| What it does | Rules for Agents
| AI operational intelligence for agents and AI products
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| Stage | Not given
| Startup
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| Founded | Not given
| 2024
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| Based in | US
| US
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| Pricing model | Freemium
| Free trial
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| Pricing | Free CLI (open source, MIT licensed, no account required). Taskless Cloud is free for individual developers and small teams with usage caps.
| Not given
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| Key features | - Deterministic rules that produce consistent results across runs
- Rules with built-in pass/fail fixtures for verification
- Support for 25+ languages
- Automatic detection of Claude Code, Cursor, and OpenCode
- GitHub integration and runtime rules in Cloud
- Rule provenance tracking to PR decisions
| - Agent trace debugging with step-by-step timeline view
- LLM judge evaluations on production traces with templates
- Token spend tracking by model, agent, tool and user
- AI Assistant for natural language questions over data
- Dashboard templates for traces, analytics and spend
- OpenTelemetry native ingestion
- Correlation of traces, events and user sessions
- Silent regression detection with daily quality comparisons
- Cost leak identification from failing tools and retries
- User journey analysis joining traces with funnels and events
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| What makes it different | - Unlike AGENTS.md and Cursor Rules, Taskless creates analyzed rules rather than interpreted prompts
- Rules learn from your team's actual corrections, not generic training data
- No maintenance required; corrections automatically become rules
- Runs in background like any CI step with no workflow changes needed
| - Catches AI failures that don't throw errors, like silent regressions and cost leaks
- One platform connecting traces, evals, spend and product analytics for comprehensive understanding
- AI Assistant to ask questions in plain English instead of writing queries
- Compare changes against production evidence rather than demos
- Integrations with major AI frameworks without code changes to production tools
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 23 ▲ +1 (up) since last check | 18 ● no change since last check |
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| Trust Flow (Majestic) | 5 | 0 |
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| Citation Flow (Majestic) | 23 | 15 |
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| Referring domains (Majestic) | 15 | 6 |
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Taskless