ainativelang: AINL helps turn AI from a smart conversation into a structured worker

by sbhooley · MCP Server · ★ 671

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

How to install ainativelang

pipx install 'ainativelang[mcp]' && ainl setup --auto
pip install ainativelang

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: SAFE · quality 62/100

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. Full audit →

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-orchestrationai-agentsai-native-languageainlclaude-codecompilerdeterministic-executiondomain-specific-languagedslgraph-ir

Quick Facts

Stars671
Forks24
LanguagePython
CategoryMCP Server
LicenseApache-2.0
Quality Score62/100
Open Issues12
Last Updated2026-09-03
Created2026-03-10
Platformsclaude-code, mcp, python
Est. Tokens~25k

About ainativelang

AI Native Lang (AINL) Find Us on X: @ainativelang <a h

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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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