Human Creative AI Workflow & Eval Lab

io.github.jdureyPublished by GitHub account jdureyv1.0.0Updated Nov 14, 2026

Remote MCP tools for 3-vendor AI workflow diagnostics, HAR sandboxes, 50v audits, and rubrics.

The publisher's own server: TAP

VerifiedStreamable HTTPWeb executableDeveloper ToolsSecurity & MonitoringAI & ML

Overview

AI-generated overview

Remote MCP server for multi-model AI workflow diagnostics, agent eval sandboxes, guardrail audits, judge rubric calibration and SOP-to-SCORM/QTI compilation.

What you can do
  • Diagnose an AI workflow or job description with a free live three-model diagnostic returning bottlenecks, failure modes, a DAG and rollout plan
  • Build an offline agent evaluation sandbox from a workflow URL or recorded HAR file, with tasks, reward verifiers and a benchmark PDF
  • Stress-test a system prompt with a 50-vector prompt-injection and policy-bypass audit that returns a hardened prompt
  • Calibrate a judge rubric across four model families to reduce self-preference bias and verdict flips
  • Compile Markdown or text SOPs and runbooks into SCORM 1.2 and QTI 3.0 packages for learning systems
When to use it
Useful when you are designing or reviewing an AI agent workflow and want an outside multi-model critique, an evaluation harness, or an adversarial check of a system prompt. Also relevant if you need to turn internal SOPs into LMS-ready course packages.
Requirements
A remote Streamable HTTP endpoint; no local runtime, container or API key is needed to connect. The diagnostic tool is free; the four deliverable tools run as free previews with preview_mode set to true, while full fulfillment is paid by Stripe or x402 USDC.
Before you install
Four of the five tools can charge money: full fulfillment costs $199, $149 and $49 via Stripe or x402 USDC unless preview_mode is true, so confirm the mode before calling. Workflow descriptions, URLs, HAR captures, prompts and SOP documents you submit are sent to the operator's Cloudflare-hosted service and third-party model providers.

Installation

In SourceWeft

  1. Open Human Creative AI Workflow & Eval Lab in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/io.github.jdurey%2Fhuman-creative/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "human-creative-ai-workflow-eval-lab": {
      "type": "http",
      "url": "https://josh-employer-funnel.josh-durey.workers.dev/mcp"
    }
  }
}

README

Human Creative MCP Server (io.github.jdurey/human-creative)

Zero-install Streamable HTTP Model Context Protocol (MCP) server for multi-vendor AI workflow diagnostics, deterministic HTTP Archive (.har) agent evaluation sandboxes, 50-vector adversarial guardrail audits, 4-family LLM judge rubric calibration, and SOP-to-SCORM/QTI compilation.

  • Remote MCP Endpoint (Streamable HTTP): https://josh-employer-funnel.josh-durey.workers.dev/mcp
  • Registry Namespace: io.github.jdurey/human-creative
  • Architecture Portfolio & Live Diagnostic Hub: https://jdurey.github.io
  • Interactive AI Video Twin (Live Technical Q&A): https://jdurey.github.io/interview/

No local runtime, Docker container, or API key is required to connect and run diagnostics or instant Edge dry-run previews (preview_mode: true).


Available MCP Tools (5)

Tool NamePurposeInstant Free Mode
diagnose_ai_workflowExecutes a live 3-stage cross-family AI workflow or job description diagnostic on Cloudflare Workers AI (Mistral 24B intake -> Llama 3.3 70B 4-node DAG architect + Qwen 2.5 32B independent quality gate). Returns structured bottlenecks, silent failure modes, a 4-node DAG with human checkpoints, a 30-day rollout plan, and matched architecture receipts.Always free (readOnlyHint: true)
build_rea_har_agent_sandboxConverts a live web workflow URL or recorded HTTP Archive (.har v1.2) into an offline deterministic REA AgentEnv MCP sandbox (callable read/write tools + state transitions) paired with 8 multi-step evaluation tasks, 3-vendor Judge-Trust reward verifiers, a 300-DPI Executive Benchmark PDF, and a SHA-256 verified .zip bundle.Set "preview_mode": true
audit_workflow_guardrails_50vRuns a 50-vector multi-family prompt-injection, policy-bypass, and stem-withheld answer-leak stress test judged by 3 independent LLM vendor families, producing a hardened v2.0 system prompt and a 300-DPI Executive Audit PDF.Set "preview_mode": true
calibrate_judge_rubric_4familyEliminates single-model self-preference bias and stochastic verdict flips by decomposing subjective quality criteria into deterministic Python checks paired with a 4-family Judge-Trust rubric panel verified across byte-identical repeats.Set "preview_mode": true
compile_sop_to_scorm_qtiCompiles raw Markdown or plain-text SOPs, runbooks, and training documents into LMS-ready SCORM 1.2 and QTI 3.0 XML mastery packages with stem-withheld blind-QA item verification.Set "preview_mode": true

1-Click Client Setup

Claude Code

Run in your terminal:

bash
claude mcp add --transport http human-creative https://josh-employer-funnel.josh-durey.workers.dev/mcp

