head to head · open source

giskard-oss vs toolhive

giskard-oss has 5,830 GitHub stars, 537 forks, 64 open issues and last shipped 2 days ago. toolhive has 2,193 stars, 300 forks, 369 open issues and last shipped yesterday. giskard-oss leads on adoption by 166% (5,830 vs 2,193 stars). giskard-oss is written in Python under Apache-2.0; toolhive is written in Go under Apache-2.0. giskard-oss has attracted 9% as many forks as stars, toolhive 14%. toolhive was the more recently maintained of the two, and both are self-hostable with no licence fee. The two share 1 topic tag (ai-security), so they are genuine substitutes rather than adjacent tools.

Two open source projects, one decision. Both are free and self-hostable — the differences are community size, license terms, language stack and release pace.

giskard-oss ★ 5.8K toolhive ★ 2.2K category AI & Machine Learning

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Side by side

giskard-oss toolhive
GitHub stars ★ 5.8K ★ 2.2K
License Apache-2.0 Apache-2.0
Written in Python Go
Last push 2026-09-18 2026-09-19
Forks ⑂ 537 ⑂ 300
Self-hosting Yes Yes
Data ownership Your server Your server

pick giskard-oss if

  • You weight community size — 5.8K stars and counting
  • You want the Apache-2.0 license terms
  • Your stack matches Python
  • You value the larger contributor base for long-term maintenance

full giskard-oss profile →

pick toolhive if

  • You want the toolhive feature set and don't need the biggest community
  • You prefer the Apache-2.0 license terms
  • Your stack matches Go
  • You evaluated both and toolhive fits your workflow better

full toolhive profile →

About giskard-oss

Giskard OSS is an open source Python library for evaluating, red teaming and testing LLM agents and RAG pipelines, built for developers, ML engineers and AI security teams that need reproducible checks on non deterministic systems.

read the full giskard-oss overview →

About toolhive

ToolHive is an open source, Apache 2.0 licensed platform written in Go for running and managing Model Context Protocol (MCP) servers. It lives in the AI and machine learning ecosystem, specifically MCP tooling and AI security and privacy. The project addresses the problem of exposing MCP servers to AI coding assistants and enterprise clients without broad local access or unmanaged behavior.

read the full toolhive overview →

More in AI & Machine Learning

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More AI Security & Privacy projects

Compare either of these against the rest of the AI Security & Privacy field.

giskard-oss vs strix giskard-oss vs shannon giskard-oss vs SkillSpector giskard-oss vs iFixAi giskard-oss vs codex-security giskard-oss vs garak giskard-oss vs AI-Infra-Guard giskard-oss vs Agentic-Bug-Hunter giskard-oss vs nono giskard-oss vs CyberStrike giskard-oss vs AiSOC giskard-oss vs pentest-ai-agents

Frequently asked questions

Is giskard-oss or toolhive more popular?

giskard-oss has 5,830 GitHub stars and toolhive has 2,193. giskard-oss has the larger community by that measure.

Are giskard-oss and toolhive free?

Both are open source. giskard-oss is licensed under Apache-2.0 and toolhive under Apache-2.0. Neither carries a licence fee.

What is the difference between giskard-oss and toolhive?

giskard-oss is written in Python and toolhive in Go. The practical differences are community size, licence terms, language stack and release cadence — all compared in the table above.

Which should I choose, giskard-oss or toolhive?

Choose giskard-oss if you want the larger community (5,830 stars) or its Apache-2.0 licence terms. Choose toolhive if its feature set, stack or Apache-2.0 licence fits better. Both are self-hostable.