Comparison
forge vs mirascope
Verdict
Pick forge if developers working on self-hosted LLM tooling who need flexibility in backend setup and seamless integration of function calling in multi-step workflows might benefit from Forge; pick mirascope if mirascope stands out as a LLM Anti-Framework, emphasizing flexibility and customization through a Python-based toolset.
Markdown twin · forge alternatives · mirascope alternatives
GraphCanon updated 1w
vs
Trust & integrity
| Signal | forge | mirascope |
|---|---|---|
| Maintenance | Very active (0d since push) As of 1w · github_public_v1 | Very active (3d since push) As of 3w · github_public_v1 |
| Provenance | Not a fork · Personal account As of 1w · github_public_v1 | Not a fork · Organization account As of 3w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- forge
- A Python framework for self-hosted LLM tool-calling and multi-step agentic workflows
- mirascope
- The LLM Anti-Framework
Stars
- forge
- 2.2k
- mirascope
- 1.5k
Forks
- forge
- 173
- mirascope
- 123
Open issues
- forge
- 4
- mirascope
- 16
Language
- forge
- Python
- mirascope
- Python
Adopt for
- forge
- Developers working on self-hosted LLM tooling who need flexibility in backend setup and seamless integration of function calling in multi-step workflows might benefit from Forge.
- mirascope
- Mirascope stands out as a LLM Anti-Framework, emphasizing flexibility and customization through a Python-based toolset.
Persona
- forge
- -
- mirascope
- -
Runtime
- forge
- -
- mirascope
- -
License
- forge
- MIT
- mirascope
- MIT
Last pushed
- forge
- Aug 13, 2026
- mirascope
- Jul 29, 2026
Categories
- forge
- AI Agents, LLM Frameworks
- mirascope
- Developer Tools, LLM Frameworks
Trust and health
Days since push
- forge
- 0d
- mirascope
- 3d
Open issues (now)
- forge
- 4
- mirascope
- 16
Owner type
- forge
- User
- mirascope
- Organization
Full report
- forge
- Trust report
- mirascope
- Trust report
Choose forge if…
- Requirements: Min 4 GB RAM; Requires Docker; Requires Python 3.12+ and a running LLM backend.; Can be set up with local backends (e.g., llama.cpp) or Anthropic via its API, requiring an API key for the latter case..
- Tags unique to forge: agentic-ai, function-calling, multi-step-workflows, python-framework.
- Also covers AI Agents.
- forge ships Docker support for self-hosted deployment.
- - You require an agnostic backend setup, such as local LLM backends like llama.cpp or cloud-based services with Anthropic.
When NOT to use forge
- - If your application does not require flexibility in backend selection, and you prefer a single cloud provider like Anthropic without local setup.
- - For scenarios where simplicity of setup outweighs the need for customization in function calling and workflow management.
- - When working within environments strictly regulated against self-hosted infrastructure or requiring fully managed services.
Choose mirascope if…
- Tags unique to mirascope: artificial-intelligence, llm-agent, python, typescript.
- Also covers Developer Tools.
- When looking for high customization options in your development process, Mirascope provides extensive control over large language model setups.
When NOT to use mirascope
- If you require a fully integrated framework with predefined guidelines and minimal configuration options, Mirascope's anti-framework approach might not meet your needs.
- For teams preferring standardization and ease-of-use in developing LLMs, Mirascope’s extensive customization options may lead to increased development time and complexity.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (antoinezambelli/forge) · observed Aug 14, 2026
- GitHub forks (antoinezambelli/forge) · observed Aug 14, 2026
- Last push (antoinezambelli/forge) · observed Aug 13, 2026
- License file (MIT) · observed Aug 14, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (Mirascope/mirascope) · observed Aug 2, 2026
- GitHub forks (Mirascope/mirascope) · observed Aug 2, 2026
- Last push (Mirascope/mirascope) · observed Jul 29, 2026
- License file (MIT) · observed Aug 2, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: forge 2.2k · mirascope 1.5k (synced Aug 14, 2026).
Common questions
- What is the difference between forge and mirascope?
- forge: A Python framework for self-hosted LLM tool-calling and multi-step agentic workflows. mirascope: The LLM Anti-Framework. See the comparison table for live GitHub stats and shared categories.
- When should I choose forge over mirascope?
- Choose forge over mirascope when Requirements: Min 4 GB RAM; Requires Docker; Requires Python 3.12+ and a running LLM backend.; Can be set up with local backends (e.g., llama.cpp) or Anthropic via its API, requiring an API key for the latter case.; Tags unique to forge: agentic-ai, function-calling, multi-step-workflows, python-framework; Also covers AI Agents; forge ships Docker support for self-hosted deployment; - You require an agnostic backend setup, such as local LLM backends like llama.cpp or cloud-based services with Anthropic.
- When should I choose mirascope over forge?
- Choose mirascope over forge when Tags unique to mirascope: artificial-intelligence, llm-agent, python, typescript; Also covers Developer Tools; When looking for high customization options in your development process, Mirascope provides extensive control over large language model setups.
- When should I avoid forge?
- - If your application does not require flexibility in backend selection, and you prefer a single cloud provider like Anthropic without local setup. - For scenarios where simplicity of setup outweighs the need for customization in function calling and workflow management. - When working within environments strictly regulated against self-hosted infrastructure or requiring fully managed services.
- When should I avoid mirascope?
- If you require a fully integrated framework with predefined guidelines and minimal configuration options, Mirascope's anti-framework approach might not meet your needs. For teams preferring standardization and ease-of-use in developing LLMs, Mirascope’s extensive customization options may lead to increased development time and complexity.
- Is forge or mirascope more popular on GitHub?
- forge has more GitHub stars (2,217 vs 1,520). Stars measure visibility, not whether either tool fits your constraints.
- Are forge and mirascope open source?
- Yes - both are open-source projects on GitHub (forge: MIT, mirascope: MIT).
- Where can I find alternatives to forge or mirascope?
- GraphCanon lists graph-backed alternatives at forge alternatives and mirascope alternatives (forge markdown twin, mirascope markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, forge or mirascope?
- forge: Very active. mirascope: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for forge and mirascope?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: forge trust report; mirascope trust report.