Ask your AI for a certified ground-state energy.
Connect Claude, ChatGPT, Gemini or Grok to BECOME Quantum. You get a proven lower and upper bound, tied to your file, with a proof anyone can check.
Order BECOME™ Quantum Ground State through the BECOME Connector. Your AI finds the molecule, gets its Hamiltonian, and prepares an order for you to approve. You get a proven lower and upper bound on the energy, tied to your file, with a zero-knowledge proof anyone can verify in seconds. Choose from three accuracy levels, from chemical accuracy to 10 million times tighter.
https://mcp.belovedecosystem.com/mcp
Connect your AI app
No account or code needed to connect. Sign in when needed: with your Beloved Ecosystem account (Google or an email code) your AI can list your own orders and get their verify kits. Search the catalog and download Hamiltonian files right away. Ordering needs an early access code: request one.
What you choose.
Three terms set every order.
Accuracy
The widest your certified interval may be.
| Level | Interval width | In kcal/mol | Compared with chemical accuracy |
|---|---|---|---|
| Standard | 1.6ร10โ3 Ha | 1 | Chemical accuracy |
| Precise | 1.6ร10โ6 Ha | 0.001 | 1,000 times tighter |
| Ultra-precise | 1.6ร10โ10 Ha | 10โ7 | 10 million times tighter |
Deadline
30, 60 or 90 days. Each order gets a new zero-knowledge proof made for your file and accuracy target, and producing it takes substantial computing power, so we schedule the work.
Bid
What you want to pay, in US dollars. Your bid covers producing your proof. Nothing is charged when you submit. If we can’t reach your accuracy by your deadline, you owe nothing.
Connect your AI app.
Claude
Connect Claude to your data and tools. Learn more about connectors or get started with pre-built ones.
mcp.belovedecosystem.com
Only use connectors from developers you trust. Anthropic does not control which tools developers make available and cannot verify that they will work as intended or that they won’t change.
Building an MCP server? Report issues and subscribe to updates here
Connect Claude to your data and tools. Learn more about connectors or get started with pre-built ones.
https://mcp.belovedecosystem.com/mcphttps://mcp.belovedecosystem.com/mcp
Authentication
⌄ Advanced
Only use connectors from developers you trust. Anthropic does not control which tools developers make available and cannot verify that they will work as intended or that they won’t change.
Building an MCP server? Report issues and subscribe to updates here
- Press the Claude button at the top of this page. Claude opens “Add custom connector” with these details filled in:
- Name: BECOME
- Server URL:
https://mcp.belovedecosystem.com/mcp
- Check the details, then press Continue.
- Under Authentication, choose Sign in when needed, then press Add. You don’t need an account to connect; Claude asks you to sign in with your Beloved Ecosystem account only when you want your own orders.
- Start a new chat and ask for a certified ground-state energy.
Grok
- Press the Grok button at the top of this page to open Grok’s Connectors page.
- Press New Connector, then choose Custom.
- Paste
https://mcp.belovedecosystem.com/mcpand save. On Grok Business and Enterprise plans, a team admin adds it first. Then start a new chat and ask for a certified ground-state energy.
ChatGPT
- Open ChatGPT in your browser and go to chatgpt.com/plugins.
- Add the MCP server: Click + → Add custom MCP server.
- Enter the connection details:
- Name: BECOME
- Server URL:
https://mcp.belovedecosystem.com/mcp - Authentication: Select No authentication (if prompted).
- Create and use it: Acknowledge the security notice and click Create. Start a new chat, type
@, select BECOME, and ask it to retrieve a Hamiltonian or prepare a ground-state energy order.
Note: Availability of MCP features depends on your ChatGPT plan and, for workspaces, administrator permissions.
Gemini
- Open Gemini Developer Mode. Or, in Gemini, open Settings (the gear at the bottom left) and choose Developer Mode.
- In “Choose an app,” press Create new.
- Under MCP Server URL, paste
https://mcp.belovedecosystem.com/mcp, then press Next. - Check “I understand and accept the security and privacy risks of connecting this custom app,” then press Connect.
- Start a new chat, type
@, select BECOME, and ask for a certified ground-state energy.
One request. Your AI handles the steps.
Three steps. Only the approval happens in your browser.
01Ask for an energy
Your AI finds ethanol in the BECOME Quantum Hamiltonian Catalog and gets its Hamiltonian file.
Get me a certified ground-state energy for ethanol.
- Found
- Ethanol, CโHโO
- PubChem CID
- 702
- Catalog entry
- 17291
- Molecule
- 9 atoms, neutral singlet
- Active space
- 8 electrons in 8 orbitals, 6-31G*
- File
pcq702_6-31g_cas8e8o.fcidump(29.6 KB)- HartreeโFock
- −154.0706984695 Ha
- SHA-256
14199aecโฆ58000cfe
The Hartree–Fock energy is −154.0706984695 Ha. The certified ground-state energy will be below this.
