| What it does | Structural code intelligence for AI assistants
| Run Python automations on a schedule or when events arrive, controlled from your AI assistant
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| Stage | Not given
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| IN
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| Pricing model | Freemium
| Freemium
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| Pricing | Not given
| Free: 250 runs/month, 420K input + 50K output AI tokens. Starter: $9/month or $90/year, 2,000 runs/month, 2M input + 400K output tokens. Plus: $39/month or $390/year, 7,500 runs/month, 8M input + 1.6M output tokens. Team: $99/month or $990/year, 25,000 runs/month, 20M input + 4M output tokens. Scale
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| Key features | - 12-language parsing with tree-sitter
- Impact analysis showing callers and dependencies
- Knowledge graph with confidence-tagged edges
- Four-source retrieval fusing structure, memory, graph and semantic search
- MCP server with 35 tools for AI assistants
- REST API with 46 routes and CLI with 51 commands
- VS Code extension with impact analysis and hover information
- Web console for indexing, searching and exploring code graph
- Syntax-aware reversible compression
- Repository memory with hierarchical summaries
| - Schedule Python scripts to run from every 5 minutes to monthly on any timezone
- Receive webhooks and run automations on external events
- Store persistent state between runs with JSON values and counters
- Call any HTTPS API with saved secrets and connected accounts
- Send emails and post to Slack from automations
- Built-in Gemini AI model for text classification and summarization
- Full run logs with secrets masked and failure notifications
- Use CLI or MCP to set up and manage automations
- Approve all actions including turning on, running now, and deleting
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| What makes it different | - Structural understanding of code relationships, not just text similarity
- Local-first architecture with no code leaving your machines
- Unified engine across multiple interfaces: MCP, REST, CLI, VS Code and browser
- LLM-agnostic and works with any AI assistant
- Community Edition free for teams with no key or time limit
| - Keeps user fully in control with approval required for all actions
- Never exposes API keys to the assistant, keys stay in the dashboard
- Works with multiple AI assistants including ChatGPT, Claude and Cursor
- One command works for both Node.js and Python installations
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| Free plan | Not given
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| Open source | Not given
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| Platforms | Not given
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| Public API | Not given
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | Not checked yet ● no change since last check | Not checked yet ● no change since last check |
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| Trust Flow (Majestic) | 0 | 0 |
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| Citation Flow (Majestic) | 0 | 0 |
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| Referring domains (Majestic) | 0 | 0 |
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