SEF Agents — AI-powered guidance for the Synchronous Engineering Framework. Built on Model Context Protocol (MCP).
Project description
SEF Agents
AI-Powered Guidance for the Synchronous Engineering Framework
SEF Agents provides agent-based AI guidance, codebase mapping, and quality enforcement for the Synchronous Engineering Framework (SEF).
Built on Anthropic's Model Context Protocol (MCP) for universal AI assistant compatibility.
Table of Contents
- What This Does
- Features
- Security
- Installation
- Configuration
- Local Development
- Quick Start
- Contributing
- About
- License
What This Does
SEF Agents is an MCP server that connects to your AI assistant (Cursor, Claude Desktop, Windsurf). Once connected, it provides:
- Agent-based prompts — Specialized guidance for 13 agents (10 SDLC + 3 utility)
- Quality enforcement tools — Scan code for compliance, debt, security
- Workflow orchestration — Track story state, dependencies, handoffs
Important: This is not a standalone app. It requires an MCP-compatible AI assistant.
Features
Agent-Based Guidance (13 Agents)
SDLC Workflow Agents (10)
| Agent | Function |
|---|---|
discovery |
Brownfield codebase scanning, CODE_MAP generation |
product_manager |
Requirements, acceptance criteria |
qa_lead |
Validates AC before development begins |
architect |
System design, boundaries, integration points |
developer |
Elite Code Quality Protocol enforcement |
tester |
Test standards, real-execution tests |
pr_reviewer |
PR review, AI anti-pattern detection |
scrum_master |
Process orchestration, handoff tracking |
security_owner |
Security audit, vulnerability scanning |
test_designer |
Conceptual test design, BDD architecture |
Utility Agents (3) — On-Demand
| Agent | Function |
|---|---|
forensic_engineer |
Incident investigation, 5 Whys, post-mortems |
strategist |
Solution brainstorming, trade-off analysis |
platform_engineer |
DevEx, health scanning, code quality enforcement |
Quality Tools
| Tool | What It Does |
|---|---|
generate_codemap |
Auto-document directory structure |
validate_compliance |
Check code against SEF standards |
detect_ai_patterns |
Find AI-generated code smells |
scan_debt |
Detect technical debt (TODOs, bare exceptions, etc.) |
scan_external_dependencies |
Find env vars, API clients, external URLs |
scan_code_quality |
AST-based pe_rules enforcement (bare except, types, logging) |
scan_health |
Unified health report across all quality dimensions |
Workflow Tools
| Tool | What It Does |
|---|---|
init_workflow |
Start tracking a story |
get_workflow_state |
See current phase, blockers, artifacts |
suggest_next_agent |
Auto-suggest agent transitions |
generate_story_dependency_graph |
Visualize story dependencies |
detect_flow_gaps |
Find broken E2E flows |
Security
SEF Agents is designed with security as a core principle:
- ✅ No Network Calls: Contains no HTTP clients, sockets, or external communication
- ✅ No Data Exfiltration: All operations are local-only
- ✅ No Hardcoded Secrets: Scanned for credentials and API keys
- ✅ Audited Dependencies: All dependencies use permissive OSS licenses
- ✅ Stdio Transport Only: Communication via standard input/output streams
Run Security Audit
Enterprise customers can verify these claims:
# Run full security audit
uv run python -m sef_agents.security_scan
# Output JSON for CI/CD
uv run python -m sef_agents.security_scan --format json
See SECURITY.md for full security policy and architecture details.
Installation
Prerequisites
uvoruvx(Install uv)- Python 3.12+ (Windows users: see WINDOWS_TROUBLESHOOTING.md if encountering installation issues)
Client Compatibility
SEF Agents uses stdio transport (Standard Input/Output). It works with:
- Claude Desktop
- Cursor
- Windsurf
- Any MCP-compatible client supporting
stdio
Note: Gemini and GitHub Copilot do not currently support MCP.
Configuration
Simple installation — works like Playwright MCP. No cloning required.
Cursor (Recommended)
Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (project-local):
{
"mcpServers": {
"sef-agents": {
"command": "uvx",
"args": ["sef-agents"]
}
}
}
Via UI:
- Settings → MCP → + Add New MCP Server
- Name:
sef-agents - Type:
command - Command:
uvx sef-agents
Claude Desktop
Add to claude_desktop_config.json:
- macOS:
~/Library/Application Support/Claude/claude_desktop_config.json - Windows:
%APPDATA%\Claude\claude_desktop_config.json
{
"mcpServers": {
"sef-agents": {
"command": "uvx",
"args": ["sef-agents"]
}
}
}
Windsurf
Add to ~/.codeium/windsurf/mcp_config.json:
{
"mcpServers": {
"sef-agents": {
"command": "uvx",
"args": ["sef-agents"]
}
}
}
Install from GitHub (Development/Unpublished)
If not yet published to PyPI, use GitHub:
{
"mcpServers": {
"sef-agents": {
"command": "uvx",
"args": [
"--from",
"git+https://github.com/Mishtert/sef-agents",
"sef-agents"
]
}
}
}
Note for Windows users: If you encounter pywin32 access denied errors, see WINDOWS_TROUBLESHOOTING.md for solutions. Prefer using PyPI version (uvx sef-agents) when available.
Local Development
For contributors or local testing:
git clone https://github.com/Mishtert/sef-agents.git
cd sef-agents
uv sync
uv run sef-agents
Quick Start
1. Verify Connection
After adding the config, restart your AI assistant. In Cursor:
- Open Settings → MCP
- Look for
sef-agentswith a green status indicator
2. Try These Commands
Type these in your AI assistant to verify it's working:
"What SEF agents are available?"
Expected: List of 13 agents with descriptions.
"Set my agent to developer"
Expected: Elite Code Quality Protocol injected. AI now enforces coding standards.
"Generate a codemap for this directory"
Expected: CODE_MAP.md structure with files, purposes, dependencies.
"Scan this directory for technical debt"
Expected: Report of TODOs, bare exceptions, missing types, long functions.
3. Full Workflow Example
1. "Set agent to discovery" → Scans codebase, generates documentation
2. "Set agent to product_manager" → Write requirements with testable AC
3. "Set agent to qa_lead" → Validate AC before development
4. "Set agent to developer" → Implement with quality enforcement
5. "Set agent to pr_reviewer" → Review for compliance + AI patterns
Troubleshooting
| Issue | Solution |
|---|---|
| MCP not connecting | Restart AI assistant after config change |
uvx not found |
Install uv: curl -LsSf https://astral.sh/uv/install.sh | sh |
| Tools not appearing | Check MCP status in settings; verify JSON syntax |
| Agent not activating | Use exact agent name: developer |
Contributing
We welcome contributions! Please see CONTRIBUTING.md for:
- Code of conduct
- Development setup
- PR submission guidelines
- Testing requirements
Version History: See GitHub Releases for changelog.
About
SEF Agents implements the Model Context Protocol (MCP), an open standard developed by Anthropic for connecting AI assistants to external tools and data sources. This ensures compatibility with a wide ecosystem of AI development tools.
SEF Agents is part of the Synchronous Engineering Framework (SEF) — a methodology for collapsing the software delivery lifecycle through intelligent parallelism and agent orchestration.
License
Proprietary. All rights reserved.
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