Numina-Lean-Agent: An Open and General Agentic Reasoning System for Formal Mathematics
On the map: LLM agents and tool use → Educational agents and math problem solving
Abstract (arXiv)
Agentic systems have recently become the dominant paradigm for formal theorem proving, achieving strong performance by coordinating multiple models and tools. However, existing approaches often rely on task-specific pipelines and trained formal provers, limiting their flexibility and reproducibility. In this paper, we propose the paradigm that directly uses a general coding agent as a formal math reasoner. This paradigm is motivated by (1) A general coding agent provides a natural interface for diverse reasoning tasks beyond proving, (2) Performance can be improved by simply replacing the underlying base model, without training, and (3) MCP enables flexible extension and autonomous calling of specialized tools, avoiding complex design. Based on this paradigm, we introduce Numina-Lean-Agent, which combines Claude Code with Numina-Lean-MCP to enable autonomous interaction with Lean, retrieval of relevant theorems, informal proving and auxiliary reasoning tools. Using Claude Opus 4.5 as the base model, Numina-Lean-Agent solves all problems in Putnam 2025 (12 / 12), matching the best closed-source system. Beyond benchmark evaluation, we further demonstrate its generality by interacting with mathematicians to successfully formalize the Brascamp-Lieb theorem. We release Numina-Lean-Agent and all solutions at https://github.com/project-numina/numina-lean-agent.
Key facts. Cited by 50 papers in the map (data through 14 Oct 2026). Placed in Educational agents and math problem solving, one of 16 directions in LLM agents and tool use. Builds on 6 of its 14 references that are in the map. First posted on arXiv 20 Jan 2026.
Builds on
6 of 14 references.
References · 6
- 2025DeepSeek-Prover-V2: Advancing Formal Mathematical Reasoning via Reinforcement Learning for Subgoal Decompositioncited by 287
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- 2025Winning Gold at IMO 2025 with a Model-Agnostic Verification-and-Refinement Pipelinecited by 82
- 2025Hilbert: Recursively Building Formal Proofs with Informal Reasoningcited by 60
- 2025Seed-Prover 1.5: Mastering Undergraduate-Level Theorem Proving via Learning from Experiencecited by 44
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Citing papers per year: 2026: 50.
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- 2026Semantic Search over 9 Million Mathematical Theoremscited by 8
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- 2026MA-ProofBench: A Two-Tiered Evaluation of LLMs for Theorem Proving in Mathematical Analysiscited by 1
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- 2026Growing an Agent/Prover Interface: Evolutionary Tool Design for Cost-Efficient Theorem Proving in Rocq and Leancited by 0
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- 2026An AI-Assisted Formalization of the Poincar'e Conjecturecited by 0
- 2026Cost-Efficient Theorem Proving via Agent Orchestration in Program Verificationcited by 0
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- 2026Cost-Efficient Theorem Proving via Agent Orchestration in Program Verification7 Oct 2026
- 2026An AI-Assisted Formalization of the Poincar'e Conjecture6 Oct 2026
- 2026AIProver: Agentic Auto-Formalization of Mathematical Research via Certificate-Driven Evolving Harness4 Oct 2026
- 2026FORALL-LEAN-AGENT for Auditable Reasoning in Formal Mathematics and Software Verification1 Oct 2026
- 2026Growing an Agent/Prover Interface: Evolutionary Tool Design for Cost-Efficient Theorem Proving in Rocq and Lean30 Sep 2026
- 2026Fyan: A Human--AI Harness with Semantic Auditing for Document-Level Formalization30 Sep 2026
- 2026TCSAlgBench: Benchmarking Automated Proving for Research-Level Theoretical Computer Science28 Sep 2026
- 2026SHADOWBENCH: Toward Reliable Automatic Evaluation of Semantic Alignment in Autoformalization29 Aug 2026
- 2026MathAdv: What Theorem Provers Know, Reason, Formalize, and Generalize26 Aug 2026
- 2026FLARE: Verifying MILP Reformulations with LLM-Based Theorem Proving25 Aug 2026
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- 2026Specula: Scaling formal specifications for autonomous model checking of system code28 Jul 2026
- 2026AoA: Theorem Proving Agent over Abstract Syntax Tree of Redesigned Language17 Jul 2026
- 2026MathCoPilot: An Interactive System for Human-AI Symbiotic Paradigm of Mathematical Research16 Jul 2026
- 2026From Solvers to Research: Large Language Model-Driven Formal Mathematics at the Research Frontier8 Jul 2026
- 2026MechMath Agent Team: LLM Driven Agents for Mathematical Research5 Jul 2026
- 2026Beyond the Library: An Agentic Framework for Autoformalizing Research Mathematics30 Jun 2026
- 2026TheoremGraph: Bridging Formal and Informal Mathematics24 Jun 2026
- 2026Formalize Once, Edit the Rest: Efficient Lean-Based Answer Selection for Math Reasoning14 Jun 2026
- 2026Sorries Are Not the Hard Part: An Expert-Review Case Study of a Semi-Autonomous Formalization11 Jun 2026
- 2026MA-ProofBench: A Two-Tiered Evaluation of LLMs for Theorem Proving in Mathematical Analysis11 Jun 2026
