

python scripts/ingest_official.py
python scripts/aggregate.py
python scripts/mine_insights.py
python scripts/generate_report.py

📊 Example Output (EchoVein Style)

From October 25, 2025 (Latest with All 10 Sources):

Key Sections Included:

🎯 Official Veins - Ollama blog, Cloud API, GitHub updates 🛠️ Community Veins - Reddit, GitHub, HN, YouTube, HuggingFace discussions 💰 Bounty Veins - Reward-pumping opportunities from bounty platforms 🌐 Nostr Veins - Decentralized network long-form content (NIP-23) 📈 Vein Pattern Mapping - Detected trends and clusters 🔔 Prophetic Veins - Confidence-scored inferences 🚀 Developer Focus - Actionable insights and code examples 🩸 Lingo Legend - 18-term decoder for EchoVein terminology

💰 Enhanced Support Section (NEW!)

## 💰 Support the Vein Network

If Ollama Pulse helps you stay ahead of the ecosystem, consider supporting development:

### ☕ Ko-fi (Fiat/Card)

**[💝 Tip on Ko-fi](https://ko-fi.com/grumpified)** | Scan QR Code Below

[![Ko-fi QR Code](../assets/KofiTipQR_Code_GrumpiFied.png)](https://ko-fi.com/grumpified)

*Click the QR code or button above to support via Ko-fi*

### ⚡ Lightning Network (Bitcoin)

**Send Sats via Lightning:**

- [🔗 gossamerfalling850577@getalby.com](lightning:gossamerfalling850577@getalby.com)
- [🔗 havenhelpful360120@getalby.com](lightning:havenhelpful360120@getalby.com)

**Scan QR Code:**

[![Lightning QR Code](../assets/lightning_wallet_QR_Code.png)](lightning:gossamerfalling850577@getalby.com)

### 🎯 Why Support?

- **Keeps the project maintained and updated** — Daily ingestion, hourly pattern detection
- **Funds new data source integrations** — Expanding from 10 to 15+ sources
- **Supports open-source AI tooling** — All donations go to ecosystem projects
- **Enables Nostr decentralization** — Publishing to 8+ relays, NIP-23 long-form content

*All donations support open-source AI tooling and ecosystem monitoring.*

<!-- Ko-fi Floating Widget -->
<script src='https://storage.ko-fi.com/cdn/scripts/overlay-widget.js'></script>
<script>
  kofiWidgetOverlay.draw('grumpified', {
    'type': 'floating-chat',
    'floating-chat.donateButton.text': 'Tip EchoVein',
    'floating-chat.donateButton.background-color': '#8B0000',
    'floating-chat.donateButton.text-color': '#fff'
  });
</script>

*Built by vein-tappers, for vein-tappers. Dig deeper. Ship harder.* ⛏️🩸

Features:

• ✅ Clickable QR codes (link directly to payment URLs)
• ✅ Text links for both Ko-fi and Lightning wallets
• ✅ Ko-fi floating widget for easy tipping
• ✅ Dual Lightning wallet addresses
• ✅ Compelling "Why Support?" section
• ✅ All 10 data sources integrated
• ✅ Bounty opportunities highlighted
• ✅ Nostr NIP-23 publishing enabled

🆕 New Features: Expanded Sourcing & EchoVein

🎯 Turbo-Centric Intelligence

Every item gets a relevance score (0-1) based on Ollama Turbo/Cloud keywords:

• ≥0.7 = High-purity ore (featured prominently)
• ≥0.5 = Medium relevance
• ≥0.3 = Included in aggregation
• <0.3 = Filtered out

Scoring factors: turbo, cloud, -cloud suffix, voice/STT/TTS, multimodal, API integrations, model names

🩸 EchoVein Persona (4 Adaptive Modes)

Reports automatically adapt tone based on daily patterns:

1. Vein Rush (🩸) - High-density surge (3+ voice/multimodal items)

   • Electric, prophetic, hyped about the flow

2. Artery Audit (⚙️) - Steady maintenance (incremental tools/fixes)

   • Grounded, practical, appreciative of "essential grime"

3. Fork Phantom (🤖) - Niche oddities (zero-star experimental hacks)

   • Playful, probing, unpacking weirdness with "what if" veins

4. Deep Vein Throb (📍) - Slow days (aggregated trends)

   • Reflective, prospector mode, weekly artery forecasting

📡 Expanded Sources (10 Total)

Official Sources:

