Comparison
forge vs pi-mcp-adapter
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 pi-mcp-adapter if pi-mcp-adapter is a TypeScript-based MCP adapter tailored for efficient token usage with Pi, an AI coding assistant.
Markdown twin · forge alternatives · pi-mcp-adapter alternatives
GraphCanon updated 1w
vs
Trust & integrity
| Signal | forge | pi-mcp-adapter |
|---|---|---|
| Maintenance | Very active (0d since push) As of 1w · github_public_v1 | Very active (1d since push) As of 4w · github_public_v1 |
| Provenance | Not a fork · Personal account As of 1w · github_public_v1 | Not a fork · Personal account As of 4w · 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
- pi-mcp-adapter
- Token-efficient MCP adapter for Pi coding agent
Stars
- forge
- 2.2k
- pi-mcp-adapter
- 1.1k
Forks
- forge
- 173
- pi-mcp-adapter
- 221
Open issues
- forge
- 4
- pi-mcp-adapter
- 4
Language
- forge
- Python
- pi-mcp-adapter
- TypeScript
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.
- pi-mcp-adapter
- pi-mcp-adapter is a TypeScript-based MCP adapter tailored for efficient token usage with Pi, an AI coding assistant.
Persona
- forge
- -
- pi-mcp-adapter
- -
Runtime
- forge
- -
- pi-mcp-adapter
- -
License
- forge
- MIT
- pi-mcp-adapter
- Licensed under MIT
Last pushed
- forge
- Aug 13, 2026
- pi-mcp-adapter
- Jul 25, 2026
Categories
- forge
- AI Agents, LLM Frameworks
- pi-mcp-adapter
- AI Agents
Trust and health
Days since push
- forge
- 0d
- pi-mcp-adapter
- 1d
Full report
- forge
- Trust report
- pi-mcp-adapter
- Trust report
Choose forge if…
- forge is primarily Python; pi-mcp-adapter is TypeScript.
- 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 LLM Frameworks.
- 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 pi-mcp-adapter if…
- pi-mcp-adapter is primarily TypeScript; forge is Python.
- Requirements: pi-mcp-adapter operates in a TypeScript environment and requires that the project already supports TypeScript..
- Tags unique to pi-mcp-adapter: ai, claude, coding-agent, extension.
- pi-mcp-adapter ships an MCP server manifest.
- Use when working with Pi, the AI coding assistant, to optimize token efficiency within Model Context Protocol environments.
When NOT to use pi-mcp-adapter
- Avoid if your project does not align with TypeScript or the Model Context Protocol framework as pi-mcp-adapter is specifically tailored for these contexts.
- Do not use when working on projects that do not involve Pi coding assistant, as its functionalities are directly tied to this specific AI tool.
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 (nicobailon/pi-mcp-adapter) · observed Jul 27, 2026
- GitHub forks (nicobailon/pi-mcp-adapter) · observed Jul 27, 2026
- Last push (nicobailon/pi-mcp-adapter) · observed Jul 25, 2026
- License file (MIT) · observed Jul 27, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: forge 2.2k · pi-mcp-adapter 1.1k (synced Aug 14, 2026).
Common questions
- What is the difference between forge and pi-mcp-adapter?
- forge: A Python framework for self-hosted LLM tool-calling and multi-step agentic workflows. pi-mcp-adapter: Token-efficient MCP adapter for Pi coding agent. See the comparison table for live GitHub stats and shared categories.
- When should I choose forge over pi-mcp-adapter?
- Choose forge over pi-mcp-adapter when forge is primarily Python; pi-mcp-adapter is TypeScript; 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 LLM Frameworks; 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 pi-mcp-adapter over forge?
- Choose pi-mcp-adapter over forge when pi-mcp-adapter is primarily TypeScript; forge is Python; Requirements: pi-mcp-adapter operates in a TypeScript environment and requires that the project already supports TypeScript.; Tags unique to pi-mcp-adapter: ai, claude, coding-agent, extension; pi-mcp-adapter ships an MCP server manifest; Use when working with Pi, the AI coding assistant, to optimize token efficiency within Model Context Protocol environments.
- 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 pi-mcp-adapter?
- Avoid if your project does not align with TypeScript or the Model Context Protocol framework as pi-mcp-adapter is specifically tailored for these contexts. Do not use when working on projects that do not involve Pi coding assistant, as its functionalities are directly tied to this specific AI tool.
- Is forge or pi-mcp-adapter more popular on GitHub?
- forge has more GitHub stars (2,217 vs 1,072). Stars measure visibility, not whether either tool fits your constraints.
- Are forge and pi-mcp-adapter open source?
- Yes - both are open-source projects on GitHub (forge: MIT, pi-mcp-adapter: MIT).
- Where can I find alternatives to forge or pi-mcp-adapter?
- GraphCanon lists graph-backed alternatives at forge alternatives and pi-mcp-adapter alternatives (forge markdown twin, pi-mcp-adapter 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 pi-mcp-adapter?
- forge: Very active. pi-mcp-adapter: 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 pi-mcp-adapter?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: forge trust report; pi-mcp-adapter trust report.