Chapter notes
The polish expert reads language and structure. The claim stays as written.
Enterprise-Grade General Agent Platform
MaClaw
Your own AI agents, for every organization
A self-evolving, enterprise-grade agent platform: a governable AI capability foundation and digital employees for your organization, and a personal AI work partner for every member.
It remembers you, understands your business, and follows your rules, from enterprises to universities and research teams.
Industry solution: research assistance for papers and theses
MaClaw
Pro
Workflows
- Research direction planning
- Academic paper writing
- Graduation thesis outline
- Master's / PhD thesis writing
- Academic paper review
- Master's / PhD thesis review
- Assisted reading and group sharing
- Remote paper review
IM channels
- Feishu
- Telegram
- Lansenger
Master's / PhD thesis review
- Chapter notes
- Host review
- LaTeX thesis
You
Review this thesis in the file companion. Keep the claim, and note language and structure chapter by chapter.
MaClaw
The thesis is open in the file companion. The polish expert left chapter notes. After you share it, the host approves or ignores each note before a reply goes back to the group.
Ask about the next chapter
File companion
thesis.tex
Host review
Approve or ignore each note before the group sees a reply.
Hub share
Remote review continues in a Hub session, away from the desk.
MaClaw reviewing a master's or PhD thesis in the file companion, with the research workflows and IM channels beside the chat.
On macOS and Linux, use the GUI app or the installer, then start the terminal with maclaw-tui. This release publishes separate TUI installers for Windows.
One Platform, Three Ways to Use It
Enterprises, individuals and digital employees share one foundation of memory, knowledge and capabilities
Far beyond an "AI Assistant" — capabilities you can actually deploy
From daily office work to enterprise IT systems, IT operations and factory production-line monitoring — enterprises push selected Skill/MCP capability packs to employees and field devices, building an AI capability foundation that belongs to them. Every capability is governable, auditable and revocable.
Daily Office Work
Package standard operating procedures as Skill packs and push them to employees' MaClaw. Documents, emails, expenses and approvals follow corporate standards automatically.
- Contract review / Bid response / Due diligence workflows
- One-click expense, leave and other business forms
- Email drafting, meeting minutes, PPT design
- Trigger anywhere via WeChat / Feishu / QQ / Telegram / Lansenger
Full Enterprise IT System
Replaces legacy MISStructured Data Service (MaClawDataSrv) + Agent Dynamic UI (AG-UI) — replace fixed menus, fixed pages and fixed forms with natural language. Covers 30+ enterprise business templates.
- Full schema for Sales / Finance / HR / Legal / Procurement / Inventory / Assets
- Say "yesterday I met a client in Hangzhou, train 174" — auto-recognized as an expense entry
- Business-rule engine + approval flow + operation plan
- SQLite / PostgreSQL — same API, seamless switch
IT Operations
Wrap your ops SOPs as Skills / Passthrough Tasks and push them to engineers' machines. From routine inspection to emergency recovery — handled by conversation or a single command.
- SSH with 10 concurrent sessions; password / key / agent auth
- Passthrough tasks: restart, backup, rollback, cleanup in one shot
- Scheduled inspections, anomaly alerts, auto-generated ops reports
- High-risk operations require approval; full audit trail
Factory Production-Line Monitoring
Connect PLC / SCADA / MES data via enterprise-managed MCP. MaClaw stays on the floor, collecting metrics, identifying anomalies, pushing alerts and producing shift reports automatically.
- MCP integration with PLC / SCADA / IoT gateways
- Vision models auto-inspect equipment state and line anomalies
- Long-running goals keep tasks moving while nobody is at the console
- Equipment data flows into the enterprise knowledge base
Private Capability Market
Enterprise-managed Skill/MCP library. Employees' MaClaw prioritizes capabilities approved and stored here.
- Approved-only intake with full source provenance
- Centralized purchase for paid capabilities; license never leaves the enterprise
- Seamless for employees — enterprise capabilities always win
Deployment & Recommendation
Admins can force-deploy or simply recommend, scoped by department / role / device type.
- Deployment: auto-install on enterprise enrollment, retry on failure
- Recommendation: surfaced in the marketplace, user opts in
- Uninstalled deployments auto-reinstall on next sync
Source Verification & Revocation
Every capability pack carries provenance, version and checksum — and can be revoked in one click.
