[15.16.0] - 2026-08-20 - "Agent Reliability, Evidence Integrity, and Stack Audits"
Added six focused skills for asynchronous C++ networking, controlled agent
fault injection, run-evidence auditing, orchestration review, measurable UI
quality, and multi-source research, while adding cross-artifact stack checks
and modernizing YouTube transcript extraction. The published catalog contains
2,025 skills.
This release helps Claude Code, Cursor, Codex CLI, Gemini CLI, Antigravity, and
related AI coding assistants test agent harnesses safely, distinguish run claims
from inspectable evidence, review multi-agent control flow, score recurring UI
failure modes, and keep research conclusions honest when sources disagree.
Start here:
- Install:
npx agentic-awesome-skills agent-harness-fault-injectionfor
bounded resilience testing with explicit cleanup and recovery gates.audit-agent-run-evidencefor tracing
agent-run claims back to logs, traces, artifacts, and reproducible checks.multi-source-searchfor provider-optional
research backed by an offline, schema-validated evidence ledger.- Choose your tool
- Bundles
Added
- Added
boost-asio-profor production-oriented
asynchronous C++ networking with Boost.Asio, including composed operations,
cancellation, coroutine lifetimes, strands, backpressure, and testable error
paths (#1186). - Added
agent-harness-fault-injectionfor
controlled timeouts, malformed outputs, partial failures, and recovery checks
with explicit blast-radius, consent, rollback, and evidence requirements
(#1189). - Added
audit-agent-run-evidencefor
read-only auditing of agent-run claims against recorded events, artifacts,
timestamps, identifiers, and reproducible verification steps
(#1192). - Added
review-multi-agent-orchestration
for reviewing delegation boundaries, shared-state hazards, handoff contracts,
retry behavior, convergence, and evidence quality in multi-agent systems
(#1193). - Added
ui-slop-scorefor scoring recurring generic
interface patterns against a concrete product brief, reference evidence,
accessibility constraints, and a transparent weighted rubric
(#1196). - Added
multi-source-searchfor bounded research
across optional providers with claim-level citations, source polarity,
conflict tracking, URL canonicalization, and an offline validation script
(#1202,
#1205).
Changed
- Added a read-only
aas stack auditflow and paired browser-local Workbench
comparison for detecting digest, catalog, target, and exact skill-set drift
between stack artifacts without applying either stack
(#1199). - Updated the YouTube transcript extractor for both legacy 0.6.x and modern 1.x
youtube-transcript-apiinterfaces, common YouTube URL forms, and UTF-8 output
on legacy Windows consoles, with isolated network-free regression tests
(#1198). - Hardened multi-source evidence validation so every source is classified as
supporting or contradicting, conflicts agree with that classification, and
superficial URL variants cannot inflate source diversity
(#1205). - Regenerated the canonical catalog, offline AAS Core data, web assets,
marketplaces, editorial bundles, compatibility reports, and Codex/Claude
plugin distributions for 2,025 skills.
Security
- Kept fault injection opt-in, bounded to an approved environment, and gated by
explicit preconditions, abort thresholds, rollback, recovery verification,
and evidence capture before any resilience claim is accepted. - Kept run-evidence and orchestration review read-only by default: neither skill
treats missing telemetry as success or authorizes repairs, retries, or
production actions without a separate user-approved step. - Kept multi-source provider access optional and explicit, with credentials out
of report artifacts and an offline validator that fails closed on missing
evidence, inconsistent conflict state, or duplicate canonical sources. - Kept stack comparison local and non-applying; artifact mismatches are reported
before any installation or workspace mutation can be considered.
Who should care
- C++ teams building asynchronous network services that need explicit lifetime,
cancellation, serialization, backpressure, and shutdown contracts. - Agent-platform teams testing failure recovery or auditing whether reported run
outcomes are actually supported by durable evidence. - Multi-agent system owners reviewing delegation, shared-state, retry, and
convergence risks before expanding autonomy. - Product and design teams that want a repeatable anti-generic UI score tied to
a real brief rather than subjective aesthetic claims. - Researchers and maintainers who need conflict-aware multi-source reports and
exact stack-artifact drift detection.
Validation
- Passed repository validation, reference validation, documentation-security
checks, warning-budget enforcement, the complete repository test suite,
plugin-compatibility and bundle checks, web-app install/build/prerender, and
the npm package dry run on the protected release base. - Reviewed all six added skills and their bundled files for semantics, safety,
provenance, declared risk, limitations, consent boundaries, and relevant
regression coverage; also reviewed the YouTube compatibility and stack-audit
changes against their isolated tests.
Limitations
- Fault injection can demonstrate behavior only in the tested environment and
scenario; it does not prove resilience to untested failures or authorize
experiments against production systems. - Evidence audits and orchestration reviews expose unsupported claims and
control-flow risks but do not reconstruct missing telemetry or implement the
fixes they recommend. ui-slop-scoreis a transparent heuristic tied to supplied references and
constraints, not an objective guarantee of visual quality or user success.- Multi-source research still depends on source availability and provider
access; source count cannot replace source quality, and unresolved conflicts
remain unresolved in the final report. - Stack audit detects artifact drift but intentionally does not choose a winner
or mutate an installation.
Credits
- @alexprivalov for
boost-asio-proin
PR #1186. - @Whxuan0701 for
agent-harness-fault-injection,
audit-agent-run-evidence,
review-multi-agent-orchestration,
and the paired stack-audit source contributions in
PRs #1189, #1192, #1193, and #1199. - @FrancoStino and the official
uizze/uizze source for
ui-slop-scorein
PR #1196. - @Kormix760 for the modern YouTube
transcript API compatibility repair ported in
PR #1198. - @liyangbing and
@denial123789 for
multi-source-searchand its evidence-integrity
follow-up in PR #1202
and PR #1205.