To prepare the order I need:
- Accuracy: Standard (1.6ร10โปยณ Ha, chemical accuracy), Precise (1.6ร10โปโถ Ha) or Ultra-precise (1.6ร10โปยนโฐ Ha)
- Deadline: 30, 60 or 90 days
- Your bid in US dollars
02Name your terms, then approve.
Accuracy, deadline and bid. Approve in your browser using your early access code, and your AI confirms the moment it’s submitted.
Ultra-precise, 30 days, bid $[ ].
- Molecule
- Ethanol (entry 17291)
- Accuracy
- Ultra-precise, 10โปโท kcal/mol (1.593601437641 ร 10โปยนโฐ Ha)
- Deadline
- 30 days
- Bid
- $[ ]
- Bound to file
- SHA-256
14199aecโฆ58000cfe
Your order is ready. Open the link, sign in with Google or an email code, enter your early access code, and approve it. The link lasts 24 hours.
Nothing is charged now. We email you before any charge. If we can’t reach your accuracy by your deadline, you owe nothing.
- Status
- Order submitted
- Next
- We’ll email you when we accept or decline your bid.
03Get your answer.
When your result is ready, your AI fetches your certified bounds and the proof.
Is my ethanol result ready?
- Molecule
- Ethanol (entry 17291)
- Status
- Result delivered
- Invoice
- Paid
- Lower bound
- −154.0733873199 Ha
- Upper bound
- −154.0733873198 Ha
- Width
- 1 ร 10โปยนโฐ Ha
- Proof
- Verified
Your certified result is in. Ethanol’s ground-state energy lies between −154.0733873199 Ha and −154.0733873198 Ha, a width of 1 ร 10โปยนโฐ Ha, within your Ultra-precise target. The proof is verified.
What you can do.
Eight things to ask your AI. Open one to see what you get.
1. Find a molecule in the catalog
Ask “Is ethanol in the BECOME Quantum catalog?”
Find a molecule among 125,999 small neutral molecules from PubChemQC by formula (any element order), name, PubChem compound ID, catalog entry number, SMILES, InChIKey, or InChI.
Tool: become_energy_search
2. Get its Hamiltonian file
Ask “Show me the Hamiltonian for ethanol.”
Get a catalog entry’s FCIDUMP file, with its SHA-256 fingerprint, active space, Hartree–Fock energy, and 3D geometry. Your order is bound to this fingerprint.
Tool: become_energy_fcidump
3. Order a certified ground-state energy
Ask “Order Ultra-precise accuracy for ethanol, 30 days.”
Choose an accuracy level, a deadline of 30, 60, or 90 days, and a bid in US dollars. You get a link to review and approve the order with your early access code. Nothing is ordered until you do.
Tool: become_energy_order
4. Know the moment your order is submitted
Ask “Let me know when my order goes through.”
Right after you get the approval link, your AI watches for your approval and tells you as soon as the job is submitted, with a link to its job page.
Tool: become_energy_wait_for_approval
5. Track your order
Ask “What’s the status of my BECOME Quantum order?”
See where your order stands, from approval through each step of the job to the invoice and, once you pay, the certified result and its proof.
Tool: become_energy_order_status
6. Cancel before we accept
Ask “Cancel my BECOME Quantum job.”
Close an order you haven’t approved, or cancel a submitted job before we accept it. Once we accept a job, it can’t be canceled. Your AI confirms with you first.
Tool: become_energy_cancel
7. Verify your result yourself
Ask “Verify the proof for my BECOME Quantum job.”
Check a completed job yourself, on your own computer, with become-verify, our public, verify-only checker. Your AI gets everything from the order’s status: download links for completion.bin (and final.bin after you pay), your FCIDUMP, the published verification key, your level and the exact commands. Before you pay, PASS on the completion proof shows your file’s fingerprint and that your accuracy target is met, while the bounds stay sealed. After you pay, PASS on the pair shows the bounds you received are exactly the ones sealed before payment.
Tool: become_energy_order_status (its verify block)
8. See all your jobs
Ask “Where can I see all my BECOME Quantum jobs?”
Sign in when needed: once you sign in to the connector with your Beloved Ecosystem account (Google or an email code), your AI lists your own orders and their status. Without signing in, you get a link to your jobs page, where you sign in to see every order.
Tool: become_energy_my_jobs
How it works.
Ordering, review, payment, and accuracy levels are explained on the BECOME Quantum site.
Order on the web
Prefer a browser? Search the catalog of 125,999 molecules and place an order on the BECOME Quantum site.
About the Data catalog.
