CoLong-Idea-Studio: Dynamic-memory-first collaborative AI framework for long-form story generation, chapter planning, and coherent

by HITSZ-DS · Agent Tool · ★ 111

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Security audit verdict: SAFE · quality 68/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

agentaicreative-writingcreative-writing-aifastapillmmulti-agentnovelopenclawrag

Quick Facts

Stars111
Forks11
LanguagePython
CategoryAgent Tool
LicenseMIT
Quality Score68/100
Last Updated2026-03-21
Created2026-03-07
Platformsbrowser, python
Est. Tokens~3247k

About CoLong-Idea-Studio

NovelClaw ✨ A structured long-form fiction workspace centered on chapter drafting, inspectable runs, manuscript review, and memory-aware writing control. 💡 NovelClaw is not a one-shot prompt wrapper. It turns long-form fiction work into an inspectable writing workspace with sessions, storyboards, manuscript surfaces, character and world views, and editable memory banks.

Compatible Skills

These tools work well together with CoLong-Idea-Studio for enhanced workflows:

  • slop-guard — semantic(0.32)+complementary+rare_topics+same_lang+similar_pop+shared_platform (65%)
  • academic-paper-skills — semantic(0.34)+complementary+same_lang+similar_pop+shared_platform (57%)
  • book-genesis — semantic(0.42)+complementary+rare_topics+similar_pop (54%)
  • anti-slop-writing — semantic(0.39)+complementary+rare_topics+similar_pop+shared_platform (53%)

CoLong-Idea-Studio alternative? Top 6 similar tools

Looking for a CoLong-Idea-Studio alternative? If you're comparing CoLong-Idea-Studio with other agent tool tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • NovelClaw by iLearn-Lab · ⭐ 373

    Dynamic-memory-first collaborative AI framework for long-form story generation, chapter planning, and coherent

  • aser by AmeNetwork · ⭐ 469

    Aser is a lightweight, self-assembling AI Agent frame.

  • oreilly-ai-agents by sinanuozdemir · ⭐ 322

    An introduction to the world of AI Agents

  • context-compressor by Huzaifa785 · ⭐ 90

    AI-powered text compression library for RAG systems and API calls. Reduce token usage by up to 50-60% while pr

  • scrivener-mcp by writerslogic · ⭐ 71

    The definitive MCP server for Scrivener — connect your novels, screenplays, and manuscripts to Claude, ChatGPT

  • LLM-Agents-Ecosystem-Handbook by oxbshw · ⭐ 555

    One-stop handbook for building, deploying, and understanding LLM agents with 60+ skeletons, tutorials, ecosyst

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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