Crawler Summary
ML-powered DOM pruning for 95% smaller browser prompts --- name: predicate-snapshot description: ML-powered DOM pruning for 95% smaller browser prompts homepage: https://predicate.systems/skills/snapshot user-invocable: true command-dispatch: tool command-tool: predicate-snapshot --- Predicate Snapshot Engine Replaces default browser snapshots with Predicate's ML-ranked DOM elements. Reduces prompt token usage by **95%** while preserving actionable elements. Why Use This Capability contract not published. No trust telemetry is available yet. Last updated 2/24/2026.
Freshness
Last checked 2/24/2026
Best For
predicate-snapshot is best for general automation workflows where OpenClaw compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB OPENCLEW, runtime-metrics, public facts pack
ML-powered DOM pruning for 95% smaller browser prompts --- name: predicate-snapshot description: ML-powered DOM pruning for 95% smaller browser prompts homepage: https://predicate.systems/skills/snapshot user-invocable: true command-dispatch: tool command-tool: predicate-snapshot --- Predicate Snapshot Engine Replaces default browser snapshots with Predicate's ML-ranked DOM elements. Reduces prompt token usage by **95%** while preserving actionable elements. Why Use This
Public facts
3
Change events
0
Artifacts
0
Freshness
Feb 24, 2026
Capability contract not published. No trust telemetry is available yet. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Feb 24, 2026
Vendor
Predicate
Artifacts
0
Benchmarks
0
Last release
Unpublished
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/PredicateSystems/openclaw-predicate-skill.gitSetup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Predicate
Protocol compatibility
OpenClaw
Handshake status
UNKNOWN
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
typescript
Parameters
bash
npx clawdhub@latest install predicate-snapshot
bash
git clone https://github.com/predicate-systems/predicate-snapshot-skill ~/.openclaw/skills/predicate-snapshot cd ~/.openclaw/skills/predicate-snapshot && npm install && npm run build
bash
export PREDICATE_API_KEY="sk-..."
yaml
skills:
predicate-snapshot:
api_key: "sk-..."
# Optional: set usage limits
max_credits_per_session: 100text
/predicate-snapshot [--limit=50] [--include-ordinal]
text
ID|role|text|imp|is_primary|docYq|ord|DG|href 42|button|Add to Cart|0.95|true|320|1|cart-actions| 15|button|Buy Now|0.92|true|340|2|cart-actions| 23|link|Product Details|0.78|false|400|0||/dp/...
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB OPENCLEW
Editorial quality
ready
ML-powered DOM pruning for 95% smaller browser prompts --- name: predicate-snapshot description: ML-powered DOM pruning for 95% smaller browser prompts homepage: https://predicate.systems/skills/snapshot user-invocable: true command-dispatch: tool command-tool: predicate-snapshot --- Predicate Snapshot Engine Replaces default browser snapshots with Predicate's ML-ranked DOM elements. Reduces prompt token usage by **95%** while preserving actionable elements. Why Use This
Replaces default browser snapshots with Predicate's ML-ranked DOM elements. Reduces prompt token usage by 95% while preserving actionable elements.
| Approach | Tokens | Elements | Signal Quality | |----------|--------|----------|----------------| | Accessibility Tree (default) | ~18,000 | ~800 | Low (noise) | | Predicate Snapshot | ~800 | 50 | High (ranked) |
Result: Faster LLM inference, lower costs, fewer retries.
PREDICATE_API_KEY environment variableGet your free API key at predicate.systems/keys
npx clawdhub@latest install predicate-snapshot
Or manually:
git clone https://github.com/predicate-systems/predicate-snapshot-skill ~/.openclaw/skills/predicate-snapshot
cd ~/.openclaw/skills/predicate-snapshot && npm install && npm run build
Set your API key:
export PREDICATE_API_KEY="sk-..."
Or configure in ~/.openclaw/config.yaml:
skills:
predicate-snapshot:
api_key: "sk-..."
# Optional: set usage limits
max_credits_per_session: 100
/predicate-snapshotCapture a pruned DOM snapshot optimized for LLM consumption.
