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Well - Business Context Graph
One Legible Business Context Graph for You and Your Agents
What if your whole business ran on one MCP? Well identify and sync with your SaaS, CRM, Emails, Productivity tools, Accounting and Banks get all that into one shell. Manage all your MCPs in one line of command, get your data consolidated into one context graph. Make your business legible, to you and your agents.
Honestly the thing that got me is that it's one graph instead of another integration to keep alive. our finance data is spread across qonto, pennylane, stripe and the crm and pulling it was never the hard part - it's getting it into something an agent can actually reason over without making stuff up. having all the entities in one model the AI can reach is what makes "just ask" give you a real answer instead of a guess. keen to see the crm and tax pieces drop but the base is right.
Hi Well team, thanks a lot !! Every other connector setup I've run ends the same way: an auth token silently expires mid-week and half my Claude/Codex sessions start failing without telling me why. Offloading that maintenance so the context layer stays alive across sessions is the actual unlock here, not just "another connector." The Business Context Graph framing makes sense too, a unified model beats stitching together fragments from Stripe, HubSpot and Notion that each only know a slice. Solid execution
You used to be the glue between a dozen apps that don't talk. Every tool is now addressable and agents reach across all of it for you. Same data, none of the manual stitching, the second brain we've all been asking for. Really proud of what the team pulled off here.
Massive congratulations on the launch, @maxime_champoux1keeping all mcp tool authentication alive across different claude and cursor sessions is an absolute nightmare, so having one single unified endpoint completely changes the game. let's gooooo👏
Genuinely think this solves a real problem: every new tool you add is one more silo. Getting bank, accounting, CRM and email into one context graph the agents can reach on demand is a serious time saver for finance/ops teams. Proud of what the team shipped !
Really enjoyed working on this one 🙌 . Worked on the layer under the chat: reconciliation, enrichment and the data model that builds the graph.
Reconciliation matches what's actually what across your tools; enrichment pulls in everything we can find on each entity and how they connect. That's what turns scattered records into one connected business: the chat can actually reason over them, a lot of LLM work to make it hold at scale.
Curious which integrations you'd connect first and which would be most useful to you. 👀
Looking at it from an Ops/Growth perspective, I'd probably connect my bank and CRM first, just so I could quickly see which closed-won deals actually turned into cash, and which "paying" customers still owe us.
First thing I'd ask Well: show me this month's pipeline against what actually hit the account.
That used to mean a bunch of tools wired together, messy exports, and too much time spent building reports.
Just opened my new company entity and it looks like just the right tool to handle all my scattered invoices, accounting tools and company expenses, from a centralized plateform with just a chat. That's honestly a game breaker to spend more time building and loose less time on what doesn't provide value to my business
Not their first launch on PH but the shipping velocity is something else. I love the Obsidian analogy applied to finance data that connected graph mental model finally makes sense for payments, invoices, and customers instead of dev notes. One MCP to rule them all is a bold promise but if it holds, that's a genuine time saver for finance teams. Congrats @maxime_champoux1 and the Well team.
Hey PH 👋 Maxime here, co-founder of Well.
You know how Obsidian turns scattered notes into one connected graph you can actually navigate? We built that for your whole business.
It's not only about mapping the data altogether. We created an ontology that stores in a unified data model your payments, invoices, customers and 55+ entities, kept in one living model your agents can actually reach.
We went full into MCPs, connecting the tools that we use on the daily basis, but never gets connected under one roof: productivity tools like Notion, Slack or Gmail; 11K banks feed connectable like Mercury, Ramp or Qonto, Accounting tools, CRM, Ecommerce... and many more. When a MCP is available, it's automatically part of our collection (thanks for that!). If not, we leverage public API documentation and generate a MCP out of it, so that we never miss a tool.
We build what we called a "Business context graph". -> The more you connect tools to your second brain, the smarter it is. Today you reach it over MCP and CLI.
The smart part? When you install a MCP with Well, you don't need anymore to maintain it in any of your Claude or Codex session. We maintain it, and things get simpler for you, 1 MCP -> All MCPs, no broken auth. One MCP to rule them all.
More upcoming... This context unlocks real work: close your books in under 10 min, or just ask a question and we draw the chart that shows where you stand. CRM, tax and payments are next, brace yourself. But shh...🤫
How to test it? -> For the builders: one MCP endpoint, api.wellapp.ai/v1/mcp, point Claude, Codex, or Cursor at it and your agents reach your whole business and every connected tool. One MCP to rule them all, that's the motto, you got it now!
One question for you: which tool would you connect first, and what's the first thing you'd ask your business?
Make your business legible. Build your second brain right now!
About Well - Business Context Graph on Product Hunt
“One Legible Business Context Graph for You and Your Agents”
Well - Business Context Graph was submitted on Product Hunt and earned 51 upvotes and 18 comments, placing #16 on the daily leaderboard. What if your whole business ran on one MCP? Well identify and sync with your SaaS, CRM, Emails, Productivity tools, Accounting and Banks get all that into one shell. Manage all your MCPs in one line of command, get your data consolidated into one context graph. Make your business legible, to you and your agents.
Well - Business Context Graph was featured in Fintech (47.2k followers), Developer Tools (515.3k followers) and Artificial Intelligence (472.9k followers) on Product Hunt. Together, these topics include over 197.2k products, making this a competitive space to launch in.
Who hunted Well - Business Context Graph?
Well - Business Context Graph was hunted by Alex. Delivet. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
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Alex. Delivet
Honestly the thing that got me is that it's one graph instead of another integration to keep alive. our finance data is spread across qonto, pennylane, stripe and the crm and pulling it was never the hard part - it's getting it into something an agent can actually reason over without making stuff up. having all the entities in one model the AI can reach is what makes "just ask" give you a real answer instead of a guess. keen to see the crm and tax pieces drop but the base is right.