• Ollama Blog RSS
• /cloud page scraping
• Cloud API for Turbo models

Community Sources:

• Reddit r/ollama
• GitHub Issues/PRs search
• GitHub Code search (via Actions)
• Hacker News (Algolia API)
• YouTube videos (RSS)
• HuggingFace discussions
• Newsletters (RSS)

Bounty & Decentralized Sources:

• 🆕 Bounty platforms (Bountycaster, etc.)
• 🆕 Nostr NIP-23 long-form content

🔮 Dynamic Intelligence

• Pattern-Based Queries: System generates new search queries based on yesterday's trends
• Yield Metrics: Tracks quality ratio (high-relevance/total items)
• Confidence Scoring: All inferences labeled HIGH/MEDIUM/LOW
• Vein Commentary: Contextual analysis for significant patterns (≥5 items)

🔗 Integration with Ollama Proxy

Access via: http://127.0.0.1:8081/admin/pulse

🌐 Nostr Integration

Ollama Pulse automatically publishes daily reports to the Nostr decentralized network using NIP-23 (long-form content).

Nostr Account:

• npub: npub1grumpifiedoggvct... (EchoVein Oracle)
• Profile: Vein-tapping oracle excavating Ollama's hidden arteries

Features:

• Ingestion: Monitors Nostr for Ollama-related NIP-23 articles via ingest_nostr.py
• Auto-Publishing: Posts daily EchoVein reports to Nostr via post_to_nostr.py
• Discoverability: Tagged with #ollama, #ai, #echovein for community reach
• Decentralized Archive: Permanent, censorship-resistant report storage

How It Works:

1. Daily report generated at 4 PM CT
2. Converted to NIP-23 format (long-form markdown)
3. Published to Nostr relays (wss://relay.damus.io, wss://nos.lol, etc.)
4. Includes donation links (Ko-fi, Lightning) in footer

💰 Support the Project

If Ollama Pulse helps you stay ahead of the ecosystem, consider supporting development:

Ko-fi (Fiat/Card):

• Link: https://ko-fi.com/grumpified
• QR Code:

Lightning Network (Bitcoin):

• Address: lnbc1... (see QR code)
• QR Code:

Why Support?

• Keeps the project maintained and updated
• Funds new data source integrations
• Supports open-source AI tooling

All donations go directly to maintaining Ollama Pulse and related open-source projects.

🩸 EchoVein Lingo Legend

The EchoVein persona uses unique terminology to describe ecosystem patterns. Here's your decoder ring:

Term	Meaning	Example
Vein	A signal, trend, or data point	"5 voice integration veins detected"
Ore	Raw data items collected	"50 ore mined today"
High-Purity Vein	Turbo-relevant item (score ≥0.7)	"35 high-purity veins"
Vein Rush	High-density pattern surge	"Vein Rush mode activated"
Artery Audit	Steady maintenance updates	"Artery Audit: incremental fixes"
Fork Phantom	Niche experimental projects	"Fork Phantom: zero-star oddities"
Deep Vein Throb	Slow-day aggregated trends	"Deep Vein Throb: weekly forecast"
Vein Bulging	Emerging pattern (≥5 items)	"Vein Bulging: voice integration"
Vein Oracle	Prophetic inference	"Vein Oracle: Cloud Models trending"
Vein Prophecy	Predicted trend direction	"Scale to 2x more use-cases"
Confidence Vein	Inference confidence level	"HIGH (🩸), MEDIUM (⚙️), LOW (🤖)"
Vein Yield	Quality ratio metric	"0.33 yield (50/150 items)"
Vein-Tapping	Mining/extracting insights	"Vein-tapping oracle at work"
Artery	Major trend pathway	"Pattern arteries detected"
Vein Strike	Significant discovery	"Vein Strike: new Cloud model"
Throbbing Vein	High-confidence signal	"This vein's throbbing—trust it"
Vein Map	Daily report structure	"Today's vein map"
Dig In	Link to source/details	"⛏️ Dig In"

Tone Indicators:

• 🩸 = Vein Rush (electric, prophetic)
• ⚙️ = Artery Audit (grounded, practical)
• 🤖 = Fork Phantom (playful, probing)
• 📍 = Deep Vein Throb (reflective, prospector)

📄 License

MIT License

---

Live Dashboard: https://grumpified-oggvct.github.io/ollama_pulse Repository: https://github.com/Grumpified-OGGVCT/ollama_pulse