Atomadic Forge: MCP Architecture Copilot
Spaghetti Code is now Toast! Welcome to the Future!
What it does
Forge is the first architecture compiler — not a linter, not a code generator. It absorbs any Python/JS repo, classifies every symbol into a 5-tier monadic structure, flags upward-import violations, and certifies the rebuild with SHA-256. 262 tests. AI coding tools generate code; Forge governs architecture. Nothing else does this. Live demo analyzes real repos like Flask in seconds.
Does the same job
all alternatives →- FGForge – Guardrails take an 8B model from 53% to 99% on agentic tasksMay 2026 · github.com · ▲687
Hi HN, I'm Antoine Zambelli, AI Director at Texas Instruments. I built Forge, an open-source reliability layer for self-hosted LLM tool-calling. What it does: - Adds domain-and-tool-agnostic guardrails (retry nudges, step enforcement, error recovery, VRAM-aware context management) to local models running on consumer hardware - Takes an 8B model from ~53% to ~99% on multi-step agentic workflows without changing the model - just the system around it - Ships with an eval harness and interactive dashboard so you can reproduce every number I wanted to run a handful of always-on agentic systems…
- AAArchsense – Accurately generated architecture from the source code2023 · archsense.dev · ▲105
AI Designer MCPApr 2026 · aidesigner.ai · ▲89Give your agent tools to create beautiful, codebase-aware UI
- CAComposer – AI architect / MCP for software architecture diagramsApr 2026 · usecomposer.com · ▲8
Hi everyone! I built Composer, which is a tool turns your ideas into architecture diagrams. You can also use MCP to turn your EXISTING codebase into a visual diagram! It connects to all possible tools using MCP (Claude Code, Codex, OpenCode, etc.) The goal was to make system design easier and to be able to draw out what I wanted to make before I started / to explain to others. Its currently live at usecomposer.com and free! I’d love feedback on whether it feels useful for real projects and where it breaks down. :) Thank you
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Launched alongside, May 2026
the whole month →
Parallel agents, diff reviewer, and multi-model comparisons
Dev tools · May 2026 · kilo.ai
- NW
Hey HN, Henry here from Cactus. We open-sourced Needle, a 26M parameter function-calling (tool use) model. It runs at 6000 tok/s prefill and 1200 tok/s decode on consumer devices. We were always frustrated by the little effort made towards building agentic models that run on budget phones, so we conducted investigations that led to an observation: agentic experiences are built upon tool calling, and massive models are overkill for it. Tool calling is fundamentally retrieval-and-assembly (match query to tool name, extract argument values, emit JSON), not reasoning. Cross-attention…
Life & fun · May 2026 · github.com
- FM
Dev tools · May 2026 · github.com