From Libraries to Capabilities
Stop searching through documentation. Describe what you need in plain English and discover AI-powered tools that work together like Unix pipes.
# Ask for what you need:
$ cmdforge registry describe "something that can summarize long documents"
Found 3 matching tools:
rob/summarize
Condenses text while preserving key points
Traditional development: search docs, install libraries, write glue code.
CmdForge: describe what you need, compose existing capabilities, ship.
Semantic search finds tools by what they do, not what they're named. "I need something that extracts key points" just works.
Tools call other tools. Chain capabilities together like Unix pipes. Build complex workflows from simple, tested components.
Every tool you publish becomes a capability others can use. Collaboration over competition. Build on each other's progress.
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:
- tool: official/code-review
output_var: review
- tool: rob/summarize
input_template: "{review}"
output_var: summary
# Use like any Unix command:
$ cat app.py | my-review-tool
Build complex solutions from simple, tested components.
Claude, GPT, Ollama, or any CLI-accessible model. Switch providers without changing tools.
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