Atomadic Forge

Spaghetti is Toast.
The architecture enforcement engine for AI-generated code.

Live numbers — every badge below reads from forge.atomadic.tech/metrics.json on each render.

---

AI agents write code 10x faster than humans can review it. Pattern violations went from 5% to 60% post-LLM. Your codebase is accumulating architectural debt at machine speed.

Forge fixes that.

---

🎯 300+ public OSS Python repositories absorbed end-to-end. fastapi (98k★), scrapy (61k★), django-rest-framework (30k★), pytest (13.8k★), langgraph (31k★), openai-agents-python (26k★), cookiecutter (25k★), aiohttp (16k★), deepeval (15k★), DocsGPT (17k★), txtai (12k★), E2B (12k★), copier, apscheduler, msgspec, peewee, alembic, tortoise-orm, presidio, dagster, IBM mcp-context-forge, and ~290 more — every single one ran through one forge auto command, emerged 5-tier-organized, wire-clean, scaffold-complete, deterministic. Wire-PASS holds across the entire 300-seed corpus. Receipts in HARVEST_LEDGER.md.

• Catches architectural violations AI agents leave behind. Deterministic tier-law enforcement — no LLM in the loop, no hallucinations. Four monadic laws (MCB, AIOM, AHLP, IFWC) shipped as advisory AST scanners; promote to --fail-on-violations when ready.
• Verifiable token savings. Every Forge verb auto-appends to a file-backed JSONL ledger at <project>/.atomadic-forge/lifetime_savings.jsonl. forge token-savings prints the running total and per-tool breakdown. Auditable line-by-line — not a marketing claim.
• Surgical capability grafting. forge graft --source-file X --symbol Y extracts a single function or class from any Python source, lands it in the right tier, and auto-wires CLI + MCP. Sibling references resolve automatically. Closes the gap between whole-repo transmute auto and one-shot surgical absorption.
• Deterministic recipe replay. forge replay <recipe> runs a golden command chain (release hardening, add-cli-command, fix-wire-violation, add-feature, publish-mcp) as subprocesses — zero LLM round-trips per step.
• One command: spaghetti -> certified architecture. Python, JavaScript, TypeScript, Rust, Go, Swift, Kotlin — full pipeline (recon, wire, certify, scaffold, evolve) on every language. Recon cache short-circuits the AST walk on unchanged trees via tree fingerprint.
• Bring your own LLM. Built-in presets for OpenAI, Anthropic, Gemini, OpenRouter, DeepSeek, Groq, Together, Fireworks, xAI, Mistral, Perplexity, Cerebras, Hyperbolic, AAAA-Nexus, and Ollama — plus forge config provider add for any custom OpenAI-compatible endpoint. See docs/PROVIDERS.md.
• IDE-native. VS Code extension (vscode-extension/), MCP server for Claude Code / Cursor / Cowork / Windsurf, four ready-to-use Claude Code skills. See docs/IDE_INTEGRATION.md.

---

What Forge Does For You

Forge is an architecture enforcement engine, not a linter. It imposes deterministic structure on AI-generated code — and it ships proof that the structure holds.

• Architectural drift stops here. forge auto runs recon, detects every upward-import violation, re-tiers mislaid files, and emits a signed conformance receipt — all in one command. Validated against 300+ OSS repositories: Wire-PASS holds across the entire corpus.

• Context overhead you can actually measure. forge context_pack pre-bundles repo context into a single optimized payload for AI agents, cutting redundant re-reads. Every Forge verb logs its savings to a file-backed JSONL ledger at <project>/.atomadic-forge/lifetime_savings.jsonl — run forge token-savings to see the auditable running total, line by line.

• Composition opportunities no human would find. forge emergent scan performs cross-repo AST analysis to surface capability combinations that exist in your codebase but have never been wired together. Discovery is deterministic — no LLM guessing, no hallucination false positives.

• One command: spaghetti to certified. forge auto takes any Python, JS, TS, Rust, Go, Swift, or Kotlin repo from chaos to 5-tier-organized, 0 wire violations, 100/100 certify score. The before/after is not a demo — receipts are in HARVEST_LEDGER.md.

• Bring your own LLM — any of them. OpenAI, Anthropic, Gemini, OpenRouter, Ollama, DeepSeek, Groq, Mistral, and 10+ more ship as built-in presets. Add any OpenAI-compatible endpoint with forge config provider add. No vendor lock-in, no rewiring required.