- SHA-256 checksum + signature verification
- Pinned versions and latest-approved tracking
- Capabilities can be revoked, disabled or rolled back
Data Sovereignty & Multi-Tenancy
Enterprise data stays in your Hub; the cloud never reads enterprise business data.
- Physical-path isolation per tenant / user
- Every table keyed by tenant_id
- Licenses centrally signed, offline-verified on-premise
Authentication & Credentials
Layered credential design — every key passes through strong hashing and full lifecycle management.
- scrypt (N=32768) + pepper for password digests
- HMAC-SHA256 session tokens, bcrypt admin secret
- Five states: active / suspended / revoked / expired / expiring
- Plaintext returned once only; masked after rotation
Policy Engine
Effective-policy from a top-down user-group tree, with five actions and four presets.
- Five actions: allow / deny / ask / audit / user_override
- Four presets: standard / strict / offline / developer
- Three-level capability-source allowlist: global / tenant / user
- Multi-role RBAC: admin / data_admin / data_user / auditor
End-to-End Encryption
Capability packs, licenses and transport — all encrypted; private keys stored separately from data keys.
- Capability packs: RSA-2048 + AES-256-GCM + PBKDF2 100k
- License: RSA-SHA256 signing, offline-verified by the enterprise
- TLS 1.2 minimum; StartTLS for email links
- Private keys at 0o600 with key-separation policy
Sandboxing & Isolation
Both execution context and network reach are configurable — tenants are separated at the physical layer.
- Sandbox modes: none / os / docker
- Network tiers: full / intranet / none
- YOLO mode can be disabled per tenant / user
- Multi-tenant path and database-level isolation
Audit, Redaction & Injection Defense
Every call is structurally logged; sensitive data is auto-detected and masked.
- JSONL audit log: 50MB rotation, 30-day retention
- Fields: risk_level / decision / reason / sensitive_categories
- 5 built-in sensitive patterns (API key / AWS / private key / password / JWT)
- 4-class prompt-injection detection across messages, tools, web, files
High-Risk Operation Approval
Risk tiering + double-confirm + smart review — important ops are stopped, routine ones don't get in the way.
- Risk levels: low / medium / high / critical
- Passthrough tasks default to confirm_required=true
- Smart Approval: LLM re-review for high-risk actions
- Session allowlist + async approval (2-minute timeout)
Not a chatbot — it actually does the work
From document processing to data analysis, PC maintenance, study-abroad applications, research writing and image processing — MaClaw understands your intent, remembers your preferences, calls knowledge and tools, and walks the whole way with you from requirement to delivery. You say the idea, it delivers the result.
Document Processing
Word / Excel / PPT / PDF — generate, modify and convert across formats, following your style and templates.
- One-click Markdown → Word / PDF
- Excel read/write, formulas, pivot tables
- PPT from outline to deck, with design suggestions
- PDF parsing, merging, section-level rewriting
Data Analysis
Hand over your raw Excel / CSV / DB exports — ask in natural language to get insights and charts.
- Auto cleaning, dedup, missing-value handling
- Multi-table joins and pivots
- Smart visualization (line / bar / scatter / heatmap)
- Trend forecasting and outlier detection
PC Maintenance
Desktop GUI automation + command-line tasks — let MaClaw drive your computer: install software, clean disks, edit configs, run scripts.
- Local CLI and background process management
- Desktop GUI automation, plus Computer Use for click, type, and scroll
- Playbooks replay a successful sequence; PP-OCRv6 tiers are tiny, small, or medium
- Scheduled tasks for routine operations
Workflow Templates
38 structured workflow templates following "requirement → design → step-by-step execution" — pause, confirm and edit at every step.
- Business plan, competitive analysis, project proposal
- Paper writing, thesis outlines, academic review
- Contract review, due diligence, compliance audit
- Outputs auto-distilled into long-term memory
Study Abroad
From school selection and essays to timeline management — MaClaw walks the whole journey with you, remembering your background and preferences.
