Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add jmagly/aiwg --skill aiwg-mcp-servergit clone --depth 1 https://github.com/jmagly/aiwgWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/jmagly/aiwg/aiwg-mcp-server)<a href="https://agentmods.dev/skills/jmagly/aiwg/aiwg-mcp-server"><img src="https://agentmods.dev/badge/skills/jmagly/aiwg/aiwg-mcp-server/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/jmagly/aiwg/aiwg-mcp-server"><img src="https://agentmods.dev/badge/skills/jmagly/aiwg/aiwg-mcp-server.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00025 | $0.01061 |
| Opus 5 | $0.00013 | $0.00531 |
| Sonnet 5 | $0.00005 | $0.00212 |
| Haiku 4.5 | $0.00003 | $0.00106 |
Grade A, and why
aiwg-mcp-server scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 148 lines — stays where its author put it; the contents beside it link to each section on GitHub.
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
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 9d ago First seen · 148 lines · 25 tokens per session scan A 8a6cbf63154c
aiwg-mcp-server is a skill published in the GitHub repository jmagly/aiwg (211 stars, last pushed yesterday), licensed MIT. It adds 25 tokens to every session and 1,061 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
Other skills, from other repositories
surge
Use when a user provides a PRD, spec, or detailed requirements document and needs a full project delivered through iterative expert orchestration — multi-round analyze/research/design/implement/QA cycles with convergence detection. NOT for: single-file edits, quick prototypes, simple Q&A, or tasks without a written…
goal-writer
Drafts a goal+rider document pair that briefs an autonomous coding agent on one round of work — a goal file under 4,000 characters (sized to fit the /goal command in both Claude Code and Codex) plus an unbounded rider with phased plans and named depth tests. Use when the user says "draft a goal", "write a goal+rider"…
horizon
Run a durable Horizon workflow for a multi-feature goal with bounded autonomous retries and an audit trail.
check-in
Record a Parallax protocol checkpoint with concrete evidence before gated implementation work.
debug
Perform an evidence-based Parallax diagnosis or post-build audit and verify the repair.
hyperplan
Harden a non-trivial plan through a three-round adversarial critique and evidence-based synthesis.