• Enforcement that scales with AI output velocity. Forge's tier-law scanner is pure AST — no LLM in the loop, no nondeterminism. Promote violations from advisory to --fail-on-violations and it becomes a hard CI gate. Architecture holds at the speed AI generates code.

---

Quick Start

pip install atomadic-forge        # install
forge recon .                     # scan any repo (free, read-only)
forge certify . --print-card      # get your architecture score (0-100)

That's it. No API key, no config, no writes.

---

What Forge Does

Forge enforces a 5-tier monadic law — every source file belongs to exactly one tier, tiers compose upward only. AI agents generate code fast; Forge gives it gravity.

  a4_orchestration/    <- CLI, entry points
         |
  a3_features/         <- Feature modules
         |
  a2_composites/       <- Stateful classes
         |
  a1_functions/        <- Pure functions
         |
  a0_constants/        <- Constants, enums (zero logic)

Before Forge:

62 import violations · certify score 23/100 · "it works on my machine"

After forge auto:

0 violations · certify 100/100 · signed conformance receipt · ship it

---

CLI Commands

Core Pipeline

Command	What it does
forge auto	Flagship. recon → cherry → wire → certify → receipt
forge recon	Scan a repo — classify every symbol, show tier distribution
forge wire	Detect upward-import violations
forge certify	Architecture score (0-100): docs, tests, tier layout, imports
forge verify	Composite ship gate: PASS / REFINE / FAIL
forge enforce	Apply mechanical fixes (rollback-safe)
forge status	Wire + certify in one call
forge welcome	First-call handshake — score + guidance in one response

Quality & Intelligence

Command	What it does
forge smell	Code smell scan: cyclomatic complexity, long functions, duplicates
forge call-graph	AST call graph for any symbol
forge call-graph-summary	Whole-package call-graph portfolio — orphans, fan-in hotspots, max depth
forge churn	File-level git commit frequency — hotspot and stable files
forge cna-check	Compose-Not-Add — flag duplicates before writing
forge trust-gate	LLM response hallucination detector
forge preflight	Pre-edit guardrail: tier + import + scope check
forge surface-gaps	Find a1 entry points missing MCP or CLI coverage
forge wire-stubs <module> <function>	Generate MCP handler + CLI stub + test skeleton for any unwired a1 function
forge capability-scout --queries "q1,q2"	Search GitHub for harvest target repos
forge dead-code	AST-walk dead symbol detector (vulture synthesis)
forge maintainability	Maintainability Index per module (radon MI: A/B/C/D ranking)
forge concept-bridge --harvest-json path/to/harvest.json	Convert harvest candidates below TAU_TRUST into actionable synthesis plans
forge token-savings	Lifetime token-savings total + per-tool breakdown from .atomadic-forge/lifetime_savings.jsonl
forge replay <recipe>	Run a golden recipe's validation gate as subprocesses — zero LLM round-trips; flags: --dry-run, --keep-going, --list, --json

Monadic Law Verbs (advisory; --fail-on-violations to enforce)

Command	What it does
forge mcb-check	Flag unbounded while loops and recursion in tier-a1 atoms (Monadic Compute Bounding)
forge aiom-check	Flag forbidden I/O imports (requests, urllib, socket, subprocess) in tier-a1 (Algebraic I/O Monad)
forge fingerprint	SHA-256 of every a1 module's normalised AST — tamper-evident, stable across whitespace (AHLP)
forge fuzz <module>	Hypothesis property tests on any a1 callable carrying __invariants__ (IFWC-lite)

Composition & Multi-Repo

Command	What it does
forge create	Intent + seed repos -> new pip-installable package
forge emergent scan	Cross-domain composition discovery
forge recon-swarm	Walk N repos, unified report
forge harvest	Cross-repo capability gap finder
forge graft --source-file <f> --symbol <name>	Extract one function/class from any Python source and land it in the target's correct tier; --rename for private→public; auto-wires CLI + MCP

Planning & LLM Loops

Command	What it does
forge iterate	LLM loop: intent -> code -> absorb -> score -> iterate
forge evolve	Recursive improvement over N rounds
forge plan	Bounded execution plan with risk + rollback
forge chat	Terminal copilot over forge docs

84 CLI verbs total. Full reference: docs/02-commands.md

---

MCP Server — 11 Tools, 92 Actions

Forge ships a Model Context Protocol server. Add it to Cursor, Claude Code, Aider, Devin, or any MCP-compatible agent:

{
  "mcpServers": {
    "atomadic-forge": {
      "command": "forge",
      "args": ["mcp", "serve", "--project", "/path/to/your/repo"]
    }
  }
}

11 tools, 92 actions locally. All legacy tool names redirect automatically — existing callers keep working. Deployed Worker at forge.atomadic.tech/mcp. Listed in the MCP Official Registry.

