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omnirexflora-labs / omnicoreagent

An agent runtime for Python. Give your agent real work. Keep control: every action checked before it runs, every run survives a crash without silently redoing anything, every step on the record.

Why this job: says: agent runtime; topics: multi-agent-systems, orchestration, ai-agents, agent

What it does

A model is not an agent. The runtime around it is what makes it usable in an application: the loop, the tools, memory, the files it works on, and — once the agent can do real things — the policy that says what it may do, the sandbox its code runs in, the record that survives a crash, the budget that stops it spending, and the evidence a person can read afterwards.

Get started

pip install omnicoreagent
# Python 3.12–3.14; check with python --version
export LLM_API_KEY=your_api_key
# the key for the provider in model_config
Maintenance
Active
Last commit 31 days ago
Stars
253
On GitHub
Licence
MIT
Allows business use
Downloads for
None listed
No release files
Latest version
v0.6.0
Released 31 days ago
Built with
Python
100% of the code

Is it looked after?

Contributors
2
Last 90 days
Issues
100% closed
0 still open
Pull requests
279 merged
0 waiting
Releases
35
15 in the last year

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More: languages, topics and project record

Languages

  • Python 100%
  • Dockerfile <1%
  • Shell <1%
  • HTML <1%

Topics

  • agent
  • agent-harness
  • ai-agents
  • background-tasks
  • fastapi
  • harness
  • harness-engineering
  • llm
  • mcp
  • mcp-client
  • multi-agent-systems
  • orchestration

Project record

  • JobAgent frameworks
  • StatusListed
  • Commits1,493
  • Forks57
  • Watching4
  • Stars in 28 days+2
  • CreatedMar 19, 2025
  • First seen by usNov 7, 2026
  • CheckedNov 7, 2026

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