Or add to .mcp.json in your project root:

json
{  "mcpServers": {    "human-creative": {      "type": "http",      "url": "https://josh-employer-funnel.josh-durey.workers.dev/mcp"    }  }}

Cursor

Add to .cursor/mcp.json (or ~/.cursor/mcp.json):

json
{  "mcpServers": {    "human-creative": {      "url": "https://josh-employer-funnel.josh-durey.workers.dev/mcp"    }  }}

Windsurf

Add to ~/.codeium/windsurf/mcp_config.json:

json
{  "mcpServers": {    "human-creative": {      "serverUrl": "https://josh-employer-funnel.josh-durey.workers.dev/mcp"    }  }}

Cline

Add to cline_mcp_settings.json:

json
{  "mcpServers": {    "human-creative": {      "type": "streamableHttp",      "url": "https://josh-employer-funnel.josh-durey.workers.dev/mcp",      "disabled": false    }  }}

Quick Verification (curl)

List all live tools via JSON-RPC 2.0:

bash
curl -s -X POST https://josh-employer-funnel.josh-durey.workers.dev/mcp \  -H "Content-Type: application/json" \  -d '{"jsonrpc":"2.0","id":1,"method":"tools/list","params":{}}'

Run a free 3-vendor workflow diagnostic:

bash
curl -s -X POST https://josh-employer-funnel.josh-durey.workers.dev/mcp \  -H "Content-Type: application/json" \  -d '{    "jsonrpc": "2.0",    "id": 2,    "method": "tools/call",    "params": {      "name": "diagnose_ai_workflow",      "arguments": {        "mode": "workflow",        "org_hint": "Example Engineering Team",        "input": "Our customer support triage agent hallucinates refund policy exceptions and lacks deterministic pre-send verification."      }    }  }'

Links & Contact

License

MIT License. See LICENSE.

Source: README.md at commit 056a68f

Tools

5

diagnose_ai_workflow

Live 3-Vendor AI Workflow & JD Diagnostic (Free)

FREE live 3-stage cross-family AI workflow and JD diagnostic executed immediately on Cloudflare Workers AI (Mistral 24B intake -> Llama 3.3 70B 4-node DAG architect + Qwen 2.5 32B independent quality gate). Returns structured bottlenecks, silent failure modes, a 4-node DAG with human checkpoints, a 30-day rollout plan, and matched portfolio receipts.

Parametersmodeinputrequiredorg_hint

build_rea_har_agent_sandbox

Build Offline REA HAR-to-AgentEnv Sandbox ($299 Stripe / $3.50 x402 USDC / Free Preview)

Converts a live web workflow URL or recorded HTTP Archive (.har v1.2) into an offline deterministic REA AgentEnv MCP sandbox (callable read/write tools + state transitions) paired with 8 multi-step evaluation tasks, 3-vendor Judge-Trust reward verifiers, a 300-DPI Executive Benchmark PDF, and a SHA-256 verified .zip bundle ($299 Stripe / $3.50 x402 USDC, or set preview_mode=true for an instant free Edge dry-run).

Parameterstarget_urlclient_namerequiredpreview_modecontact_emailpayment_tokenworkflow_namerequiredobserved_endpoints

audit_workflow_guardrails_50v

50-Vector Multi-Family Guardrail & Leak Stress-Test ($199 / Free Preview)

Runs a 50-vector multi-family prompt-injection, policy-bypass, and stem-withheld answer-leak stress test judged by 3 independent LLM vendor families, producing a hardened v2.0 system prompt and 300-DPI Executive Audit PDF ($199 Stripe / $2.50 x402 USDC, or set preview_mode=true for a free 5-vector Edge dry-run).

Parametersclient_namerequiredpreview_modecontact_emailpayment_tokenbot_or_workflow_namerequiredsystem_prompt_or_rulesrequired

calibrate_judge_rubric_4family

4-Family Judge-Trust Rubric Calibration ($149 / Free Preview)

Eliminates single-model self-preference bias and stochastic verdict flips by decomposing subjective quality criteria into deterministic Python checks + a 4-family Judge-Trust rubric panel verified across byte-identical repeats ($149 Stripe / $2.00 x402 USDC, or set preview_mode=true for a free calibrated rubric preview).

Parametersclient_namerequiredtask_domainrequiredpreview_modecontact_emailpayment_tokencurrent_rubricrequired

compile_sop_to_scorm_qti

Compile SOP to Verified SCORM 1.2 & QTI 3.0 Packages ($49 / Free Preview)

Compiles raw Markdown/text SOPs, runbooks, or training docs into LMS-ready SCORM 1.2 + 1EdTech QTI 3.0 XML mastery packages with stem-withheld blind-QA item verification ($49 Stripe / $0.75 x402 USDC, or set preview_mode=true for a free Knowledge Component + QTI 3.0 XML item preview).

Parametersclient_namecourse_titlerequiredpreview_modesop_markdownrequiredcontact_emailpayment_token

Version history

1
  1. v1.0.0LatestNov 14, 2026

Score

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How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts

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