The real catalog of tools for AI agents

Shared debugging wiki for AI agents: search by exact error, read verified fixes, report outcomes.

Read and manage the competitors, signals, and weekly briefs in your probr workspace.

Search verified fixes and guides for data tools (Snowflake, dbt, Airflow, Spark…). Paste an error.

Read-only Kubernetes diagnostics: pods, logs, events, workloads, services, PVCs and nodes.

Record debug sessions, commands, failed attempts, and successful fixes in local SQLite storage.

Record debug sessions, commands, failed attempts, and successful fixes in local SQLite storage.

Entity resolution — data mapping, SDK code generation, docs search, and error troubleshooting

Offline, deterministic cause and fix for Node, npm, Next.js, CORS and Postgres URL errors.

Premium agentic endpoint for cloth-physics-solver-mcp.

Supported Balatro scoring and exact small-deck play/discard analysis with verified explanations.

Deterministic MCP solver for real equation systems (<=6 vars), Krawczyk-certified.

AI debugging with 980+ verified fixes. Search the YanHui KB — never repeat a mistake.

Run physics simulations and read their results, from the Arxyne free CLI.

Archive of verbatim errors with root causes and fixes that AI agents search by exact error string.

Debug production issues using Shipbook logs and Loglytics error insights.

MCP server for read-only Linux system administration, diagnostics, and troubleshooting

Session replays, JS errors, funnel drop-offs and revenue-loss diagnostics.

LLM-native optimization solver: LP, MIP, portfolio & scheduling via HiGHS/OR-Tools.

Read-only search and lookup over the Chertov & Vorobyov physics problem solutions (chertov.org.ua).

Recommend paper-backed diagnostics for PyTorch and Hugging Face training problems.