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- 2026Hypothesis-Disciplined Multi-Agent Automated Formalization of Asymptotic Statistical Theory3 Jun 2026
- 2026Optimizing the Cost-Quality Tradeoff of Agentic Theorem Provers in Lean3 Jun 2026
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- 2026Automating Formal Verification with Reinforcement Learning and Recursive Inference29 May 2026
- 2026Distilling LLM Feedback for Lean Theorem Proving29 May 2026
- 2026Formalizing Mathematics at Scale28 May 2026
- 2026Automating Formal Verification with Agent-Guided Tree Search26 May 2026
- 2026Verus-SpecGym: An Agentic Environment for Evaluating Specification Autoformalization26 May 2026
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- 2026LeanSearch v2: Global Premise Retrieval for Lean 4 Theorem Proving13 May 2026
- 2026AI co-mathematician: Accelerating mathematicians with agentic AI7 May 2026
- 2026Beyond Benchmarks: MathArena as an Evaluation Platform for Mathematics with LLMs1 May 2026
- 2026Lectures on AI for Mathematics13 Apr 2026
- 2026Awakening the Sleeping Agent: Lean-Specific Agentic Data Reactivates General Tool Use in Goedel Prover9 Apr 2026
- 2026Artificial Intelligence and the Structure of Mathematics7 Apr 2026
- 2026QED-Nano: Teaching a Tiny Model to Prove Hard Theorems6 Apr 2026
- 2026Automated Conjecture Resolution with Formal Verification4 Apr 2026
- 2026Automatic Textbook Formalization3 Apr 2026
- 2026MechMath: Sorrifier-Driven Formal Decomposition Workflow for Automated Theorem Proving25 Mar 2026
- 2026Semi-Autonomous Formalization of the Vlasov-Maxwell-Landau Equilibrium16 Mar 2026
- 2026LemmaBench: A Live, Research-Level Benchmark to Evaluate LLM Capabilities in Mathematics27 Feb 2026
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- 2026Agentic Proving for Program Verificationcited by 3
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- 2026VALG: An Agentic System for ML Theory Researchcited by 2
- 2026MechMath: Sorrifier-Driven Formal Decomposition Workflow for Automated Theorem Provingcited by 1
- 2026AoA: Theorem Proving Agent over Abstract Syntax Tree of Redesigned Languagecited by 1
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- 2026Cost-Efficient Theorem Proving via Agent Orchestration in Program Verification7 Oct 2026
- 2026AIProver: Agentic Auto-Formalization of Mathematical Research via Certificate-Driven Evolving Harness4 Oct 2026
- 2026FORALL-LEAN-AGENT for Auditable Reasoning in Formal Mathematics and Software Verification1 Oct 2026
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- 2026MechGeo: Autoformalizing and Proving Euclidean Geometry in Lean 43 Aug 2026
- 2026AoA: Theorem Proving Agent over Abstract Syntax Tree of Redesigned Language17 Jul 2026
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- 2026Goedel-Architect: Streamlining Formal Theorem Proving with Blueprint Generation and Refinement4 Jun 2026
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- 2026MathAdv: What Theorem Provers Know, Reason, Formalize, and Generalizecited by 0
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- 2026Beyond the Library: An Agentic Framework for Autoformalizing Research Mathematics30 Jun 2026
- 2026Formalize Once, Edit the Rest: Efficient Lean-Based Answer Selection for Math Reasoning14 Jun 2026
- 2026Distilling LLM Feedback for Lean Theorem Proving29 May 2026
- 2026Automated Conjecture Resolution with Formal Verification4 Apr 2026
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- 2026LemmaBench: A Live, Research-Level Benchmark to Evaluate LLM Capabilities in Mathematicscited by 10
- 2026LeanSearch v2: Global Premise Retrieval for Lean 4 Theorem Provingcited by 10
- 2026Formal Conjectures: An Open and Evolving Benchmark for Verified Discovery in Mathematicscited by 10
- 2026Formalizing Mathematics at Scalecited by 10
- 2026Semi-Autonomous Formalization of the Vlasov-Maxwell-Landau Equilibriumcited by 9
- 2026Semantic Search over 9 Million Mathematical Theoremscited by 8
- 2026Automatic Textbook Formalizationcited by 8
- 2026TheoremGraph: Bridging Formal and Informal Mathematicscited by 5
- 2026Artificial Intelligence and the Structure of Mathematicscited by 4
- 2026Sorries Are Not the Hard Part: An Expert-Review Case Study of a Semi-Autonomous Formalizationcited by 4
- 2026SHADOWBENCH: Toward Reliable Automatic Evaluation of Semantic Alignment in Autoformalizationcited by 4
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- 2026Fyan: A Human--AI Harness with Semantic Auditing for Document-Level Formalization30 Sep 2026
- 2026TCSAlgBench: Benchmarking Automated Proving for Research-Level Theoretical Computer Science28 Sep 2026
- 2026SHADOWBENCH: Toward Reliable Automatic Evaluation of Semantic Alignment in Autoformalization29 Aug 2026
- 2026FLARE: Verifying MILP Reformulations with LLM-Based Theorem Proving25 Aug 2026
- 2026Beyond Correctness: Toward Automated Novelty Verification with Lean 42 Aug 2026
- 2026Specula: Scaling formal specifications for autonomous model checking of system code28 Jul 2026
- 2026MathCoPilot: An Interactive System for Human-AI Symbiotic Paradigm of Mathematical Research16 Jul 2026
- 2026From Solvers to Research: Large Language Model-Driven Formal Mathematics at the Research Frontier8 Jul 2026
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