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From Libraries to Capabilities

Ask for Capabilities.
Compose Solutions.

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

Install in 60 seconds (pip, Docker, or from source)
Get Started Read the Philosophy

A New Way to Build

Traditional development: search docs, install libraries, write glue code.
CmdForge: describe what you need, compose existing capabilities, ship.

Ask for Capabilities

Semantic search finds tools by what they do, not what they're named. "I need something that extracts key points" just works.

Compose Solutions

Tools call other tools. Chain capabilities together like Unix pipes. Build complex workflows from simple, tested components.

Share & Discover

Every tool you publish becomes a capability others can use. Collaboration over competition. Build on each other's progress.

See It In Action

From natural language query to working solution

1 Describe What You Need

# 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.

2 Compose Into Workflows

# 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.

Works With Any AI

Claude, GPT, Ollama, or any CLI-accessible model. Switch providers without changing tools.

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Featured Tools & Projects

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Developer
C

create_summary

by official

Expert content summarizer. You take content in and output a Markdown formatted summary using the format below.

2
v1.0.2
cmdforge install official/create_summary
Text
S

summarize

by official

Expert content summarizer. You take content in and output a Markdown formatted summary using the format below.

1
v1.0.2
cmdforge install official/summarize
Data
A

analyze_prose

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...

1
v1.0.2
cmdforge install official/analyze_prose
Data
E

extract_video_commerce_entities

by official

Expert at identifying every commercially relevant entity in a video transcript — the products shown, tools used, plants grown, books referenced, services mentioned, and brands displayed. You think...

0
v1.0.2
cmdforge install official/extract_video_commerce_entities
Data
E

extract_affiliate_products

by official

Expert at extracting commercial products, tools, services, and affiliate opportunities from content transcripts. You identify every entity that a creator could earn affiliate revenue from —...

0
v1.0.2
cmdforge install official/extract_affiliate_products
Data
A

analyze_monetization_opportunities

by official

Expert at identifying monetization opportunities in creator content — specifically where affiliate commerce, sponsorships, digital products, and paid communities align with audience intent and...

0
v1.0.2
cmdforge install official/analyze_monetization_opportunities

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