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    1. Home
    2. Tools
    3. DashClaw
    DashClaw icon

    DashClaw

    Agent Frameworks

    Decision infrastructure for AI agents that intercepts actions, enforces guard policies, requires human approvals, and produces audit-ready decision trails before execution.

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    At a Glance

    Pricing
    Open Source

    Fully free and open-source under the MIT License. Self-host on Vercel free tier + Neon free tier at $0.

    Engagement

    Available On

    Web
    API
    CLI
    SDK

    Resources

    WebsiteDocsGitHubllms.txt

    Topics

    Agent FrameworksHuman-in-the-Loop TrainingCompliance and Governance

    Alternatives

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    Developer
    Practical SystemsMason, OHEst. 2023

    Listed Apr 2026

    About DashClaw

    DashClaw is an open-source decision infrastructure platform for AI agents that sits between your agents and external systems, evaluating policies before any action executes and recording verifiable evidence of every decision. It provides control before execution — not just observability after the fact — making it suitable for teams that need governance, compliance, and human-in-the-loop oversight for autonomous AI workflows. DashClaw supports LangChain, CrewAI, OpenAI, Anthropic, AutoGen, Claude Code, Codex, Gemini CLI, and custom agents via SDK, MCP server, Claude Code hooks, or a zero-code skill install.

    • Guard Policies: Declarative rules that intercept risky agent actions before they execute, with configurable risk thresholds, auto-allow, warn, and require-approval modes.
    • Human-in-the-Loop (HITL) Approvals: Approval queue with risk scores and one-click Allow/Deny via dashboard, CLI, mobile PWA, or Telegram bot.
    • MCP Server Integration: @dashclaw/mcp-server exposes 8 governance tools and 4 resources over Model Context Protocol for zero-code integration with Claude Code, Claude Desktop, and Managed Agents.
    • SDK Support (Node.js & Python): Install via npm install dashclaw or pip install dashclaw and wrap agent actions in the 4-step Guard → Record → Verify → Outcome loop.
    • Claude Code Hooks: Drop-in hooks govern 40+ tool types with semantic classification, risk scoring, and token usage capture — no SDK instrumentation needed.
    • Drift Detection: Statistical behavioral drift analysis surfaces critical alerts when agents deviate from established baselines.
    • Capability Registry: Full CRUD, HTTP invocation, health monitoring, and per-agent access rules for governing external API calls.
    • Workflow Engine: Multi-step workflows with governance at every step, variable substitution, continue_on_failure, and resume-from-checkpoint support.
    • Analytics Dashboard: Cost trends, action volume, agent and type breakdowns, policy enforcement stats, and token efficiency with 7d/30d/90d time ranges.
    • Prompt Injection Scanning: On by default — detects and blocks injection patterns in declared agent goals.
    • CLI Approval Channel: @dashclaw/cli lets developers approve or deny pending agent actions directly from the terminal.
    • Self-Hostable on Vercel + Neon: Deploy for $0 using Vercel free tier and Neon free tier with one-click setup and automatic database schema creation.
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    Pricing

    OPEN SOURCE

    Open Source (MIT)

    Fully free and open-source under the MIT License. Self-host on Vercel free tier + Neon free tier at $0.

    • Full governance runtime
    • Guard policies and risk scoring
    • Human-in-the-loop approval queue
    • MCP server integration
    • Node.js and Python SDK

    Capabilities

    Key Features

    • Guard policy enforcement before agent action execution
    • Human-in-the-loop approval queue with risk scoring
    • MCP server with 8 governance tools and 4 resources
    • Node.js and Python SDK
    • Claude Code hooks for zero-instrumentation governance
    • Drift detection and behavioral baseline monitoring
    • Capability registry with HTTP invocation and health monitoring
    • Multi-step workflow engine with governance checkpoints
    • Prompt injection scanning
    • Audit-ready decision trails and evidence recording
    • CLI approval channel
    • Mobile PWA approval surface
    • Telegram approval bot integration
    • Analytics dashboard with cost and token tracking
    • Agent profiles with trust posture and decision history
    • Session lifecycle management with stall detection
    • OpenClaw framework plugin
    • Doctor CLI for setup validation and auto-fix
    • Scoring profiles with weighted composites
    • Recovery recipes mapping signals to remediations

    Integrations

    LangChain
    CrewAI
    OpenAI
    Anthropic
    AutoGen
    Claude Code
    Claude Desktop
    Claude Managed Agents
    Codex
    Gemini CLI
    OpenClaw
    Vercel
    Neon
    Upstash Redis
    Telegram
    API Available
    View Docs

    Reviews & Ratings

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    Developer

    Practical Systems

    Practical Systems builds DashClaw, decision infrastructure for AI agents that intercepts actions, enforces governance policies, and produces audit-ready decision trails. The team focuses on giving developers control before execution — not just observability after the fact — for autonomous AI workflows. DashClaw supports all major agent frameworks and deploys for free on Vercel and Neon.

    Founded 2023
    Mason, OH
    21 employees

    Used by

    Practical Systems (Self-use of their…
    Read more about Practical Systems
    WebsiteGitHub
    1 tool in directory

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