npm i polywise -g

Capture

with Polywise's Linkcase

The open source agentic content system.

Capture content, shape context, and run agents on top of it.

image_preview_linkcase

What's Polywise?

An Evolving System, Not a Record

Agent GroupEach agent has its own private prompts, tools, skills, and knowledge graph to activate personalized capabilities. By assembling agents into groups, Polywise can deliver distinct SOPs and collaborative workflows for the user.
FSTFull Self Thinking is a harness architecture built for effectively unbounded conversations within a single session. It adds a dynamic sliding window, shadow context injection, and background sub-agents that asynchronously extract key information back into context.
PipelinePolywise offers full-text retrieval, vector retrieval, graph retrieval with depth-based iterative traversal, and hybrid retrieval. Entity relationships are built as content is ingested, so AI can decide which retrieval path to use without asking users to wire relationships by hand.
CallbackAccepted knowledge increases the weight of key nodes and search edges inside the graph. Matched content is also reinforced, so the next retrieval cycle ranks proven knowledge higher.
Post-ThinkA background post-thinking loop actively reads recent messages and distills valuable information into knowledge. It is an ongoing knowledge distillation process that makes the system understand you better over time.
RewireInspired by Hebbian learning, Rewire prunes the knowledge graph so concepts activated together become more strongly connected. The core of memory is not only remembering but also forgetting, and the point of recording is not storage alone but becoming part of the model's thinking context.

Why Polywise

Grow when chat with agents

You
Agents
Context

Pain Points

Context is all your need

painpoint_image

Stateless AI

Every new session starts cold, so you keep re-explaining the same work.
Polywise turns saved content into reusable context.Agents can retrieve scoped knowledge instead of depending on whatever still fits in the current chat window.
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Fragmented context

Tasks, notes, links, projects, and agent prompts usually live in separate tools.
Polywise keeps content, sessions, todos, projects, and agents in one local system.That makes context easier to connect, search, reuse, and automate.
painpoint_image

Cloud lock-in

Many AI workflows run on opaque systems you cannot inspect, migrate, or truly own.
Polywise keeps the system open source and model-flexible.You can bring providers, local models, and custom tools without giving up ownership of the underlying system.

Features

Core capabilities for context, retrieval, and execution

Posts

Write structured posts with outline navigation, local editing, and saved drafts.Turn raw notes into readable long-form content inside the app.
post

FAQ

Questions about Polywise

1. What is Polywise?

Polywise is the open source agentic content system. It helps you capture content, build reusable context, and run agents against that context instead of starting from an empty chat every time.

2. How do I use Polywise?

You can save content, organize it by project or agent, search it through the retrieval pipeline, and then run sessions, tasks, or scheduled jobs that use that context.

3. Is Polywise only for writing?

No. Writing is one use case, but the system is built for broader agentic work: research, task execution, workflow coordination, link capture, and long-running project context.

4. Do I need extra AI subscriptions to use Polywise?

Not always. What you need depends on which models or providers you want to run. Polywise is designed to work with different providers rather than forcing one billing path.

5. Can I use my existing model providers with Polywise?

Yes. Polywise is built around provider flexibility, so you can connect the model stack that already fits your workflow instead of switching everything to a bundled vendor.

6. Can I run local models?

Yes. Polywise includes support for local runtimes such as llama-based setups, so part of the system can stay fully on your machine when you want tighter control.

7. How does search work?

Polywise uses a hybrid retrieval pipeline. It combines keywords, vectors, recall, and reranking so agents can recover relevant context instead of relying on a single search method.

8. What about data and privacy?

Polywise is open source. Your content, memory, and runtime state remain inspectable and under your control, which makes backups, inspection, and privacy boundaries much clearer than cloud-only systems.

9. Can Polywise automate recurring work?

Yes. Polywise includes sessions, todos, schedules, link fetch jobs, and connector surfaces that can be composed into recurring workflows instead of manual one-off runs.

10. Is Polywise open source?

Yes. Polywise is available on GitHub, which means you can inspect the code, track changes, and understand the system you are building your workflow on.

Shape Your Context,Keep It Yours

Shape Your Context,

Keep It Yours.

Copyright © 2026 Polywise