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Biokernel — measured AI agent skill | DecimalAI

Biokernel

SkillScore100Maintained

biokernel

Biomedical OS Core & MCP Server

AI/MLby FreedomIntelligence

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

AI Engineer pack

decimalai skills pull biokernel

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/biokernel/SKILL.md

Raw file: /s/biokernel/SKILL.md ↗ · machine-readable summary at /s/biokernel.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 7d ago

Yes — +36% lift-42% tokens0% turns100% of whole cases pass with skill (22/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-19	✗→✓	▲ Improved	-70%	0%
case-01	✗→✓	▲ Improved	-17%	0%
case-03	✗→✓	▲ Improved	-62%	0%
case-07	✗→✓	▲ Improved	-44%	0%
case-08	✗→✓	▲ Improved	-36%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/1/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

FreedomIntelligence / OpenClaw-Medical-Skills

skills/biokernel/SKILL.md

View on GitHub ↗

License MITImported 8/1/2026Version v2

Skill contents

SKILL.md

<!--

COPYRIGHT NOTICE

This file is part of the "Universal Biomedical Skills" project.

Copyright (c) 2026 MD BABU MIA, PhD <md.babu.mia@mssm.edu>

All Rights Reserved.

#

This code is proprietary and confidential.

Unauthorized copying of this file, via any medium is strictly prohibited.

#

Provenance: Authenticated by MD BABU MIA

-->

BioKernel

The BioKernel is the central orchestration layer of the Biomedical OS, managing context, routing tasks to specialized agents via MCP (Model Context Protocol), and handling system resources.

When to Use This Skill

System Internal: This is primarily a background skill for routing.
When initializing the Biomedical OS environment.
When managing state across multiple agent interactions.

Core Capabilities

Task Routing: Dispatches user queries to the correct specialist agent.
Context Management: Maintains long-term memory and session state.
MCP Server: Exposes tools and resources via standard protocol.

Example Usage

User: "Start the BioKernel server."

Agent Action:

bash
python3 platform/biokernel/server.py --port 8000

Want to see if biokernel would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.