# AI Tools Org Assessment — Implementation Tracker

**Issue:** #1119
**Research by:** Bezalel
**Date:** 2026-04-07
**Scope:** github.com/ai-tools — 205 repositories scanned

## Summary

The `ai-tools` GitHub org is a broad mirror/fork collection of 205 AI repos.
~170 are media-generation tools with limited operational value for the fleet.
7 tools are strongly relevant to our infrastructure, multi-agent orchestration,
and sovereign compute goals.

## Top 7 Recommendations

### Priority 1 — Immediate

- [ ] **edge-tts** — Free TTS fallback for Hermes (pip install edge-tts)
  - Zero API key, uses Microsoft Edge online service
  - Pair with local TTS (fish-speech/F5-TTS) for full sovereignty later
  - Hermes integration: add as provider fallback in text_to_speech tool

- [ ] **llama.cpp** — Standardize local inference across VPS nodes
  - Already partially running on Alpha (127.0.0.1:11435)
  - Serve Qwen2.5-7B-GGUF or similar for fast always-available inference
  - Eliminate per-token cloud charges for batch workloads

### Priority 2 — Short-term (2 weeks)

- [ ] **A2A (Agent2Agent Protocol)** — Machine-native inter-agent comms
  - Draft Agent Cards for each wizard (Bezalel, Ezra, Allegro, Timmy)
  - Pilot: Ezra detects Gitea failure -> A2A delegates to Bezalel -> fix -> report back
  - Framework-agnostic, Google-backed

- [ ] **Llama Stack** — Unified LLM API abstraction layer
  - Evaluate replacing direct provider integrations with Stack API
  - Pilot with one low-risk tool (e.g., text summarization)

### Priority 3 — Medium-term (1 month)

- [ ] **bolt.new-any-llm** — Rapid internal tool prototyping
  - Use for fleet health dashboard, Gitea PR queue visualizer
  - Can point at local Ollama/llama.cpp for sovereign prototypes

- [ ] **Swarm (OpenAI)** — Multi-agent pattern reference
  - Don't deploy; extract design patterns (handoffs, routines, routing)
  - Apply patterns to Hermes multi-agent architecture

- [ ] **diagram-ai / diagrams** — Architecture documentation
  - Supports Alexander's Master KT initiative
  - `diagrams` (Python) for CLI/scripted, `diagram-ai` (React) for interactive

## Skip List

These categories are low-value for the fleet:
- Image/video diffusion tools (~65 repos)
- Colorization/restoration (~15 repos)
- 3D reconstruction (~22 repos)
- Face swap / deepfake tools
- Music generation experiments

## References

- Issue: https://forge.alexanderwhitestone.com/Timmy_Foundation/the-nexus/issues/1119
- Upstream org: https://github.com/ai-tools