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Your Models. Your Workflows. Your Computer.
Build one useful command, connect it to another, and keep the result on your machine. CmdForge makes AI capabilities composable like Unix pipes—and callable from coding agents through MCP.
# Improvise once. Keep what becomes useful.
$ cat meeting.txt | cmdforge run-once \
"Extract decisions and owners from {input}"
# Reusable tomorrow—from your shell or your coding agent:
$ cat meeting.txt | meeting-decisions
Start with a command that solves one problem. Add contracts, composition, and sharing only when the work earns it.
Search local tools and the registry by what they do. For a new idea, forge a personal or project-owned tool from plain language.
Join prompts, Python, CmdForge tools, and MCP calls. Contracts, preflight, regression evidence, and quality coverage keep the result inspectable.
Run tools as ordinary commands, compose them in projects, publish immutable versions, or expose a deliberate allowlist to Codex and Claude Code over MCP.
From natural language query to working solution
# Natural language search:
$ cmdforge registry describe \
"analyze code for security issues"
Matching tools:
official/code-review
Reviews code for bugs, security, and style
rob/security-scan
Focused security vulnerability detection
Semantic search understands intent, not just keywords.
# Tools can call other tools:
steps:
- type: tool
tool: official/code-review
output_var: review
- type: tool
tool: rob/summarize
input: "{review}"
output_var: summary
# Use like any Unix command:
$ cat app.py | my-review-tool
Build complex solutions from simple, tested components.
Local models, coding CLIs, and OpenAI-compatible APIs—with explicit privacy, capability, fallback, and provenance controls.
by official
Expert content summarizer. You take content in and output a Markdown formatted summary using the format below.
cmdforge install official/create_summary
by official
Build and validate single or multi-tool CmdForge pipelines from natural language descriptions, writing config.yaml and README globally or into a project's .cmdforge directory with proper step composition, contracts, and ToolStep wiring
cmdforge install official/forge-tool
by official
Expert content summarizer. You take content in and output a Markdown formatted summary using the format below.
cmdforge install official/summarize
by official
Expert writer and editor and you excel at evaluating the quality of writing and other content and providing various ratings and recommendations about how to improve it from a novelty, clarity, and...
cmdforge install official/analyze_prose
by official
Philosophical reading lens. You examine texts through the history of ideas — tracing intellectual lineage, surfacing hidden assumptions, identifying productive tensions, and asking the questions...
cmdforge install official/lens_stoic
by official
Rhetorical reading lens. You examine texts through the tradition of classical rhetoric — Aristotle's *Rhetoric*, modern discourse analysis, and the study of how language persuades. Your purpose is...
cmdforge install official/lens_rhetorical
Install curated groups of tools with a single command
Step 2
Create a simple AI-powered command that you can use from your terminal.
Read MoreStep 3
Combine multiple steps and providers to build powerful automation.
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