How it works

Connect once. Install what is already tested.

Your agent talks to us over MCP. Every skill, playbook, soul and agent you install has been through the same pipeline: adversarial testing, scoring, signing, and continuous re-testing after publication.

How it works

From generic AI to your specialist — in 3 steps.

No prompt engineering. No fine-tuning. No new tools to learn.

01

Connect your AI

Paste one link into Claude, ChatGPT, Cursor or any MCP-compatible tool. Done in 30 seconds. No code, no setup, no IT ticket.

02

Pick a skill — or describe one

Browse ready-made experts, or just say what you do: “I run a cardiology clinic.” The right skills and guardrails get installed — or a custom one is built from your own context.

03

It improves on its own

Every skill is re-tested daily against new attacks. Patched versions arrive automatically; underperformers get re-scored, not buried.

One endpoint · Claude Code · Cursor · ChatGPT · Continue · Cline · Any MCP client

Universal compatibility

Works with every agent you already use.

One MCP endpoint, no SDK. Most clients take the URL from settings; a few (Claude Desktop, Cursor) still need a small JSON/TOML entry and a restart — the per-client steps are in the docs.

Missing your favorite? Request it →

Why it's different

Anyone can publish a prompt. We publish proof.

The hard part isn't writing a skill — it's convincing your security team it won't leak PII, accept a jailbreak, or hallucinate compliance text. That's what we build.

Attacked before it ships

Adversarial harness

Every skill runs an adversarial gauntlet — prompt injection, jailbreaks, data exfiltration, policy bypass — before it can publish. Pass rate is public, per attack class.

Signed, not just published

Ed25519 · offline-verifiable

Releases are Ed25519-signed and verifiable offline. Your security team can check the math without trusting us.

A score you can audit

Public formula

Trust Score is a public, weighted formula — adversarial robustness, real-world success, signed releases, age. Embed the live badge in your README.

Gets better while you sleep

SkillForge

SkillForge re-tests every skill daily and ships patched versions automatically — no retraining, no downtime, every install reversible and audited.

The flywheel: every production execution feeds the Trust Score. Skills that survive real workloads bubble up; ones that drift get re-scored and patched automatically.

The Stack

Four building blocks. Infinite agents.

SKILLSWhat your agent can do

Capabilities, installable.

Cardiology Diagnostics. Growth Hacking. Legal Due Diligence. Discrete units of expertise an agent can install on demand.

cardiology-diagnosticsgrowth-hacking-prolegal-due-diligence
PLAYBOOKSHow it runs a process end-to-end

Workflows that ship results.

Complete operational logic for real-world processes — from enterprise sales motions to medical consultations.

enterprise-sales-flowmedical-consultation-v2startup-validation
SOULSHow it sounds and decides

Personality as code.

Tone, style, principles, decision-making. Give your agent a Challenger-rep soul, a McKinsey soul, or a humanized doctor soul.

challenger-rep-soulmckinsey-consultanthumanized-doctor
GUARDRAILSWhat it must never do

Safety, by default.

Block hallucinations, regulatory violations, out-of-domain behavior and unsafe actions before they reach your users.

medical-guardrailsfinance-complianceno-hallucination

One MCP URL.
One sentence. Done.

Install the best packages of your industry, generate what doesn't exist yet, and let SkillForge ship better versions for you — week after week.

$https://superagentskill.com/api/public/mcp