Inconvo
Open-source platform to build chat-with-data agents for structured databases, now joining Attio.
Inconvo's open-source code is a solid starting point for developers who want to build a chat-with-data agent with strong multi-tenancy and safety guards, but the project is effectively sunset—don't expect updates or support. For new projects, consider actively maintained alternatives like LangChain or Dify.
- Developers building customer-facing analytics features
- SaaS teams embedding natural language querying with multi-tenancy
- Teams wanting an open-source starting point for chat-with-data agents
- Organizations needing safe query validation in production
- Non-technical users (requires coding to set up and integrate)
- Teams looking for a fully managed, no-code solution (now sunset)
- Production use without a long-term maintenance plan
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In short
Inconvo — Open-source platform to build chat-with-data agents for structured databases, now joining Attio. Best for Developers building customer-facing analytics features, SaaS teams embedding natural language querying with multi-tenancy, Teams wanting an open-source starting point for chat-with-data agents. Free to use.
What's new in Inconvo
Checked 14 days agoAcross the latest 6 updates: 4 feature updates and 2 launches.
How we built a chat-with-data agent that doesn't AI generate SQL
Engineering blog post describing Inconvo's approach to building a chat-with-data agent without AI-generated SQL.
Open sourcing Inconvo
Inconvo announced it is open sourcing the product.
Rails, Roads, and AI Reporting
Engineering blog post on AI reporting patterns.
The What, Why and How of MCP for SaaS
Industry insights article about MCP (Model Context Protocol) for SaaS.
Remote MCP Servers for SaaS
Inconvo launched Remote MCP Servers for SaaS integrations.
Inconvo 1.0
Inconvo released version 1.0 of its AI data agent platform.
Viability Score
How likely is Inconvo to still be operational in 12 months? Based on 4 signals — momentum (how recently it shipped), wrapper dependency, revenue model, and web presence.
Last calculated: July 2026
How we score →Key Features
- Semantic layer with computed columns and table prompts
- Safe query validation before SQL generation
- Multi-tenancy support with tenant scoping
- Conversation state management for multi-turn interactions
- Response streaming
- Agent traces and observability dashboard
- Usage analytics (messages, schema introspection)
- MCP server deployment with OAuth support
- Integration with Assistant-UI and Vercel AI SDK
- Database connectivity: PostgreSQL, MySQL, Microsoft SQL Server, Amazon Redshift, BigQuery, Supabase
- CLI for local development (npx inconvo@latest dev)
- Conversation feedback API (create, update feedback)
- Node.js SDK
- Join control and context filtering
- Open-source codebase available on GitHub
About Inconvo
Inconvo is an open-source platform designed for developers to build customer-facing chat-with-data agents that let users query production databases in natural language. Originally a SaaS product, Inconvo was open-sourced in early 2026 and is now joining Attio, the agentic CRM, to further its mission of natural language access to customer data. The platform focuses on structured data querying with a semantic layer for data modeling, safe query validation without AI-generated SQL, and multi-tenancy support. Key features include computed columns, table prompts, conversation state management for multi-turn interactions, and response streaming. It integrates with databases like PostgreSQL, MySQL, and BigQuery, and works with Assistant-UI, Vercel AI SDK, and MCP servers. The open-source codebase remains available, but the product is no longer actively developed as a standalone service. For teams wanting to embed natural language querying into SaaS products, Inconvo offers a practical foundation, though it's best suited for developers willing to self-host and customize. Unlike generic AI agents, Inconvo is purpose-built for structured data, emphasizing safety and multi-tenancy from the start.
Behind the Verdict
Inconvo was a focused tool for a specific pain point: letting non-technical users query databases without writing SQL, but with safety rails to prevent runaway queries. Its open-source release in early 2026 was a gift to the dev community, but the joining of Attio signals the end of standalone development. If you're already using Inconvo in production, the migration path to Attio's platform may be worth exploring, as Attio is building an agentic CRM that could integrate similar natural-language querying. For greenfield projects, we'd hesitate to bet on Inconvo's long-term viability—LangChain's ecosystem is more extensive, and Dify offers a no-code layer that Inconvo lacked. That said, Inconvo's emphasis on semantic modeling and multi-tenancy is rare; if those are your core requirements and you're comfortable maintaining the code yourself, the open-source repo is a strong foundation. Be aware that documentation and community support may wane. In practice, Inconvo's biggest strength was its safety-first approach—validating queries before generating SQL is a must for production, and many alternatives treat this as an afterthought. The MCP server integration also made it easy to plug into existing workflows. But without a clear roadmap, we can't recommend it for teams that need an evolving, supported product.
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Use Cases
- Embed a natural language query interface in your SaaS product for customer analytics.
- Allow support teams to ask questions about customer data without writing SQL.
- Provide multi-tenant data access with row-level security for different organizations.
- Monitor query performance and agent decisions with built-in observability.
- Deploy a data agent via MCP to integrate with AI assistants like Claude or ChatGPT.
Limitations
- Inconvo has been sunset and is no longer maintained.
- No new features or updates are being released.
- Existing users should migrate away.
- The platform relied on semantic layer definitions that required manual configuration, and query performance depended on the underlying database.
12-month cost
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Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
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