constellation-engine: Most AI agents forget you the moment the tab closes

by CONSTELLATION-ENGINE · Codex Skill · ★ 71

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

Security audit verdict: SAFE · quality 63/100

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.

agentic-aiai-agentai-agentscognitive-architectureembeddingsgraphragharnesshebbian-learningknowledge-graphllm

Quick Facts

Stars71
Forks13
LanguageJavaScript
CategoryCodex Skill
LicenseAGPL-3.0
Quality Score63/100
Last Updated2026-06-27
Created2026-05-15
Platformsnode
Est. Tokens~19k

About constellation-engine

Constellation Engine Knowledge Topology Runtime for Stateful AI Agents Read the Codex · Download · Sponsor A personal cognitive runtime for long-lived AI agents. Constellation Engine turns memory from a passive retrieval store into an active topology: a living star map of typed nodes, weighted edges, activation state, episodic recall, and post-turn consolidation.

Compatible Skills

These tools work well together with constellation-engine for enhanced workflows:

  • mem0-mcp — semantic(0.21)+complementary+same_lang+similar_pop+shared_platform (58%)
  • claude-mem-lite — semantic(0.25)+complementary+same_lang+similar_pop+shared_platform (54%)

constellation-engine alternative? Top 6 similar tools

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

  • lucid-memory by JasonDocton · ⭐ 163

    Memory for AI that works like yours—local, instant, persistent. 13x faster than Pinecone, 5x leaner than RAG.

  • shodh-memory by varun29ankuS · ⭐ 300

    Local, LLM-free memory for AI agents. A single offline Rust binary — deterministic and auditable — that learns

  • omega-memory by omega-memory · ⭐ 220

    Persistent memory for AI coding agents

  • hipocampus by kevin-hs-sohn · ⭐ 210

    Drop-in memory harness for AI agents — 3-tier memory, compaction tree, hybrid search. One command to set up. W

  • mengram by alibaizhanov · ⭐ 204

    Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn fro

  • arag by Ayanami0730 · ⭐ 323

    A-RAG: Agentic Retrieval-Augmented Generation via Hierarchical Retrieval Interfaces. State-of-the-art RAG fram

More Codex Skill Tools

Explore other popular codex skill tools:

View all Codex Skill tools →

Popular JavaScript Agent Tools

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:

View on GitHub → Browse Codex Skill tools