AgentForge

Stop wasting
coding-agent runs.

Type a rough request. Get an agent-ready prompt back — extracted, formatted for your tool, quality-checked before it reaches you.

Extracting your intent…

1 free preview · Sign in for 3/day · Pro unlimited + auto-refined to ≥ 90

1,000+
scenarios calibrated
12
quality dimensions
≥ 90
what does this mean? →

an example

Vague in.
Senior-engineer-grade out.

"Add auth to my FastAPI app" is a 7-word request. Skipping the senior review costs you 3 production incidents and a security audit finding. AgentForge surfaces what a junior would miss — argon2 vs bcrypt, email enumeration, account lockout, session rotation, the rest — before the agent writes a line.

Quality verified — score 93 / 100.

93 / 100 ↓
request: "Add auth to my FastAPI app."
<task>
Add user authentication to a FastAPI app — email + password login,
session management, password reset.
</task>

<functional_requirements>
- FR-001 (confirmed): Registration (email + password)
- FR-002 (confirmed): Login → session cookie
- FR-003 (confirmed): Logout (invalidate session)
- FR-004 (confirmed): Password reset via email
- FR-005 (assumed):   Email verification on signup
</functional_requirements>

<edge_cases>
- EC-001 (edge): Lockout after 5 failed logins / 15min
- EC-002 (edge): Session rotation on password change
- EC-003 (edge): Email enumeration prevention (constant-time)
- EC-004 (edge): Concurrent login from multiple devices
- EC-005 (edge): Race on signup with same email
- EC-006 (edge): Expired reset token handling
</edge_cases>

<security_requirements>
- argon2 password hashing (not bcrypt — modern default)
- HttpOnly + Secure + SameSite=Lax cookies
- Constant-time token comparison
- Rate-limit /login (5 / 15min per IP)
</security_requirements>+ assumptions, execution protocol, files_to_touch

our secrets

Two engines you
can't buy off the shelf.

A wrapper is easy. A reliable prompt engine is not. We spent months building two so that "≥ 90" actually means production-ready.

Engine 01 proprietary

The Prompt Engine.

Extracts intent. Structures the spec. Formats for your target agent.

Type "Add auth to my FastAPI app." It surfaces argon2, constant-time comparison, account lockout, session rotation, email enumeration prevention — trained on 1,000+ real scenarios where naive prompts produced production incidents.

trained on 1,000+ real scenarios
Engine 02 proprietary

The Judge Engine.

12 dimensions. Three independent vendors. One median score.

Weights, thresholds, refine-loop — every parameter calibrated against 12,000 iterations. The judges self-iterate until the score crosses 90, then release. At 80, a prompt looks fine and ships a confident-sounding mistake.

calibrated by 12,000+ iterations

Stop rewriting prompts.

1 free preview · Sign in for 3/day · Pro at $5/mo for unlimited + auto-refined to ≥ 90.