- School shortlisting (by GPA / language scores / interests)
- Personal Statement (PS / SOP) iterative polishing
- Recommendation letter drafts and outreach emails
- Deadline reminders and material checklists
Research Assistant
Import papers into the knowledge base, open them in the file companion, and walk the academic workflows from a research direction to a thesis chapter. Open research assistance.
- Literature review: topic, search, screening, synthesis
- Paper writing and LaTeX degree-thesis templates
- Grant proposals plus NSFC and Changjiang Scholar applications
- Fact graph: entity–relation–entity triples
Image Processing
Via Skills / MCP, drive image tools — from retouching to generation to recognition — all by conversation.
- Cutout, watermark removal, batch resize/crop
- OCR text extraction (CN-EN mixed)
- AI image generation / editing (mainstream models)
- Image understanding and caption generation
Memory + Knowledge Base
Long-term memory is the inner brain; the knowledge base is the outer brain. It remembers your preferences across sessions; import docs to inject domain knowledge.
- BM25 + vector hybrid semantic search
- Ebbinghaus forgetting curve, auto-maintained
- Import any format: PDF / Word / web pages
- Session full-text search across past conversations
- Images inside documents indexed after OCR or a visual description
Digital Employees — 7×24 workforce with zero salary cost
Digital Employees are a new workforce model built by MaClaw for enterprises: digital avatars for existing employees, and cloud-based virtual employees that fill roles without physical hires. Together they dramatically boost operational efficiency and service coverage — without adding to the payroll.
Each digital employee is a MaClawSrv instance that shares the tenant knowledge base and is scoped by role. Bind WeChat, Feishu, QQ, Telegram, or Lansenger so it appears as a coworker. Admins see online status, task history, and alerts. Work outside its scope escalates to a person, and that handoff is kept.
Daily Task Automation
Automatically handles email triage and reply suggestions, meeting minutes generation, schedule coordination, expense report filing and other repetitive chores — freeing employees to focus on high-value work.
Information Concierge
The digital avatar continuously learns the employee's domain knowledge and answers common questions, policy lookups, and regulation interpretations on their behalf — routing only complex issues that require human judgment.
Document & Report Generation
Auto-generates weekly and monthly reports, project progress summaries, analysis documents with charts. Drafts contracts and proposals, drastically reducing time spent on document creation.
Cross-System Delegation
Connects OA, ERP, CRM and other enterprise systems. One natural language command triggers multi-step cross-system operations — "Send last week's quote to Zhang for approval" — no more switching between apps.
Virtual Receptionist & Customer Service
7×24 visitor reception, customer support, and product introductions across multiple languages and channels. Replaces basic customer service roles with faster response, consistent service quality, and zero training cost.
Process Approval Assistant
Auto-approves standard business workflows (leave requests, procurement, reimbursements, contracts) in seconds; escalates exceptions to human reviewers. Reduces approval turnaround from hours to seconds.
Data Entry & Validation
Automatically extracts structured data from emails, PDFs, images, and web pages, then performs entry, comparison, and validation — eliminating manual errors and freeing data-entry staff for higher-value work.
Knowledge Base Curator
Continuously ingests company documents, manuals, and product specs. Auto-updates knowledge base entries, flags outdated content, and suggests revisions — keeping your corporate knowledge assets fresh and reliable.
Why MaClaw
An enterprise-grade agent platform that goes further in two directions
Research and Education
Dedicated capabilities for universities and research teams, with workflows and experts for each stage of academic work.
- Research direction planning and academic paper writing
- Thesis outlines and master's or PhD thesis writing
- Paper review, thesis review and remote review
- Assisted reading with group sharing
Network and Server Operations
A built-in native SSH client: connect to, run commands on and manage remote servers right from the conversation, no plugin required.
