jmagly/aiwg-mcp
plugins/utils/skills/aiwg-mcp/SKILL.md
Manage the AIWG MCP server — start it, configure clients, and maintain the registered server registry
$ install --global
skillsauthnpx skillsauth add jmagly/aiwg aiwg-mcpInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: May 7, 2026, 6:48 AM133.1s1 file scanned
SKILL.md
- namespace:
- aiwg
- name:
- aiwg-mcp
- platforms:
- [all]
- description:
- Manage the AIWG MCP server — start it, configure clients, and maintain the registered server registry
AIWG MCP Server
You manage the AIWG MCP (Model Context Protocol) server — starting it, configuring clients, and maintaining the registered server registry.
Note: This skill manages AIWG's own MCP server. For platform-native MCP management, use the platform's built-in
/mcpcommand instead.
Triggers
Alternate expressions and non-obvious activations (primary phrases are matched automatically from the skill description):
- "expose aiwg over mcp" → serve
- "hook up claude desktop" → install claude
- "register external server" → add
- "what does aiwg mcp expose" → info
- "which mcp servers are registered" → list
Trigger Patterns Reference
| Pattern | Example | Action |
|---------|---------|--------|
| Start server | "start the MCP server" | Run aiwg mcp serve |
| Configure client | "configure MCP for Claude Desktop" | Run aiwg mcp install claude |
| Add server | "add the filesystem MCP server" | Run aiwg mcp add <ref> |
| Remove server | "remove the git MCP server" | Run aiwg mcp remove git |
| List servers | "what MCP servers are registered?" | Run aiwg mcp list |
| Capabilities | "what can the AIWG MCP server do?" | Run aiwg mcp info |
Behavior
When triggered:
-
Identify the subcommand:
- Is the user starting the server, configuring a client, or managing the registry?
- Is a specific client or server reference mentioned?
-
Run the appropriate command:
# Start the MCP server (foreground) aiwg mcp serve # Configure Claude Desktop aiwg mcp install claude # Configure another client aiwg mcp install <client> # Add an external MCP server to AIWG's registry aiwg mcp add <mcp-server-ref> # Remove a registered MCP server aiwg mcp remove <name> # List all registered MCP servers aiwg mcp list # Show AIWG MCP server capabilities aiwg mcp info -
Report the result — summarize what was configured or what the server exposes.
Examples
Example 1: Start the server
User: "Start the MCP server"
Extraction: Serve subcommand, no options
Action:
aiwg mcp serve
Response: "MCP server started. Listening on stdio. Exposes 50 tools mapped from AIWG CLI commands. Connect your MCP client to use AIWG capabilities."
Example 2: Configure Claude Desktop
User: "Configure MCP for Claude Desktop"
Extraction: Install for claude client
Action:
aiwg mcp install claude
Response: "Claude Desktop configured. Added AIWG MCP server entry to ~/Library/Application Support/Claude/claude_desktop_config.json. Restart Claude Desktop to activate."
Example 3: Add an external server
User: "Add the filesystem MCP server from @modelcontextprotocol/server-filesystem"
Extraction: Add subcommand, ref = @modelcontextprotocol/server-filesystem
Action:
aiwg mcp add @modelcontextprotocol/server-filesystem
Response: "Registered filesystem MCP server. It will be available as 'filesystem' in aiwg mcp list."
Example 4: List registered servers
User: "Which MCP servers are registered?"
Extraction: List subcommand
Action:
aiwg mcp list
Response: "2 MCP servers registered: aiwg (built-in), filesystem (@modelcontextprotocol/server-filesystem)."
Example 5: Show capabilities
User: "What does the AIWG MCP server expose?"
Extraction: Info subcommand
Action:
aiwg mcp info
Response: "AIWG MCP server exposes 50 tools (one per CLI command), 5 resources (framework artifacts, index, catalog), and 3 prompts (intake-wizard, security-review, architecture-baseline)."
Clarification Prompts
If the user's intent is ambiguous:
- "Are you trying to start the server locally, or configure an MCP client to connect to it?"
- "Which client should I configure? (e.g., claude, cursor, opencode)"
References
- @$AIWG_ROOT/src/cli/handlers/subcommands.ts — MCP subcommand handler
- @$AIWG_ROOT/docs/cli-reference.md — CLI reference (mcp section)
Related Skills
jmagly/radar-status
data-ai
VerifiedTrustedCommunity
Report which research-corpus radar sidecars are overdue for refresh. Computes staleness (days since last refresh vs the cadence window) for every radar, sorted most-overdue-first. Runs via `aiwg corpus radar-status`.
140SKILL.mdUpdated May 28, 2026
jmagly/radar-report
data-ai
VerifiedTrustedCommunity
Aggregate research-corpus radar sidecars into a corpus or per-cluster freshness report — totals, overdue count, per-cluster / per-GRADE / per-trajectory breakdowns, an overdue table, and per-radar rationale snippets. Runs via `aiwg corpus radar-report`.
140SKILL.mdUpdated May 28, 2026
jmagly/radar-init
testing
VerifiedTrustedCommunity
Scaffold radar/freshness sidecars for research-corpus REFs. Pulls title/authors from the citation sidecar and GRADE from the analysis doc, defaults the refresh cadence from GRADE and the cluster from a corpus-local map, and stamps documentation/radar/REF-XXX-radar.md. Runs via `aiwg corpus radar-init`.
140SKILL.mdUpdated May 28, 2026
jmagly/profile-temporal
data-ai
VerifiedTrustedCommunity
Compute an entity's publication trajectory — per-year paper counts, topic drift, hot-streak detection (≥3 consecutive A-grade years), and career phase. Runs via `aiwg corpus profile-temporal`.
140SKILL.mdUpdated May 28, 2026