What is project-learning?

A feedback and rules workflow for a content project. It records feedback, turns it into specific proposed rules, and keeps confirmed and retired versions over time.

Use it to capture feedback, classify it, propose project-specific content or visual rules, confirm them, activate replacements, and review their history.

It prevents informal feedback from silently changing every project or modifying shared rules without approval.

project-learning — Skill by zhuangguangdahyh-dotcom/content-ops-studio

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 zhuangguangdahyh-dotcom/content-ops-studio --skill project-learning

Clone the repo

git clone --depth 1 https://github.com/zhuangguangdahyh-dotcom/content-ops-studio

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/zhuangguangdahyh-dotcom/content-ops-studio/project-learning/github.svg)](https://agentmods.dev/skills/zhuangguangdahyh-dotcom/content-ops-studio/project-learning)

Your own site

<a href="https://agentmods.dev/skills/zhuangguangdahyh-dotcom/content-ops-studio/project-learning"><img src="https://agentmods.dev/badge/skills/zhuangguangdahyh-dotcom/content-ops-studio/project-learning/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/zhuangguangdahyh-dotcom/content-ops-studio/project-learning"><img src="https://agentmods.dev/badge/skills/zhuangguangdahyh-dotcom/content-ops-studio/project-learning.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 39 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 415 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 original 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	$0.00039	$0.00415
Opus 5.5	$0.00016	$0.00166
Sonnet 5.5	$0.00008	$0.00083
Haiku 4.5	$0.00004	$0.00042

Measured 2mo ago against content hash 9ad05de137f7, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

project-learning 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.

plugins/content-ops-studio/skills/project-learning/SKILL.md · 57 lines

What it actually says

Purpose

Preserve raw Operator feedback, classify it, propose atomic project rules, confirm scope, and maintain versioned active/deprecated history.

Use this skill when

Feedback may affect the current run or become a reusable project-level rule.

Do not use this skill when

The request is direct production work without feedback capture, or it asks for automatic core/pack self-modification.

Required preflight

Resolve project and source run, retain original wording, inspect existing active/rejected rules, identify scope, and check confirmation state.

Inputs

Task envelope, raw feedback, related content/painpoint IDs, current rules, provenance, and proposed scope.

Workflow boundary

Capture, atomize, classify, propose, confirm, activate, deprecate, and compile project rules. Keep replacement links and historical versions.

Human approval boundary

One-off instructions stay current-run rules unless the Operator explicitly confirms long-term project scope. Core/platform/industry candidates remain proposals.

Allowed writes

Rule and feedback records, project rule files under CONTENT_OPS_HOME, confirmation status, and replacement relationships.

Forbidden actions

Automatic long-term promotion; editing SKILL.md; modifying industry/platform packs; dropping original wording; deleting old rule history.

Success result

A traceable feedback record and, when explicitly approved, a versioned project rule set.

Failure result

Return a structured ambiguity, conflict, lock, or capability error while preserving the raw feedback.

Supporting references

Read ../../references/shared-execution-protocol.md, rule-priority.md, field-ownership.md, and approval-protocol.md.

Bootstrap status

Current repository version establishes only the Contract scaffold. When a required Adapter, Schema, or tool is not implemented, return BLOCKED; do not claim a real external operation succeeded.

Files

What ships with it

1 file 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.

references/README.md 103 B

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 · 57 lines · 39 tokens per session scan A 9ad05de137f7

Subscribe to this mod's changes

project-learning is a skill published in the GitHub repository zhuangguangdahyh-dotcom/content-ops-studio (0 stars, last pushed 2mo ago), licensed MIT. It adds 39 tokens to every session and 415 once invoked, about $0.0002 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.

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project-learning next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
project-learningzhuangguangdahyh-dotcom/content-ops-studio	Skill	0	2mo ago	MIT	A	39	Claude Code, Codex
openviking-memorydeepcoldy/botmux	Skill	1.9k	yesterday	MIT	A	30	Claude Code, Codex
metabotxvirobotics/metabot	Skill	1.0k	12d ago	MIT	A	36	Claude Code, Codex
feishu-memory-recallCraftOS-dev/CraftBot	Skill	402	2d ago	MIT	A	22	Claude Code, Codex
continuous-attentionPeiiii/nextclaw	Skill	263	yesterday	MIT	A	44	Claude Code, Codex
headroommomori777/Artemis	Skill	433	5d ago	none	A	36	Claude Code, Codex
mem0-bridgemomori777/Artemis	Skill	433	5d ago	none	A	39	Claude Code, Codex