observe
Use this skill when the user asks to "check observations", "what did Crawlio see", "show crawl timeline", "query the observation log", or wants to review what happened during a crawl session. Queries the append-only observation log with filtering by host, source, operation, and time range.
Installation
Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.
View source ↗GuidesSkill instructions
observe
Query Crawlio's observation log — the append-only timeline of everything Crawlio observed during a crawl session.
When to Use
Use this skill when the user wants to:
- See what happened during a crawl
- Review extension captures (framework detection, network requests, console logs)
- Reconstruct a timeline of events
- Find specific observations by host, source, or time range
Quick Reference
Get Recent Observations
get_observations({ limit: 20 })
Filter by Host
get_observations({ host: "example.com", limit: 50 })
Filter by Source
| Source | What It Captures |
|---|---|
extension |
Chrome extension enrichment (framework, network, console, DOM) |
engine |
Crawl lifecycle events (crawl_start, crawl_done) |
webkit |
WebKit runtime capture |
agent |
AI-created findings |
get_observations({ source: "extension", limit: 30 })
Filter by Operation
| Op | Meaning |
|---|---|
observe |
Raw data capture |
finding |
Agent-created insight |
crawl_start |
Crawl began |
crawl_done |
Crawl completed |
page |
Single page observation |
get_observations({ op: "crawl_done" })
Time-Based Query
Use Unix timestamps to query a time range:
get_observations({ since: 1708444200, limit: 100 })
Combine Filters
get_observations({
host: "example.com",
source: "extension",
op: "observe",
limit: 50
})
Reading Observations
Each observation entry contains:
-
id — unique identifier (
obs_prefix for observations,fnd_for findings) - op — what type of event this is
- ts — ISO 8601 timestamp
- url — the URL this relates to
- source — what produced this entry
- data — composite payload (framework detection, network requests, console logs, progress, etc.)
Common Patterns
Timeline Reconstruction
Query by host with no limit to see the full story of a crawl:
get_observations({ host: "example.com" })
Crawl Summary
Get start and end events to see crawl performance:
get_observations({ op: "crawl_start" })
get_observations({ op: "crawl_done" })
The crawl_done entry includes progress data (totalDiscovered, downloaded, failed).
Extension Audit
See everything the Chrome extension captured:
get_observations({ source: "extension", limit: 200 })
After Observation — Create Findings
Once you've identified patterns in observations, use the finding skill to record insights with evidence chains.
Examples
Read the usage examples in the source repository.
View source ↗Source history
- Indexed on
- 2026-03-11
- Index updated
- 2026-03-11
- Branch
- main
Index and sync dates describe this directory. View the source repository for code history.
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