- Up to 10 concurrent SSH sessions
- Password, key and agent authentication
- Synchronous runs, background tasks, file upload and download
- Every operation logged for audit
Ready-to-Use Workflows
38 structured workflows. Highlights below; academic writing and review are under Industry Solution: Research
Bid Response
Tender parsing, qualification response, technical proposal, bid assembly — end to end
EnterpriseContract Review
Clause-by-clause risk analysis, compliance check, edit suggestions for all contract types
EnterpriseDue Diligence
Business, financial, legal, technical multi-angle DD with a complete report
Compliance Audit
Regulatory compliance assessment, risk rating, remediation planning
Patent Analysis
Prior-art search, infringement risk, patent-strategy recommendations
Business Plan
Market analysis, financial projections, strategic planning docs
Competitive Analysis
Market landscape, competitor profiling, strategic positioning
Innovation Plan
Tech-trend analysis, innovation-opportunity identification, R&D planning
Event Planning
End-to-end event organization workflow from concept to execution checklist
Project Proposal
Scope definition, resource planning, timeline generation
Research Report
Literature review, data synthesis, academic writing
Presentation Design
Slide structure, content organization, visual-design guidance
Literature Review
Topic, search strategy, screening, analysis, and a synthesis you confirm
Paper Writing
Outline, literature, draft, figures, and polish — one confirmed phase at a time
Experiment Design
Research question, hypothesis, method comparison, and an experiment plan
Paper Reproduction
Read the paper, locate code and data, reproduce a baseline, and write the report
Grant Proposal
Research basis, plan, and a proposal assembled for the fund you name
Academic Applications
Changjiang Scholar and NSFC Distinguished Youth, Excellent Youth, Youth, General, and Key
Academic Review
Matching review templates: completeness, achievements, plan, writing quality, report
Patent Filing
China patent application and US Patent (USPTO) application workflows
Gaokao Planning
College-application reference from scores, interests, and constraints
Coding Project
MaClaw's own path: requirements, design, tasks, implementation, and acceptance
Maintenance
Impact analysis, refactor, and verification — or a controlled ops change
Bid Review
Check a finished bid against the tender and produce a revision report
Core Technology
The engines that help agents remember, retrieve and act correctly
Memory Architecture
8 memory categories, semantic/episodic tiers, temporal hierarchy, protected entries
Hybrid Search
BM25 keyword + vector similarity, SIMD-accelerated cosine scoring
Knowledge Graph
Bidirectional weighted edges, BFS expansion, multiple relation types
Forgetting Curve
Ebbinghaus decay with configurable half-life and dormant threshold
Swarm Orchestrator
Task splitting, conflict detection, auto-merge, feedback-loop coordination
MCP Integration
Local stdio and remote HTTP MCP servers with auto-discovery and health monitoring
Tool Routing
40+ tools matched via hybrid search; conditional activation and progressive exposure
Workflow Engine
Phase-based execution, tool policies, double-confirm, persistence
Expert Sessions
Paper polish, academic translation, LaTeX thesis writing, and PPT maker, with capability tiers
Self-Evolution
SkillHub search when a skill is missing, self-repair after a failure, and a nudge to save a successful run
Voice
Local SenseVoice transcription, speaker labels, meeting-minute drafts, and Kokoro speech
Steering Rules
Markdown behavior rules at user or project scope, applied again within 30 seconds of an edit
Computer Use
Accessibility and PP-OCR observation, click and type actions, and reusable playbooks
Long-Running Goals
A goal keeps advancing inside its budget until it finishes or fails, and only when you ask for one
File Companion
Open a local file or arXiv PDF beside a chat that stays on that file, then share it through Hub
Desktop Pet & Devices
A text-first desktop pet with an optional wake word, plus a local device gateway and ClawMate for ESP32-S3
Governance: 4-Tier Capability System
Enterprises prefer their own approved capabilities; external sources are introduced under enterprise policy
Priority 1
Private Capability Market
Enterprise Hub Marketplace
Enterprise-built Skill/MCP library curated by admins. Employees' MaClaw calls these first by default; licenses for paid capabilities are centrally held and never leave enterprise boundaries.
Priority 2
Public Capability Market
HubCenter Marketplace
HubCenter public market, including official SkillHub skills and commercial partners. Free Skills install directly; paid Skills and MCPs go through enterprise procurement. Admins can bulk-import into the private market.
Priority 3
ClawHub
Community capabilities
Open community-built capability source. Free Skills can be tried with low friction; validated ones get promoted into the enterprise private market as enterprise assets.
Priority 4
GitHub
Open-source ecosystem
Direct GitHub-repo Skills/MCPs offer the broadest reach. Enterprise admins can whitelist allowed sources to control what gets pulled in.
