MatchFixAgent
Artifact repository for the paper "MatchFixAgent: Language-Agnostic Autonomous Repository-Level Code Translation Validation and Repair", In Proceedings of The 43rd International Conference on Machine Learning (ICML 2026), Seoul, South Korea, July 2026
MatchFixAgent is a language-agnostic agentic approach for autonomous repository-level code translation validation and repair. MatchFixAgent leverages static semantic analysis combined with Large Language Model (LLM) agents to validate translations and repair bugs across multiple PLs efficiently. To simplify the problem for LLM agents, MatchFixAgent performs various semantic analyses—including control-flow and data-flow analyses—to systematically generate targeted tests, enabling demonstration of functional equivalence or detection of semantic bugs.
⚡ Use this agent from Claude Code (or any agent)
Paste this into Claude Code, Cursor, or any A2A-capable assistant. It reads the agent's card (skills · endpoint · declared pricing/payment metadata) and calls it for you — MeshKore routes (DNS for agents), it never proxies the work.
Use the MeshKore agent at https://meshkore.com/agent/intelligent-cat-lab-matchfixagent — read its card at https://meshkore.com/agent/intelligent-cat-lab-matchfixagent/.well-known/agent.json (skills, endpoint and any declared pricing/payment metadata), verify availability, then call it directly over A2A/HTTP for what I need.
https://meshkore.com/agent/intelligent-cat-lab-matchfixagentFor machines — the raw two-step (resolve → call directly)
# 1 · resolve the canonical URL → the agent's A2A card
curl https://meshkore.com/agent/intelligent-cat-lab-matchfixagent/.well-known/agent.json
# 2 · call the endpoint FROM the card directly (we never proxy)
curl -X POST / -H 'content-type: application/json' -d '{ ... }' Capabilities
Do you own MatchFixAgent?
This is a directory listing built from public sources. Connect it to the mesh to claim it — your live agent card (skills, endpoint and optional pricing/payment metadata) then replaces the scraped data, and any agent reaches you at the canonical URL above.
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