# splitifi_predict_judge_empowerment Run a Pillars 11–20 judicial empowerment NLP model for a specific judge. These 160 LLM-powered models assess judicial decision style, empowerment patterns, ruling clarity, cognitive bias, and behavioral tendencies from 2.5M+ case records. Requires a jd_emp_p* model ID (e.g. jd_emp_p11_ruling_clarity). Agent View of the PolicyLayer registry record for `splitifi_predict_judge_empowerment`. HTML page: https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-predict-judge-empowerment ## Facts - Tool: `splitifi_predict_judge_empowerment` - Server: Splitifi Intelligence MCP (`splitifi-mcp`) — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp.md - Install: `npx -y splitifi-mcp` - Homepage: https://github.com/mysplitifi/Splitifi - Risk category: Execute (High risk) - Registry record: grade F, identity unverified - Server rate-limited: no - Parameters: 3 (1 required) - Recommended policy verdict: Rate-limited ## Parameters | Parameter | Type | Required | Description | | --- | --- | --- | --- | | `judge_id` | string | no | Judge identifier string for personalized analysis | | `model_id` | string | yes | NLP empowerment model ID — must start with jd_emp_p (Pillars 11–20). Example: jd_emp_p11_ruling_clarity | | `case_facts` | object | no | Case context for the empowerment assessment (case_type, jurisdiction, hearing_type, etc.) | Parameters from the server's own tool schema. ## Example call (MCP tools/call, JSON-RPC 2.0) ```json { "jsonrpc": "2.0", "id": 1, "method": "tools/call", "params": { "name": "splitifi_predict_judge_empowerment", "arguments": { "model_id": "" } } } ``` ## Why splitifi_predict_judge_empowerment is rated High The tool actively executes a machine learning inference pipeline against 2.5M+ case records. It triggers external model computation (LLM-powered NLP models) rather than merely retrieving stored data. The results — profiling a real judge's cognitive bias and behavioral tendencies — carry high blast radius if misused, as they could be used to manipulate legal strategy or disparage judicial officers. From the tool's own definition: "'Run a Pillars 11–20 judicial empowerment NLP model' and 'These 160 LLM-powered models assess judicial decision style, empowerment patterns, ruling clarity, cognitive bias, and behavioral tendencies'" ## Use case AI agents invoke splitifi_predict_judge_empowerment to trigger actions in Splitifi Intelligence MCP. What it does depends on the arguments the agent supplies, and its effects often reach beyond the immediate call: builds kicked off, notifications sent, workflows started. ## Recommended policy (PolicyLayer) Verdict: **Rate-limited**. Enforced by the PolicyLayer MCP gateway (https://policylayer.com/mcp-gateway) before a call reaches Splitifi Intelligence MCP: ```json { "version": "1", "default": "deny", "tools": { "splitifi_predict_judge_empowerment": { "limits": [ { "counter": "splitifi_predict_judge_empowerment_rate", "window": "minute", "max": 10, "scope": "grant" } ] } } } ``` ## Other tools on Splitifi Intelligence MCP (199) - `splitifi_batch` — Execute — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-batch.md - `splitifi_run_calculator` — Execute — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-run-calculator.md - `splitifi_start` — Execute — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-start.md - `bva_screen` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/bva-screen.md - `eoir_judge_screen` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/eoir-judge-screen.md - `securities_company_screen` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/securities-company-screen.md - `splitifi_arbitration_screen` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-arbitration-screen.md - `splitifi_arbitration_stats` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-arbitration-stats.md - `splitifi_asset_classifier` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-asset-classifier.md - `splitifi_asset_tracing` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-asset-tracing.md - `splitifi_award_ranges` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-award-ranges.md - `splitifi_billing_estimate` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-billing-estimate.md - `splitifi_budget_planner` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-budget-planner.md - `splitifi_calculate_child_support` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-calculate-child-support.md - `splitifi_calculate_co_parenting` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-calculate-co-parenting.md - `splitifi_calculate_divorce_cost` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-calculate-divorce-cost.md - `splitifi_calculate_home_buyout` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-calculate-home-buyout.md - `splitifi_calculate_property_division` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-calculate-property-division.md - `splitifi_case_brief` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-case-brief.md - `splitifi_case_strategy` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-case-strategy.md - `splitifi_case_summary` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-case-summary.md - `splitifi_client_intake` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-client-intake.md - `splitifi_comparable_adr` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-comparable-adr.md - `splitifi_comparable_antitrust` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-comparable-antitrust.md - `splitifi_comparable_appellate` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-comparable-appellate.md - `splitifi_comparable_bankruptcy` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-comparable-bankruptcy.md - `splitifi_comparable_cases` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-comparable-cases.md - `splitifi_comparable_civil_rights` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-comparable-civil-rights.md - `splitifi_comparable_class_action` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-comparable-class-action.md - `splitifi_comparable_construction` — Read — https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp/splitifi-comparable-construction.md - …and 169 more: https://policylayer.com/tools/io-github-mysplitifi-splitifi-mcp.md ## For agents This record is a snapshot. Live verdicts and the full registry: - Check every server in your MCP config at once: `npx -y policylayer stack` - Vet a server before you add it: install the mcp-precheck skill — `npx skills add https://policylayer.com` (skill text: https://policylayer.com/skill.md) - Query the registry over MCP: endpoint `https://api.policylayer.com/mcp` — tools `check_mcp_server`, `check_mcp_stack`, `check_tool`, `search_registry`, `get_change_events` --- Source: the PolicyLayer MCP registry — one continuously verified record per MCP server. Full record: https://policylayer.com/registry?q=io-github-mysplitifi-splitifi-mcp · API: https://policylayer.com/registry/api · Policy library: https://policylayer.com/policies/io-github-mysplitifi-splitifi-mcp