agentops
Python SDK for AI agent monitoring, LLM cost tracking, benchmarking, and more. Integrates with most LLMs and agent frameworks including CrewAI, Agno, OpenAI β¦
Governance and orchestration for AI agent fleets: declarative rules, verifiable runs.
bernstein is an open-source agents project by sipyourdrink-ltd (sipyourdrink-ltd/bernstein on GitHub). It has 1,381 GitHub stars and 177 forks, is released under the Apache-2.0 license, and was last updated on GitHub on 4 October 2026.
Declare governance as configuration.
Run your fleet under Bernstein.
Rules applied at runtime.
Replay verifiable histories.
Rules as config, not code.
Manage many agents.
Replayable audit trails.
Rules that actually bind.
Runs isolated if needed.
Free and open.
Download the source and move into the project folder.
git clone https://github.com/sipyourdrink-ltd/bernstein.git
cd bernsteinEvery project documents its own setup; start with install requirements.
cat README.md | head -60Follow the projectβs launch command β Docker, pip, npm, or a binary release.
# see README for the exact launch commandIt is an open-source project at sipyourdrink-ltd/bernstein with 177 forks.
Yes. Apache-2.0 licensed.
It is purpose-built for agent fleets, with replayable records.
It can run fully isolated from the internet.
Evaluate against your compliance needs; check activity.
Python SDK for AI agent monitoring, LLM cost tracking, benchmarking, and more. Integrates with most LLMs and agent frameworks including CrewAI, Agno, OpenAI β¦
The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.
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