A professional AI document reasoning skill that turns complex commercial and legal text into structured risk analysis, revisions, comparisons, and decision-ready reports.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install doc-reasoning-analyst-pro
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
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Help me install doc-reasoning-analyst-pro using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
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What is Document Reasoning Analyst Pro?
Document Reasoning Analyst Pro is a long-document reasoning and analysis workflow for commercial, legal, compliance, procurement, and high-risk business materials. It extracts core claims, supporting logic, explicit and implicit assumptions, ambiguities, contradictions, undefined terms, missing scope, decision gaps, hidden risk transfers, and structural problems.
As part of Openclaw Skills, the Pro edition adds multi-version comparison, document structure improvement recommendations, and decision-preparation reports with risk matrices and recommended actions. It supports role- and scenario-specific outputs for legal teams, executives, procurement managers, compliance specialists, project managers, and operations teams, while clearly separating source facts, analytical inferences, and suggested actions.
Document Reasoning Analyst Pro Use Cases
- Review long contracts, memoranda, proposals, negotiation records, policies, and strategy documents.
- Compare two to five contract or policy versions at clause level and identify how risk has changed.
- Detect ambiguity, internal contradictions, undefined terminology, missing boundaries, incomplete decision logic, and unclear risk allocation.
- Generate contract redline summaries, negotiation priorities, and items requiring legal counsel review.
- Produce executive-ready decision briefs with recommendations such as sign, sign after changes, reject, or negotiate further.
- Evaluate multiple supplier proposals using standardized comparisons across price, delivery, technical support, security, and commitments.
- Restructure dense legal or business documents into clearer sections, checklists, briefing notes, or concise summaries.
- Batch-scan document collections for recurring risks, preserving results for incremental consolidation.
- Use Openclaw Skills when analysis, reporting, statistical insight, or structured document review is needed; it is not intended for real-time streaming data processing or formal legal advice.
How Document Reasoning Analyst Pro Works
- Parse the context: Identify the document type, intended audience, decision being supported, key obligations or claims, and business or legal sensitivity.
- Map the reasoning structure: Extract the central position, supporting logic, relevant evidence, explicit assumptions, implicit assumptions, and decision relevance.
- Inspect seven risk dimensions: Check for ambiguity, contradictions, undefined terms, missing scope, missing decision paths, hidden risk transfers, and confusing structure.
- Select the processing mode: Choose summarization, rewriting, diagnosis, version comparison, structural improvement, decision reporting, or conversion into a brief, memo, or checklist.
- Apply the reasoning guardrails: Preserve important details, keep risk signals visible, distinguish facts from inferences and recommendations, and identify unsupported assumptions.
- Generate a structured result: Return an evaluation containing purpose, audience, core logic, risks, structure recommendations, next steps, and review items.
- Handle uncertainty explicitly: Avoid unsupported legal or commercial certainty, mark unresolved areas, and recommend professional counsel review where appropriate.
- For long or batch inputs: Process documents in sections or batches of approximately three to five files, save checkpoints, and merge results incrementally without losing context.
Document Reasoning Analyst Pro Setup
- Add the
doc-reasoning-analyst-proskill to the enabled skills list of your Agent platform. - Provide document content directly in the prompt or make the Agent read the source files. Any format that can be converted to text is supported, including PDF, Word, Markdown, and HTML.
- For scanned PDFs, run OCR before analysis so the Agent receives searchable text.
- Include context such as document type, review objective, supported decision, known pressure points, role, target audience, and desired output.
- Select an appropriate mode: quick analysis for short documents, deep analysis for complex documents, and comparison or decision-report mode for advanced workflows.
- Optional inputs include
optionsfor mode and format preferences andcallback_urlfor asynchronous completion notifications.
Example prompt:
Document type: Commercial services contract
Review objective: Identify unfavorable terms and hidden risks
Decision: Whether to sign
Audience: Legal team
Expected output: Diagnosis, risk list, and decision report
[Paste document content]
No external dependency or package installation is specified in the skill. Its declared Agent tools are read, exec, write, glob, and grep; use command execution only in a controlled sandbox with approved commands.
Document Reasoning Analyst Pro Data Schema & Taxonomy
Input fields
| Field | Type | Required | Purpose |
|---|---|---|---|
input |
string | Yes | Document text, analysis instruction, or structured request. |
options |
object | No | Mode selection, output format, role, and other preferences. |
callback_url |
string | No | URL for asynchronous completion notifications. |
Document metadata taxonomy
- Document type: Contract, memorandum, proposal, policy, negotiation record, strategy brief, or other text document.
- Audience and role: Legal counsel, management, procurement, compliance, project management, or operations.
- Decision context: Sign, approve, negotiate, reject, publish, select a supplier, or prepare for review.
- Analysis mode: Logic extraction, risk detection, summary, rewrite, diagnosis, version comparison, structure improvement, or decision report.
- Risk dimensions: Ambiguity, contradiction, undefined terminology, missing scope, missing decision logic, hidden risk transfer, and structural disorder.
- Risk severity: High, medium, or low, with impact scope, likelihood, mitigation, and responsible party where applicable.
Generated output
The standard evaluation includes purpose, audience, decision relevance, core logic, key assumptions, risk and weakness findings, structure improvement recommendations, and next actions. Advanced reports can include clause-level difference tables, risk-change matrices, key obligation summaries, deadlines, termination conditions, breach responsibilities, owners, due dates, and items requiring counsel review. Responses include a status code, result, and execution log where structured operation output is requested.
For integrations, results can be written back to document-management metadata, synchronized with approval workflows, or attached to decision records. Batch processing should preserve per-document checkpoints and merge them into a final summary.
Document Reasoning Analyst Pro Advanced Features
- Multi-version comparison: Compare two to five documents simultaneously; for larger sets, compare in pairs or groups and merge the findings.
- Clause-level change analysis: Classify additions, removals, and modifications while assessing their effect on risk severity.
- Risk-change matrix: Identify newly introduced risks, eliminated risks, and movements between high, medium, and low risk.
- Structure optimization: Diagnose section hierarchy, clause order, numbering, completeness, and ambiguity, then propose a clearer document architecture.
- Decision-preparation reports: Produce recommendations, risk matrices, key terms, action plans with owners and deadlines, and counsel-review checkpoints.
- Role-aware output: Adapt priorities and presentation for legal, executive, procurement, compliance, project, and operations audiences.
- Five-step execution protocol: Apply consistent context parsing, logic mapping, weakness detection, utility enhancement, and uncertainty safeguards.
- Seven reasoning principles: Preserve details, never compress away risk, separate fact from inference, distinguish explicit from implicit content, expose missing assumptions, favor clarity, and avoid fabricated certainty.
- Batch and incremental processing: Handle very long documents by section, process approximately three to five files per batch, save checkpoints, and consolidate results incrementally.
- Caching and reuse: Reuse extracted logic, risk templates, and standard output structures to reduce repeated processing.
- Workflow integration: Trigger analysis when files arrive in a designated directory, flag high-risk documents for legal notification, attach reports to approval workflows, and release low-risk documents automatically when configured by the host system.
- Safety controls: Use HTTPS and valid certificate checks for network communication, avoid exposing keys or tokens, and do not substitute the output for licensed legal advice or final regulatory decisions.
SKILL.md
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