causal-memory: Causal memory layer for AI agents — MCP server that records decision→outcome relationships

by JingxuanC · MCP Server · ★ 104

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

How to install causal-memory

git clone https://github.com/JingxuanC/causal-memory.git
npx skills add JingxuanC/causal-memory@causal-memory

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 66/100

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.

agent-memorycausal-inferencedeepseek-harnessdshdsh-pluginllm-agentslong-term-memorymcpmcp-serverrust

Quick Facts

Stars104
Forks11
LanguageRust
CategoryMCP Server
LicenseApache-2.0
Quality Score66/100
Open Issues14
Last Updated2026-11-04
Created2026-07-26
Platformsmcp, rust
Est. Tokens~28k

About causal-memory

causal-memory An agent memory system with a causal core — and the only one that models inhibition. Facts, temporal state, and causal edges on one SQLite store, powered by a hippocampus-style engine: typed spreading activation (excitatory and inhibitory), Hebbian co-occurrence reinforcement, Q-value dynamics, and immutable SWR consolidation.

Compatible Skills

These tools work well together with causal-memory for enhanced workflows:

  • kheish — semantic(0.18)+complementary+same_lang+similar_pop+shared_platform (56%)
  • memvid — semantic(0.26)+complementary+same_lang+shared_platform (49%)

causal-memory alternative? Top 6 similar tools

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

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    Code intelligence for agents: find the code that matters and keep your context window and tokens lean.

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  • jacobian by morluto · ⭐ 352

    Composable mathematics tools for agents

  • engramory by tinqiao-oss · ⭐ 199

    Agent 通用长期记忆层:Agent 将重要信息按类型记录为多篇可读的 markdown 记忆文档,文档以链接形式列在限长索引中,索引随会话自动注入。DeepSeek Harness(dsh)有专用插件 dsh-eng

  • Awesome-Gaussian-Skills by jaccen · ⭐ 177

    1000+ arXiv-verified 3DGS methods · 15 AI agent skills · MCP server (34 tools) · open ebook — the AI-native en

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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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