Comparison
forge vs swiftide
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 swiftide if swiftide, built in Rust, offers a specialized solution for developing fast and efficient streaming applications related to AI agents and LLM operations.
Markdown twin · forge alternatives · swiftide alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | forge | swiftide |
|---|---|---|
| Maintenance | Very active (0d since push) As of 1w · github_public_v1 | Very active (1d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of 1w · github_public_v1 | Not a fork · Organization account As of today · 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
- swiftide
- Fast, streaming indexing, query, and agentic LLM applications in Rust
Stars
- forge
- 2.2k
- swiftide
- 774
Forks
- forge
- 173
- swiftide
- 69
Open issues
- forge
- 4
- swiftide
- 18
Language
- forge
- Python
- swiftide
- Rust
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.
- swiftide
- Swiftide, built in Rust, offers a specialized solution for developing fast and efficient streaming applications related to AI agents and LLM operations.
Persona
- forge
- -
- swiftide
- -
Runtime
- forge
- -
- swiftide
- -
License
- forge
- MIT
- swiftide
- MIT
Last pushed
- forge
- Aug 13, 2026
- swiftide
- Aug 19, 2026
Categories
- forge
- AI Agents, LLM Frameworks
- swiftide
- AI Agents, Data & Retrieval, LLM Frameworks
Trust and health
Days since push
- forge
- 0d
- swiftide
- 1d
Open issues (now)
- forge
- 4
- swiftide
- 18
Stars delta
- forge
- Unknown
- swiftide
- +52 (30d)
Open issues delta
- forge
- Unknown
- swiftide
- -18 (30d)
Owner type
- forge
- User
- swiftide
- Organization
Full report
- forge
- Trust report
- swiftide
- Trust report
Choose forge if…
- forge is primarily Python; swiftide is Rust.
- 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.
- 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 swiftide if…
- swiftide is primarily Rust; forge is Python.
- Pricing: No pricing information provided. The repository is open-source under the MIT License..
- Tags unique to swiftide: agents, ai, data, genai.
- Also covers Data & Retrieval.
- - You are working with real-time data streams and need a solution that supports high-speed indexing and querying.
When NOT to use swiftide
- - Your project primarily involves batch processing, without a need for real-time streaming support.
- - If you prefer a language other than Rust, as Swiftide does not offer an alternative implementation.
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 (bosun-ai/swiftide) · observed Aug 21, 2026
- GitHub forks (bosun-ai/swiftide) · observed Aug 21, 2026
- Last push (bosun-ai/swiftide) · observed Aug 19, 2026
- License file (MIT) · observed Aug 21, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: forge 2.2k · swiftide 774 (synced Aug 14, 2026).
Common questions
- What is the difference between forge and swiftide?
- forge: A Python framework for self-hosted LLM tool-calling and multi-step agentic workflows. swiftide: Fast, streaming indexing, query, and agentic LLM applications in Rust. See the comparison table for live GitHub stats and shared categories.
- When should I choose forge over swiftide?
- Choose forge over swiftide when forge is primarily Python; swiftide is Rust; 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; 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 swiftide over forge?
- Choose swiftide over forge when swiftide is primarily Rust; forge is Python; Pricing: No pricing information provided. The repository is open-source under the MIT License.; Tags unique to swiftide: agents, ai, data, genai; Also covers Data & Retrieval; - You are working with real-time data streams and need a solution that supports high-speed indexing and querying.
- 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 swiftide?
- - Your project primarily involves batch processing, without a need for real-time streaming support. - If you prefer a language other than Rust, as Swiftide does not offer an alternative implementation.
- Is forge or swiftide more popular on GitHub?
- forge has more GitHub stars (2,217 vs 774). Stars measure visibility, not whether either tool fits your constraints.
- Are forge and swiftide open source?
- Yes - both are open-source projects on GitHub (forge: MIT, swiftide: MIT).
- Where can I find alternatives to forge or swiftide?
- GraphCanon lists graph-backed alternatives at forge alternatives and swiftide alternatives (forge markdown twin, swiftide 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 swiftide?
- forge: Very active. swiftide: 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 swiftide?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: forge trust report; swiftide trust report.