Collective intelligence workspace
Turn every discovery into collective intelligence.
Capture signals, discuss what matters and preserve the context behind every decision. Curyloop gives your team a memory that compounds.
Current session
Product & Design Signals
Agent workflows teams can trust
linear.app · today
Research operations in 2027
a16z.com · today
Building durable design systems
figma.com · today
Weekly brief
Your team is tracking how AI changes product craft—and where human judgment stays essential.
18
Signals
61%
Discussed
7
Contributors
The curiosity loop
Links are inputs.
Shared understanding is the outcome.
Curyloop gives discovery a repeatable operating rhythm, so insight does not disappear into tabs, chat history or meeting notes.
Bring every useful signal into one place
Save from the browser, import an archive or let your agent monitor trusted sources.
Add the context a bookmark cannot hold
Run recurring sessions, involve the right people and record why a signal matters now.
Build memory your team can actually reuse
Turn the strongest findings into briefs and collections that remain searchable over time.
System of record
One workspace for the complete intelligence cycle.
The capture tools are fast. The structure around them is what makes your team smarter over time.
Discovery sessions
A recurring place to collect, discuss and close the loop on emerging signals.
Team rhythmKnowledge collections
Curate findings across sessions into durable playbooks, references and briefs.
Long-term memoryAutomated signal gathering
Monitor selected sources, score relevance and route useful findings to the right workspace.
AI agentFull-context search
Find the source, contributor, tags, discussion state and retained insight in one search.
Instant retrievalGoverned team spaces
Keep private team research separate while publishing the collections worth sharing.
Access controlLet your agent gather signals
while your team applies judgment.
Set your topics of interest, connect your LLM key, and let your agent monitor the web for you. It scores relevance, tags useful findings and routes them into sessions where people can add context.
- Monitors RSS feeds and websites automatically
- LLM-powered relevance scoring and auto-tagging
- Creates organized sessions with curated items
- Configurable schedules - from every 6 hours to weekly
- Email reports with direct links to findings
Research Agent
AI Multi-Agent Task Failures Study
#ai-research
Next.js 15 Server Actions Deep Dive
#next.js
Rust-based JS Tooling Benchmark 2026
#devtools
3 signals curated today · 12 tokens used
Let every tool contribute to the same team memory
Use MCP servers, AI agents, or our REST API to automate your intelligence workflow without losing source context.
Claude Code
Connect Curyloop as an MCP server to Claude Code and let your AI assistant search, create sessions, and curate content directly from your terminal.
# Add Curyloop MCP server to Claude Code
claude mcp add curyloop \
--transport http \
--url https://curyloop.com/api/mcp \
--header "Authorization: Bearer YOUR_API_KEY"- Search your knowledge base from Claude
- Create sessions and add items via natural language
- Auto-tag discoveries with AI-powered categorization
Bring your archive
Start with the knowledge you already collected
Import from Raindrop, Pocket, Notion or any browser with the structure and metadata your team already relies on.
Raindrop.io
CSV export with tags & folders
HTML export with tags
Notion
CSV database export
Browser Bookmarks
Chrome, Firefox, Safari, Edge
Drop your export file
We auto-detect the source
Design Systems Guide
React Server Components
Building AI Agents
Smart import, not just a dump
Your data is parsed, deduplicated, enriched with metadata, and organized - before it even hits your session.
- Tags from your sources are preserved
- Folders map to Curyloop sessions
- Duplicate URLs are auto-detected
- AI suggests tags for untagged items
- Thumbnails & metadata fetched automatically
- Drag & drop - no config needed
Capture layer
Capture the signal before the context disappears
Bring discoveries into the right collection or active session from any device.
In practice
Teams remember more when discovery has a rhythm
See how researchers and product teams turn scattered signals into reusable knowledge with Curyloop.
“I used to have 50+ tabs open at all times. Now I save everything to Curyloop and find it instantly with search.”
Sarah K.
Freelance Designer, Independent
“We run weekly trend sessions now. The searchable archive alone saved us countless hours of re-discovery.”
Jordan R.
VP of Engineering, Series B Fintech
“The tagging system is brilliant. I tag papers by methodology and topic - finding references takes seconds now.”
Mei L.
PhD Researcher, University
“We replaced our messy Notion wiki with Curyloop. Structured collections keep everything organized naturally.”
Chris K.
CTO, DevTools Company
“I bookmark inspiration from everywhere - Dribbble, Twitter, blogs. Curyloop is the only place I actually go back to.”
Lena P.
Content Creator, Independent
“Cmd+K search across all my collections is a game changer. I find relevant resources in seconds, not minutes.”
Ryan W.
Staff Engineer, E-Commerce Platform
“Onboarding new engineers is easier now. They can browse our shared collections from day one.”
Nina S.
Tech Lead, Cloud Infrastructure
“The AI agent finds articles related to my courses automatically. It's like having a research assistant for free.”
David T.
Student, CS Major
“I used to have 50+ tabs open at all times. Now I save everything to Curyloop and find it instantly with search.”
Sarah K.
Freelance Designer, Independent
“We run weekly trend sessions now. The searchable archive alone saved us countless hours of re-discovery.”
Jordan R.
VP of Engineering, Series B Fintech
“The tagging system is brilliant. I tag papers by methodology and topic - finding references takes seconds now.”
Mei L.
PhD Researcher, University
“We replaced our messy Notion wiki with Curyloop. Structured collections keep everything organized naturally.”
Chris K.
CTO, DevTools Company
“I bookmark inspiration from everywhere - Dribbble, Twitter, blogs. Curyloop is the only place I actually go back to.”
Lena P.
Content Creator, Independent
“Cmd+K search across all my collections is a game changer. I find relevant resources in seconds, not minutes.”
Ryan W.
Staff Engineer, E-Commerce Platform
“Onboarding new engineers is easier now. They can browse our shared collections from day one.”
Nina S.
Tech Lead, Cloud Infrastructure
“The AI agent finds articles related to my courses automatically. It's like having a research assistant for free.”
David T.
Student, CS Major
Plans
Simple, transparent pricing
Start free, upgrade when you need more.
Free
$0/mo
For starting a personal or small-team intelligence loop.
- 1 group
- 5 sessions total
- 20 bookmarks
- 1 AI agent (daily schedule)
- Full-text search
Pro
$2.99/mo
For teams running an ongoing intelligence practice.
- Unlimited groups & sessions
- Unlimited AI agents (6h+)
- Unlimited topics & sites
- Everything in Free
- Priority support
Your team memory can live on your infrastructure.
Self-host Curyloop on your own servers. Same powerful features, your data, your rules. One Docker command to get started.
- Self-host on your own infrastructure
- SQLite - zero config database
- Single Docker container
- No vendor lock-in
Field notes
From the blog
Guides, tips, and insights on knowledge curation.

What Is Knowledge Management? A Complete Guide for Modern Teams
Learn what knowledge management is, why it matters for teams, and how modern tools like AI curation turn scattered links into searchable team knowledge.

10 Best Knowledge Management Tools for Engineering Teams in 2026
Compare the 10 best knowledge management tools for engineering teams. Find the right tool to organize bookmarks, links, and team discoveries.

How to Stop Losing Important Links and Articles Your Team Discovers
Your team shares great links every day -- then loses them. Learn proven strategies to capture, organize, and search team discoveries.
Start the next loop
Give your team a memory that gets more useful every week.
Create a workspace, open your first discovery session and retain the context behind what your team learns.
$0
to start
1 min
to capture
∞
context retained