Skip to content
Agentmart
Submit a tool

forge

Reliability layer for tool calling with self-hosted LLMs, offered as a proxy, a workflow runner and middleware.

Harness by antoinezambelli

IndexedMIT★ 2,262
Write a review

Install

From the package registry. Read the repository before you give any tool access to your data.

pip install forge-guardrails

Get the weekly diff

The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.

We use your email only for this newsletter. Privacy

About

Forge sits inside an agent loop and makes tool calls from a self-hosted model more reliable through rescue parsing, retry nudges and response validation. It runs as a proxy that OpenAI- and Anthropic-compatible clients can point at, as a WorkflowRunner that manages prompts, tool execution and context compaction, or as middleware inside your own loop. Backends include Ollama, llama-server, Llamafile, vLLM, generic OpenAI-compatible endpoints and Anthropic. The README states that Forge is not a multi-agent orchestrator.

Use cases: model-inference, agent-orchestration

No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Fact sheet

Languages
PythonREADME
Packages
forge-guardrails (pypi)README
Model providers
ollama, anthropic, openaiREADME
Maturity
Betagithub.com

Facts extracted by Claude Haiku 5.5 from the linked sources on Oct 24, 2026. Wrong fact? Tell us.

Alternatives

Frameworks for the same language with a similar way of orchestrating agents.

Signals

Stars
2,262
Forks
174
Open issues
4
Weekly downloads
92
Last commit
Oct 23, 2026 (5 days ago)
Last release
Aug 30, 2026 (2 months ago)
Last package publish
Aug 30, 2026 (2 months ago)

From GitHub (fetched Oct 24, 2026) and the package registry.

Details

Packages
pypi forge-guardrails
License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Cite this page

forge. Agent Mart. https://agentmart.dev/harnesses/forge (last updated 2026-10-24)