syftr — security grade SAFE, quality 67/100

Security audit verdict: SAFE · quality 67/100

No red flags found in any of the 11 categories — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

by datarobot · Agent Tool · ★ 344

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

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About syftr

Efficient Search for Pareto-optimal Flows syftr is an agent optimizer that helps you find the best agentic workflows for a given budget. You bring your own dataset, compose the search space from models and components, and syftr finds the best combination of parameters for your budget. It uses advances in multi-objective Bayesian Optimization and a novel domain-specific "Pareto Pruner" to efficiently sample a search space of agentic and non-agentic flows to estimate a Pareto-frontier (optimal trade-off curve) between accuracy and objectives that compete like cost, latency, throughput. Please read more details in our blogpost and full technical paper. We are excited for what you will discover using syftr! Libraries and frameworks used syftr builds on a number of powerful open source projects: Ray for distributing and scaling search over large clusters of CPUs and GPUs Optuna for its flexible define-by-run interface (similar to PyTorch’s eager execution) and support for state-of-the-art multi-objective optimization algorithms [LlamaIndex](https://www.llamaind

agentsaiai-agentshyperparameter-optimizationhyperparameter-searchllm-agentllmsmultiobjective-optimizationpareto-optimalityrag

Quick Facts

Stars344
Forks31
LanguagePython
CategoryAgent Tool
LicenseMIT
Quality Score67.1163875543185/100
Open Issues20
Last Updated2026-03-04
Created2025-05-20
Platformspython
Est. Tokens~225k

Compatible Skills

These tools work well together with syftr for enhanced workflows:

  • xLAM — semantic(0.30)+complementary+same_lang+similar_pop+shared_platform (56%)
  • DyLAN — semantic(0.25)+complementary+same_lang+similar_pop+shared_platform (54%)
  • EnvScaler — semantic(0.22)+complementary+same_lang+similar_pop+shared_platform (53%)
  • RAGElo — semantic(0.21)+complementary+same_lang+similar_pop+shared_platform (52%)
  • or_llm_agent — semantic(0.20)+complementary+same_lang+similar_pop+shared_platform (52%)

syftr alternative? Top 6 similar tools

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

  • weam by weam-ai · ⭐ 220

    Web app for teams of 20+ members. In-built connections to major LLMs via API. Share chats, prompts, and agents

  • sre by SmythOS · ⭐ 1.3k

    The SmythOS Runtime Environment (SRE) is an open-source, cloud-native runtime for agentic AI. Secure, modular,

  • Awesome-AI-For-Security by AmanPriyanshu · ⭐ 145

    A curated list of tools, papers, and datasets for applying AI to cybersecurity tasks. This list primarily focu

  • agents by inkeep · ⭐ 1.4k

    Create AI Agents in a No-Code Visual Builder or TypeScript SDK with full 2-way sync. For shipping AI assistant

  • tribe by StreetLamb · ⭐ 1.1k

    Low code tool to rapidly build and coordinate multi-agent teams

  • llama-cpp-agent by Maximilian-Winter · ⭐ 658

    The llama-cpp-agent framework is a tool designed for easy interaction with Large Language Models (LLMs). Allow

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Frequently Asked Questions

What is syftr?

syftr is syftr is an agent optimizer that helps you find the best agentic workflows for your budget.. It is categorized as a Agent Tool with 344 GitHub stars.

What programming language is syftr written in?

syftr is primarily written in Python. It covers topics such as agents, ai, ai-agents.

How do I install or use syftr?

You can find installation instructions and usage details in the syftr GitHub repository at github.com/datarobot/syftr. The project has 344 stars and 31 forks, indicating an active community.

What license does syftr use?

syftr is released under the MIT license, making it free to use and modify according to the license terms.

What are the best alternatives to syftr?

The top alternatives to syftr on Agent Skills Hub include weam, sre, Awesome-AI-For-Security. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy, covering 11 red-flag categories including credential harvesting, data exfiltration, and curl | sh installers. 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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