Tool	Actions	What it does
welcome	—	RECOMMENDED FIRST CALL: onboarding scan, score, narrative, capability tour
explore	17	Analyze, understand, discover — recon/explain/call_graph/call_graph_summary/smell/lineage/harvest/synergy/scan/swarm/churn/surface_gaps/capability_scout/dead_code/maintainability/concept_bridge
audit	23	Quality gates, change safety, trust
plan	10	Orient + dev utilities — context/compose/policy/recipes/generate/apply/locate/commit/scaffold/steersman
transmute	3	FLAGSHIP spaghetti→certified pipeline — auto/cherry/finalize
loop	4	LLM iteration loops — iterate/resume/evolve/evolve_step
hive	13	Multi-agent coordination — lifecycle, consensus, handoffs, enhancements
wisdom	5	Institutional memory DB — record/query/list/recall/promote
nexus	7	AAAA-Nexus auth primitives (uses op= not action=) — identity/federation/authorize/trust/contract/lineage/ratchet
inspect	10	Low-level AST inspection — body/symbol/class_signals/ast_scope_blueprint/mint_ast_locks/add_node/classify_repo_layout/fingerprint_repo/synthesis_plan/swarm_repo_specs
create	—	Intent + seed repos → shippable pip package (Phase 1 pipeline: emergent_swarm + materialize)

Note: nexus uses op= as its dispatch key instead of action= to avoid collision with the authorize_action operation's own action parameter that passes through to the Nexus API.

Full tool reference: docs/MCP_TOOLS.md | First call: welcome

---

By the Numbers

Every number below is a live read from forge_metrics.json — the canonical metrics artifact regenerated on every push by forge metrics --apply. CI fails any PR that lets the file drift.

Metric	Value

| MCP tools | 11 tools · 92 actions | | CLI verbs | 84 | | Source files | 247 (~49K LOC) | | Tests | 1635 passing across 123 test files | | Lean4 formal proofs | 872 theorems (mathematically verified core logic) | | Monadic tiers | 5 (a0 → a4, strict upward-only composition) | | Languages | Python, JS/TS, Swift, Kotlin, Go, Rust | | Infrastructure cost | $5/mo | | Self-score | 100/100 certify · 0 wire violations | | License | BSL 1.1 (Apache 2.0 after 2030-04-27) |

Forge eats its own cooking. Every CI run scores itself.

Production-tested at scale. 300+ public Python repos absorbed end-to-end via forge auto — fastapi (98k★), scrapy (61k★), pytest (13.8k★), DRF (30k★), cookiecutter (25k★), and ~295 others. Wire-PASS on every single one. Full receipt: HARVEST_LEDGER.md.

---

Pricing

Tier	Price	What you get
Free	$0	OSS, 25 calls/day, read-only tools
One-Time Refactor	$149 $99	We run auto on your repo -> PR targeting 100/100. One revision included.
Starter	$79/mo	All 11 tools (92 actions), 5k calls/mo, signed receipts, custom recipes
Pro	$249/mo	+ notarization, compliance attestations, cross-repo telemetry
Founding Member	$999/yr	Everything. Forever. First 25 only.
Enterprise	Custom	BSL commercial license, SSO, self-host, SLA

Launch special: The one-time refactor is $99 (normally $149). See what Forge does to your codebase before committing to a subscription.

Get started ->

---

Docs

First 10 Minutes	Install, demo, first scan
Tutorials	Quickstart, 5-tier law, LLM integration
Architecture	How Forge itself is built
CI/CD Integration	GitHub Actions, GitLab CI, pre-commit
Showcase	Live run trajectories
Changelog	Version history
Contributing	How to extend Forge
Security	Vulnerability reporting

---

License

Business Source License 1.1. Free for non-production use. Commercial license for production — see COMMERCIAL_LICENSE.md. Change Date: 2030-04-27 -> Apache 2.0.

---

forge.atomadic.tech — paste any GitHub repo, watch the analysis in real time.

Interested in investing?