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antoinezambelli / forge

A Python framework for self-hosted LLM tool-calling and multi-step agentic workflows

Why this job: topics: agentic-workflow, tool-calling, function-calling, agents, agentic-ai

What it does

A reliability layer for self-hosted LLM tool-calling. You give forge a set of tools; the model calls whichever it wants in whatever order. Workflow structure is opt-in — required_steps, prerequisites, and terminal_tool let you constrain the loop when you need to, but forge's guardrails (rescue parsing, retry nudges, response validation) apply with zero required steps too.

Get started

pip install forge-guardrails
# core only
pip install "forge-guardrails[anthropic]"
# supported alias; client uses core HTTP dependencies
Maintenance
Active
Last commit 8 days ago
Stars
2,267
+3 this week
Licence
MIT
Allows business use
Downloads for
3 systems
Mac, Windows, Linux
Latest version
v0.10.1
Released 8 days ago
Built with
Python
97% of the code

Is it looked after?

Contributors
3
Last 90 days
Issues
96% closed
2 still open
Pull requests
94 merged
0 waiting
Releases
19
19 in the last year

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More: download files, languages, topics and project record

Download files, v0.10.1

  • Mac1 file, 7 downloads
  • Windows1 file, 7 downloads
  • Linux1 file, 7 downloads

All files on GitHub (opens in new tab)

Languages

  • Python 97%
  • TypeScript 2%
  • Shell <1%
  • PowerShell <1%

Topics

  • agentic-ai
  • agentic-workflow
  • agents
  • function-calling
  • llama-cpp
  • llamafile
  • llm
  • ollama
  • python
  • self-hosted
  • tool-calling

Project record

  • JobAgent frameworks
  • StatusListed
  • Commits94
  • Forks174
  • Watching14
  • Stars in 28 days+14
  • CreatedFeb 16, 2026
  • First seen by usNov 7, 2026
  • CheckedNov 7, 2026

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