What is asset-aware-mcp-harness?

A Cline setup for this repository that provides working rules, repeatable workflows, and checks for changing, testing, and releasing code. Cline is an AI coding assistant that follows these instructions.

Use it to run the repository’s full checks, prepare a tagged release, keep extension assets synchronized, and follow citation-ready documentation workflows.

It gives coding work a consistent process and a defined set of checks, so important verification or release steps are less likely to be missed.

asset-aware-mcp-harness — Skill for Claude Code and Codex by u9401066

Install

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.

Any agent

npx skills add u9401066/academic-figures-mcp --skill asset-aware-mcp-harness

Clone the repo

git clone --depth 1 https://github.com/u9401066/academic-figures-mcp

Made for: Claude Code, Codex.

Wrote 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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/u9401066/academic-figures-mcp/asset-aware-mcp-harness/github.svg)](https://agentmods.dev/skills/u9401066/academic-figures-mcp/asset-aware-mcp-harness)

Your own site

<a href="https://agentmods.dev/skills/u9401066/academic-figures-mcp/asset-aware-mcp-harness"><img src="https://agentmods.dev/badge/skills/u9401066/academic-figures-mcp/asset-aware-mcp-harness/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/u9401066/academic-figures-mcp/asset-aware-mcp-harness"><img src="https://agentmods.dev/badge/skills/u9401066/academic-figures-mcp/asset-aware-mcp-harness.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 47 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 472 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin 100% copy Near-identical to another mod in the catalogue.

Token cost

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	$0.00047	$0.00472
Opus 5	$0.00023	$0.00236
Sonnet 5	$0.00009	$0.00094
Haiku 4.5	$0.00005	$0.00047

Measured 11d ago against content hash e5af27a7740a, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

asset-aware-mcp-harness 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 11d 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.

Origin

This is a copy

100% identical to asset-aware-mcp-harness — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

.cline/skills/asset-aware-mcp-harness/SKILL.md · 33 lines

What it actually says

asset-aware-mcp: Cline Harness Skill

Use this skill when working in this repo with Cline and you want a reliable, production-grade loop: change -> verify -> ship.

What To Use First

Rules: .clinerules/ (always-on, with conditional scopes)
Workflows: .clinerules/workflows/
- Run /full-check.md for the full local gates
- Run /release-publish.md for a guided tagged release
VSIX assistant assets: vscode-extension/resources/repo-assets/asset-aware/
- Keep them synchronized with cd vscode-extension && npm run sync-assets:check
Skills: this repo already has multiple skills under .claude/skills/ (Cline can load them too)
- If any .claude/skills instruction conflicts with current repo behavior, treat .clinerules/ as the source of truth.

Canonical Commands

Python: uv run ruff check ., uv run mypy src --ignore-missing-imports, uv run pytest
Extension (in vscode-extension/): npm run test:ci
Docker smoke: docker build -t asset-aware-mcp:smoke . then docker run --rm --entrypoint python asset-aware-mcp:smoke -c "import src.presentation.server"

Citation-Ready Mindset

Prefer stable, verifiable spans (line/char/byte offsets + hashes) over loose “source: page 3” citations.
Treat CRAAP fields as a conservative scaffold: avoid claiming more confidence than you can actually verify.

MCP Auto-Config Mindset

VSIX install/update must keep Copilot .vscode/mcp.json, Cline cline_mcp_settings.json, and Codex config.toml idempotent.
Preserve unrelated MCP servers and user-local Cline/Codex metadata.
Do not create duplicate Asset-Aware server entries under alternative names.

Changes

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.

11d ago First seen · 33 lines · 47 tokens per session scan A e5af27a7740a

Subscribe to this mod's changes

asset-aware-mcp-harness is a skill published in the GitHub repository u9401066/academic-figures-mcp (0 stars, last pushed 4mo ago), licensed Apache-2.0. It adds 47 tokens to every session and 472 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to asset-aware-mcp-harness, differing in 0 lines, and is treated as a copy.

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