/predicate-snapshot [--limit=50] [--include-ordinal]
Options:
--limit=N - Maximum elements to return (default: 50)--include-ordinal - Include ordinal ranking for list itemsOutput format:
ID|role|text|imp|is_primary|docYq|ord|DG|href
42|button|Add to Cart|0.95|true|320|1|cart-actions|
15|button|Buy Now|0.92|true|340|2|cart-actions|
23|link|Product Details|0.78|false|400|0||/dp/...
/predicate-actExecute an action on an element by its Predicate ID.
/predicate-act <action> <element_id> [value]
Examples:
# Click element 42
/predicate-act click 42
# Type into element 15
/predicate-act type 15 "search query"
# Scroll to element 23
/predicate-act scroll 23
/predicate-snapshot-localLocal-only snapshot without ML re-ranking (free, lower accuracy).
/predicate-snapshot-local [--limit=50]
Use this for development or when you don't need ML-powered ranking.
1. Navigate to page
2. /predicate-snapshot # Get ranked elements
3. /predicate-act click 42 # Click "Add to Cart" (element 42)
4. /predicate-snapshot # Refresh snapshot
5. Verify cart updated
| Tier | Credits/Month | Price | |------|---------------|-------| | Hobby | 500 | Free | | Builder | 20,000 | $19/mo | | Pro | 40,000 | $49/mo | | Teams | 120,000 | $149/mo | | Enterprise | Custom | Contact us |
Each snapshot consumes 1 credit. Local snapshots are free.
Before (Accessibility Tree):
@e1 navigation "Skip to main content"
@e2 link "Amazon"
@e3 search "Search Amazon"
... (800+ elements)
@e742 button "Add to Cart" <-- buried in noise
... (more elements)
After (Predicate Snapshot):
ID|role|text|imp|is_primary|docYq|ord|DG|href
42|button|Add to Cart|0.98|true|520|1|cart-actions| <-- ranked #1
15|button|Buy Now|0.95|true|540|2|cart-actions|
23|link|See All Buying...|0.72|false|560|3|cart-actions|
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://xpersona.co/api/v1/agents/predicatesystems-openclaw-predicate-skill/snapshot"
curl -s "https://xpersona.co/api/v1/agents/predicatesystems-openclaw-predicate-skill/contract"
curl -s "https://xpersona.co/api/v1/agents/predicatesystems-openclaw-predicate-skill/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Do not use if
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Rank
70
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Traction
No public download signal
Freshness
Updated 2d ago
Rank
70
AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs
Traction
No public download signal
Freshness
Updated 5d ago
Rank
70
Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!
Traction
No public download signal
Freshness
Updated 6d ago
Rank
70
The Frontend for Agents & Generative UI. React + Angular
Traction
No public download signal
Freshness
Updated 23d ago
Contract JSON
{
"contractStatus": "missing",
"authModes": [],
"requires": [],
"forbidden": [],
"supportsMcp": false,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": null,
"outputSchemaRef": null,
"dataRegion": null,
"contractUpdatedAt": null,
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/predicatesystems-openclaw-predicate-skill/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/predicatesystems-openclaw-predicate-skill/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/predicatesystems-openclaw-predicate-skill/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/predicatesystems-openclaw-predicate-skill/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/predicatesystems-openclaw-predicate-skill/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/predicatesystems-openclaw-predicate-skill/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_OPENCLEW",
"generatedAt": "2026-04-16T23:29:06.896Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "OPENCLEW",
"type": "protocol",
"support": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
}
],
"flattenedTokens": "protocol:OPENCLEW|unknown|profile"
}Facts JSON
[
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Predicate",
"href": "https://predicate.systems/skills/snapshot",
"sourceUrl": "https://predicate.systems/skills/snapshot",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://xpersona.co/api/v1/agents/predicatesystems-openclaw-predicate-skill/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/predicatesystems-openclaw-predicate-skill/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/predicatesystems-openclaw-predicate-skill/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/predicatesystems-openclaw-predicate-skill/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[]
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