v0.1.0 — Local-First, Feedback-Driven

Code that
critiques itself.

Not another chat wrapper. GenFeed runs an iterative feedback loop — generate, execute, observe, critique, refine — with 12 specialized modes and full DevOps tooling. Built for local models.

pip install genfeed
genfeed chat --mode audit
$ genfeed chat --mode audit "Review the auth module"
Initializing AUDIT mode — strict validation enabled
Loading tool registry: File, Terminal, SSH, Docker
Cycle 1 — Reading src/auth/...
critique: Token validation lacks timing-safe comparison — vulnerable to timing attacks
fix: Replacing == with hmac.compare_digest()
Cycle 2 — Re-validating patched code...
Cycle 2 — No further issues found
Audit complete. 1 finding patched. Confidence: high.

Every output is a new input.

Most AI coding tools generate once and stop. GenFeed runs cycles — each pass critiques the last, catches edge cases, and refines until the result holds up.

01
Generate
02
Execute
03
Observe
04
Critique
05
Refine

Batteries included. No plugins needed.

Universal Tool Calling

Works with any local model — translates Hermes XML, JSON Strict, and GBNF grammars into structured tool calls automatically.

DevOps Toolbelt

SSH, Docker, Nginx, Cloudflare DNS, CF Tunnels, SSL/Let's Encrypt, Tailscale, and LAMP stack — all callable as agent tools.

6-Layer Memory

Working memory, persistent notes, session history (FTS5), vector store, skill library, and repo index — context that actually persists.

Local-First Privacy

Zero cloud dependency. Runs entirely on your hardware with any GGUF model. Your code never leaves your machine.

Iterative Self-Critique

Each cycle audits its own output before presenting it. Catches bugs, security issues, and logic errors that single-pass tools miss.

Skill System

Loadable skill packs for frameworks, languages, and infrastructure. Teach the agent new capabilities without touching core code.

The right lens for every task.

Each mode runs a tailored feedback loop with mode-specific validation criteria — not a generic chat prompt with a different system message.

build
debug
audit
architect
refactor
deploy
secure
migrate
optimize
document
monitor
explore

Start the loop.

One install. Any local model. Full DevOps toolkit. No API keys required.

pip install genfeed
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