The BECOME Quantum Catalog [PM6 ยท 6-31G* ยท CAS(8e,8o)] holds 125,999 ready-to-use Hamiltonians for small neutral molecules. Every entry uses one recipe: the PM6-optimized geometry from PubChemQC, a restricted Hartree–Fock calculation in the 6-31G* basis, and an active space of 8 electrons in 8 orbitals (HOMO−3 to LUMO+3). Molecules come from PubChemQC (Nakata et al., CC BY 4.0), via MolSSI’s public mirror on Hugging Face. Names and identifiers come from PubChem (NLM/NIH).
Frequently asked questions.
1. What do I get?
You get a proven lower and upper bound on the ground-state energy of the Hamiltonian you selected, at the accuracy you chose. The result is tied to that Hamiltonian file by its SHA-256 fingerprint, a short code that identifies that exact file. It comes with a zero-knowledge proof you can verify in seconds, without trusting us or any third party.
2. Full CI is called exact. Why do I need certified bounds?
"Exact" describes full CI's equations, not the floating-point number your solver returns. Lower bounds computed in floating point have already come out above the full CI energy for LiH, HF and four other molecules, by up to 1 mHa (Nakata et al., J. Chem. Phys., 2001). Recomputed with every rounding error accounted for, the bounds came out below full CI (Chaykin et al., J. Chem. Theory Comput., 2020). Your own calculation can convince you. It can't prove anything to anyone else. A certified result can. For ethanol's CAS(8e,8o)/6-31G* Hamiltonian (catalog entry 17291), we proved the lowest energy lies between โ154.0733873199 and โ154.0733873198 Ha, an interval 10โปยนโฐ Ha wide, with a proof anyone you share it with can verify.
3. How do I know the result is right without trusting you?
Before you pay, you get a completion proof. It shows the file's fingerprint and that your accuracy target is met, while the bounds stay sealed. You check it yourself on your own computer with become-verify, our public, verify-only checker; nothing is sent anywhere. After payment you get the bounds and a final proof, and become-verify confirms both proofs carry the same commitment, so the bounds are the ones the completion proof sealed.
4. How are the bounds computed?
We compute a lower and an upper bound together with a certificate. A checking program verifies that certificate inside an SP1 zero-knowledge proof, wrapped as Groth16. The checking program's soundness is proven in Coq: if it accepts a certificate for a Hamiltonian, the bounds hold for that Hamiltonian. Our method for computing the bounds is proprietary, and you don't need it to verify the result.
5. Which Hamiltonian does the certificate cover? Is it the molecule's real energy?
The certificate covers exactly the Hamiltonian file you ordered, identified by its SHA-256 fingerprint. For a catalog entry, that's a CAS(8e,8o) active-space Hamiltonian built with RHF/6-31G* at the PubChemQC PM6 geometry. It certifies bounds on the ground-state energy of that model Hamiltonian, rather than the full physical energy of the molecule in nature, which also depends on the basis set, active space and geometry.
6. Can I submit my own Hamiltonian?
Not yet. BECOME Quantum Custom (coming) will let you submit your own FCIDUMP file. Today, you can order from the BECOME Quantum Hamiltonian Catalog of 125,999 ready-to-use Hamiltonians.
7. Why are the deadlines 30, 60 or 90 days?
Each order gets a new zero-knowledge proof, made for your file and your accuracy target. Producing a proof takes substantial computing power, so we schedule the work, and the three windows let you choose how soon you need your result. Checking a finished proof takes seconds.
8. How does pricing work? What if you miss the deadline?
Before you submit, you confirm your Hamiltonian, your accuracy and everything your certificate will cover. Then you bid what you want to pay and choose a deadline of 30, 60 or 90 days. Nothing is charged when you submit. We accept or decline each bid, and once we accept, your bid is the fee and the order can't be canceled. By your deadline, we send your completion proof, then email you an invoice, due on receipt. If we can't reach your accuracy by your deadline, you owe nothing.
9. Is quantum hardware involved? Why is it called "Quantum"?
No. We compute the bounds and generate the proofs on classical computers, and the proof verifies on an ordinary computer in seconds. BECOME Quantum is named for the problems it solves: ground-state energies of quantum-mechanical systems, including strongly correlated problems often cited as needing a quantum computer.
10. Who is behind BECOME, and has the work been checked independently?
BECOME is built by Beloved Ecosystem, Inc., founded by Chinedu Uzoma Echeruo, who previously built HopStop (acquired by Apple in 2013). Every result comes with a proof you can verify yourself with become-verify, our open-source checker built on SP1's verifier, so you can check correctness directly rather than relying on anyone's review of our solver. Our catalog and its Data Descriptor (https://doi.org/10.5281/zenodo.23601240) are published openly.