What is project-review?

A teacher-style study assistant for reviewing a Modular RAG MCP Server project. It asks questions chapter by chapter, discusses answers, and tracks learning progress.

Starting project reviews, answering practice questions, checking reference answers, recording progress, and continuing from the previous session.

It provides a structured way to revisit project concepts instead of deciding what to study next. RAG means retrieving relevant information before generating an answer.

How wuwux666/RAG-MCP-SERVER configures Claude Code and Codex

Reuse

Borrowing it

Nothing to install: this file belongs to wuwux666/RAG-MCP-SERVER. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/wuwux666/RAG-MCP-SERVER/main/.github/skills/project-review/SKILL.md

Clone the repo

git clone --depth 1 https://github.com/wuwux666/RAG-MCP-SERVER

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/wuwux666/rag-mcp-server/project-review/github.svg)](https://agentmods.dev/skills/wuwux666/rag-mcp-server/project-review)

Your own site

<a href="https://agentmods.dev/skills/wuwux666/rag-mcp-server/project-review"><img src="https://agentmods.dev/badge/skills/wuwux666/rag-mcp-server/project-review/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/wuwux666/rag-mcp-server/project-review"><img src="https://agentmods.dev/badge/skills/wuwux666/rag-mcp-server/project-review.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 124 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 2,888 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 unknown No closer match found 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	$0.00124	$0.02888
Opus 5.5	$0.00050	$0.01155
Sonnet 5.5	$0.00025	$0.00578
Haiku 4.5	$0.00012	$0.00289

Measured 2mo ago against content hash 27ebb7b1a699, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

project-review 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 2mo 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.

.github/skills/project-review/SKILL.md · 243 lines

The source is not reproduced here

No licence file

Read it on GitHub

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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.

2mo ago First seen · 243 lines · 124 tokens per session scan A 27ebb7b1a699

Subscribe to this mod's changes

project-review is a skill published in the GitHub repository wuwux666/RAG-MCP-SERVER (2 stars, last pushed 4mo ago), with no licence file. It adds 124 tokens to every session and 2,888 once invoked, about $0.0005 per session on Opus 5.5. 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 2026-08-31.

Data and AI Learning and teaching RAG and vectors

project-review next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
project-reviewwuwux666/RAG-MCP-SERVER	Skill	2	4mo ago	none	A	124	Claude Code, Codex
ml-system-design-interviewcuriositech/some_claude_skills	Skill	263	yesterday	MIT	A	100	Claude Code
local-rag-searchnkapila6/mcp-local-rag	Skill	134	2mo ago	MIT	A	80	Claude Code, Codex
02-ai-ml-learninggabrielmoreira/agent-skills-mirror	Skill	20	yesterday	MIT	B	0	Claude Code, Codex
ai-teachermingchen666/Reviva	Skill	318	15d ago	none	A	37	Claude Code, Codex
learning-visualization-skillmingchen666/Reviva	Skill	318	15d ago	none	A	64	Claude Code
embeddingsruvnet/ruflo	Skill	81k	yesterday	MIT	A	62	Claude Code

RAG-MCP-SERVER: Skill for Claude Code