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SkillsMP hat 18 Skills aus sethdford/claude-agent-os gesammelt. Öffne einen Skill, um Quelle und Details zu prüfen.
Es werden 18 von 18 gesammelten Skills angezeigt.
Run the bounded harness caretaker — deterministic state gather (predictions, verifier gain, agent health, sensors, drift), then triage ONLY what's flagged under a hard authority boundary (files work, never ships changes). Triggers on /caretaker, "run the…
Quellsprache: Englisch
Mine past Claude Code session transcripts (JSONL) to extract user corrections, successful patterns, and recurring failure modes. Proposes diffs against lessons.md and rules/*.md for human review. Triggers on /mine-transcripts, "mine my sessions", "what did I…
Quellsprache: Englisch
Apply the diff/patch outputs from a /mine-transcripts run to lessons.md and rules/*.md after human review. Use after running /mine-transcripts and reviewing the proposed diffs. Triggers on /apply-mining-patches, "apply the mining patches", "apply mining run",…
Quellsprache: Englisch
Show the RL value-function snapshot for all agents — mean reward, recent trend, anomalies, top tuning candidates. Use weekly to monitor agent quality. Triggers on /rl-status, "agent rewards", "rl status", "which agents are degrading".
Quellsprache: Englisch
Propose a Reflexion-style patch to a specific agent's prompt based on evidence of recurring failures. Use when the same agent makes the same class of mistake twice, when /mine-transcripts surfaces an agent in agent-tuning.md, or when /eval flags a regression…
Quellsprache: Englisch
A/B test an agent's current prompt against a candidate variant from policy/<agent>/candidates/. Runs both on the same scenarios, aggregates rewards, recommends promotion if candidate beats current by >1 stderr with n≥10. Triggers on /ab-test, "compare…
Quellsprache: Englisch
Run a panel of 5 specialized verifiers (correctness, edge-case, security, regression, style) in parallel against a change, with confidence-weighted voting. Disagreement (40-60% pass share) escalates to lead. Replaces single-critic for high-stakes review.…
Quellsprache: Englisch
Run an agent N times in parallel against the same prompt, then aggregate via one of 5 modes — critic argmax, USC consistency, confidence-weighted, hybrid, or AggAgent synthesis. Use for high-stakes invocations where you'd rather pay Nx to be sure. Triggers on…
Quellsprache: Englisch
Show prompt cache hit rate trends and flag regressions. Use when user asks about cache performance, asks why sessions feel expensive, or wants to verify cache health. Triggers on /cache-report, "cache hit rate", "cache stats", "is caching working".
Quellsprache: Englisch
Use when multiple PRs are stuck BLOCKED or failing CI. Clusters failures by signature, distinguishes systemic main-line bugs from per-PR content bugs, and dispatches O(root-causes) agents rather than O(PRs). Triggers on /diagnose-ci-queue, "queue is stuck",…
Quellsprache: Englisch
Generate scenario stubs for /eval against a target agent or skill. Reads recent successful invocations from session transcripts and proposes 5+ scenarios covering happy path, edge cases, and negative cases. Triggers on /eval-author, "author scenarios for X",…
Quellsprache: Englisch
Run evaluations against skills, agents, or rules. Use when the user wants to test that a skill triggers correctly, measure agent output quality, compare prompt variants, or detect regressions. Triggers on /eval, "run evals", "test skill", "benchmark agent".
Quellsprache: Englisch
Run an agent N times in parallel against a code-change task, with each rollout in its own sandboxed copy of the codebase, scored by ACTUAL test pass rate (not just critic opinion). Use for SWE-bench-style code changes where the test suite is the ground truth.…
Quellsprache: Englisch
Run a complete SCRUM sprint with all ceremonies — Product Owner authors stories, Tech Lead designs, Scrum Master orchestrates implementers, Verifier+Aspect-Panel guard quality, Sprint Auditor adversarially audits, Retro feeds back to /tune-agent. Triggers on…
Quellsprache: Englisch
Author a three-file spec (requirements / design / tasks) before non-trivial implementation, then verify the implementation satisfies the spec. Adopts the Kiro spec-driven development pattern. Use for features that span 3+ files, new public APIs, or anything…
Quellsprache: Englisch
Spin up a native Claude Code Teams fleet to tackle a multi-step task — lead orchestrates, specialists work in parallel worktrees, critic + verifier loop guards quality. Use when the task has 3+ independent sub-tasks, when you need different specialists, or…
Quellsprache: Englisch
Prove that work actually behaves correctly by spawning the verifier agent to run the code and capture evidence. Use before claiming a task complete, before commit, when in doubt about whether tests prove the right thing. Triggers on /verify, "prove it works",…
Quellsprache: Englisch
Verify UI changes by capturing before/after screenshots and asking Claude vision to judge whether the change matches intent and didn't break anything else. Mano-verify pattern (arXiv 2509.17336 —
Quellsprache: Englisch