The missing capability layer
Find the tool that actually fits.
A public, source-backed directory of open and accessible tools, organized around the work they solve and the constraints that make recommendations fail.
searchable capabilities
domains
with verification dates
Explore the catalog
Scrapling
turnstile captcha blocking scraper
Verified 2026-08-10 · 68,957 stars
litellm
model router fail over between providers
Verified 2026-08-10 · 53,182 stars
whisper
local speech-to-text transcription offline
Verified 2026-08-10 · 44,228 stars
ollama
run open source models fully offline on a laptop
Verified 2026-08-10 · 43,694 stars
marker
convert PDFs to clean markdown for LLM pipelines
Verified 2026-08-10 · 37,362 stars
open-webui
self-host ChatGPT-like UI over local models
Verified 2026-08-10 · 27,370 stars
vllm
high throughput local model serving
Verified 2026-08-10 · 26,080 stars
drizzle-orm
lightweight TypeScript SQL ORM with migrations
Verified 2026-08-10 · 21,235 stars
browser-storage-state
reuse Playwright storage state for logged-in scrapes
Verified 2026-08-10 · 20,110 stars
Playwright
browser automation click fill forms
Verified 2026-08-10 · 20,110 stars
role-router-gate
route tasks to the right agent role with a gate
Verified 2026-08-10 · 19,296 stars
skill-inventory-conductor
inventory and route agent skills without chaos
Verified 2026-08-10 · 19,296 stars