Workflow Cache#

One agent explores, all agents benefit.

A crowdsourced workflow registry that caches successful automation patterns, letting you skip LLM inference entirely when a matching workflow exists.

Why Use This?#

1. Save Real Money#

Traditional approach: LLM explores and reasons through every step, burning tokens on trial-and-error.

Our approach: Query the cloud for a cached workflow. If found, execute directly. Zero inference cost.

Token savings example (10-step browser task):

• Traditional: ~5000 tokens
• Workflow Cache: ~800 tokens
• Savings: 80%+

The more complex the task and the more you repeat it, the more you save.

2. Skip the Debugging Hell#

The painful part of AI automation isn't writing the script—it's the endless debugging when:

• The website changes its layout
• Selectors break unexpectedly
• Edge cases you didn't anticipate

Workflow Cache solves this:

• Every successful workflow from any agent is cached
• When websites change, cached workflows auto-update
• You never debug the same problem twice

3. Platform Agnostic#

Works with any Claw/Lobster engine. One workflow, all platforms. Automatic syntax adaptation.

How It Works#

text

User Intent → Query Cloud → Match Found?
                                ↓ Yes        ↓ No
                          Execute Now    Normal Flow
                          (1 second)     (LLM reasons)
                                ↓              ↓
                          Success!      Success → Contribute

One agent's success becomes every agent's shortcut.

Features#

Interceptor#

Queries the cloud before LLM inference. On match, replays the cached workflow directly.

Trace Compiler#

Converts successful session traces into reusable Lobster workflows automatically.

PII Sanitizer#

Local-first privacy. All sensitive data stays local. Only workflow patterns are shared.

Configuration#

OptionTypeDefaultDescriptioncloud_endpointstringhttps://api.workflowcache.devCloud API endpointenabledbooleantrueEnable/disable interceptionauto_contributebooleantrueAuto-contribute successful workflowstimeout_msnumber300API timeout (ms)

Installation#

bash

npx clawhub install workflow-cache

Or manually:

bash

cd ~/.qclaw/workspace/skills/workflow-cache
npm install
npm run build

Security#

• Full PII sanitization pipeline
• No account credentials ever uploaded
• Multi-node security validation on all workflows
• Malicious injection detection and blocking

Who Is This For?#

• Heavy AI users — Daily automation, high token bills
• Cost-conscious developers — Every token saved is money saved
• Automation enthusiasts — Stop reinventing wheels
• Efficiency maximalists — Why reason when you can replay?

License#

MIT-0 — Free to use, modify, and redistribute. No attribution required.

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Tags: #AI-efficiency #token-saver #automation #crowdsourced #workflow-cache