Smart Routing in Enterprise Mode
When MaClaw is in enterprise mode, capability lookup order is: Private Market → Public Market → ClawHub → GitHub. Capabilities published in the enterprise Hub always win; whether external sources can be searched, trialed or imported is decided by enterprise policy.
- Free capabilities: configurable as "trial-then-adopt" — validated capabilities are auto-archived into the enterprise market.
- Paid capabilities: must be "approved and purchased, then made available" — license stays in the enterprise Hub throughout.
- MCP services: when a secret is missing, status shows "needs configuration" without blocking the main flow.
Governance: Capability Build Process
Four steps to turn external capabilities into enterprise-owned assets
01
Discover
Admins search public market, ClawHub, GitHub for matching Skills/MCPs — or employees raise an intake request.
→
02
Approve / Purchase
Free capabilities follow trial or approval policy; paid ones go through procurement — license centrally held by the enterprise Hub.
→
03
Intake & Publish
Approved capabilities enter the private market with version, permission allowlist and source-provenance metadata.
→
04
Deploy & Install
Push to employees' MaClaw by department/role/project — force-install or recommend, with auto-retry on failure.
Dual-track policy:
Free Trial-then-adopt — validated capabilities auto-archived to the enterprise market
Paid Approve-then-use — license centralized, invocation controlled, never leaves enterprise boundary
Industry Solution: Research Assistance
Direction, papers, and master's or PhD theses — writing, outlines, review, group reading, and remote comments — on workflows and experts that ship with MaClaw.
Research direction planning
Start with a literature review: define the topic, set the search, screen papers, and synthesize the gap. Grant and talent workflows then turn that gap into a research plan — the core question, feasibility, and a direction you can defend.
Academic paper writing
The paper-writing workflow moves in phases you confirm: outline, literature, draft, figures, and polish. The paper-polish and academic-translation experts keep terminology stable. The LaTeX expert writes into your .tex template and sends you to compile preview.
Graduation thesis outline
The outline phase of paper writing locks the chapter frame before prose is treated as final. The LaTeX expert reads the degree-thesis template — the main file and its included chapters — and keeps that structure.
Master's / PhD thesis writing
Write on the degree-thesis template you already use. The LaTeX expert fills the .tex in place, chapter by chapter. The paper-writing workflow drafts the sections you confirm as you go.
Academic paper review
The paper-polish expert reviews academic language without changing the claim, and notes each edit. Open the PDF in the file companion to leave comments on the file. Changjiang Scholar and NSFC review workflows (Distinguished Youth, Excellent Youth, Youth, General, and Key) score completeness, achievements, the research plan, and writing quality, then write a combined report.
Master's / PhD thesis review
Load the thesis into the file companion so comments stay on that file. The polish expert reads language and structure section by section. After you share it, the host approves or ignores each note before a reply is written back for the group.
Assisted reading and group sharing
Paste an arXiv id or link. The file companion downloads the PDF into its own tab, and the chat discusses only that paper. Share it with classmates or a lab group: questions become annotations, the host approves or ignores them, and approved replies are visible to everyone on the share. Rewrites of a selection, reading notes, and paper explainers stay on your machine.
Remote paper review
Reviewers do not have to sit at the author's computer. A shared companion document goes through Hub: participants comment from their own MaClaw, the host approves, and the reply is stored on the same share. A Hub remote session lets you continue that review away from the desk.
Industry Solution: Network Operations
A built-in SSH client brings routine checks, changes and troubleshooting into the conversation, all under enterprise governance.
Native SSH sessions
Connect to remote servers from the conversation, with up to 10 concurrent sessions and password, key or agent authentication.
Remote execution and background tasks
Run commands synchronously or as background tasks you can submit, check, wait on or stop; work can also target an SSH remote directory.
File transfer and privileges
Upload and download files, with automatic sudo token handling, shell responsiveness checks and cleanup after repeated failures.
Audit and approval
SSH commands and other key operations are logged automatically; high-risk operations require approval, and SSH activates only when the context calls for it.
Download and Deploy
1
Download & install
2
Register, then pick Pro or Simple
3
Connect an LLM provider
4
Optionally bind IM, then start