freeshard-proof-and-analysis-toolkit

freeshard-proof-and-analysis-toolkit is a Root-cause investigation skill for AI agents, published by FreeshardBase in the freeshard repository on GitHub. Skillspace rates freeshard-proof-and-analysis-toolkit F (45/100) and the safety scan rated it risky; the rating is based on static analysis only.

Risky. This skill has patterns associated with unsafe behaviour. Read the source carefully before running it.

First-principles analysis recipes for the Freeshard repos — how to PROVE a root cause instead of pattern-matching to the first plausible fix. Use when only a subset of shards/requests fails, when two components disagree about the same bytes, when a formula is duplicated across languages, when adding per-request DB/IO work, when a container "looks OOM-killed", when a guard/sentinel exists and you must say what it protects, when optimizing cloud cost, or before running any discriminating experiment. TRIGGER on "root cause", "why does only X fail", "prove the mechanism behind this failure class (fd exhaustion, pool exhaustion, proxy write rejection, kill loops)", "rounding mismatch", "prices disagree", "Azure cost", "migration never ran", "prove it". If you only have the raw symptom string (an EMFILE loop, a 422, an OOM-looking restart loop), load freeshard-debugging-playbook first. SKIP when you need the symptom→triage lookup table for a KNOWN failure mode (use…

Grade

F

Quality

45 / 100

Safety

Risky

GitHub stars

47

Unproven: rated by static analysis only, not yet compared head-to-head.

This rating describes the version of the repository we crawled; it may have changed since.

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