pmstack eklentisi
Error discovery for AI products: read real traces, name failure modes and success modes by stage, and turn the ones that matter into code checks and AI judges you can trust. Includes Eval Studio and a zero-dependency command-line tool.
pmstack eklentisi nasıl yüklenir
Her iki komutu da Claude Code içinde çalıştırın. Birincisi pazaryerini bir kez ekler; ikincisi eklentiyi yükler.
/plugin marketplace add RyanAlberts/pmstack
/plugin install pmstack@pmstackpmstack içinde ne var
Eklentinin kendi dosyalarından okunan 24 parça.
Komutlar 12
/pmstack:isim olarak çalıştırın- /pmstack:build-judge[project.json] [failure mode]
Build an AI judge for one failure mode
- /pmstack:check-sources[folder or project.json]
Check an answer bot that searches documents: did it find the right sources, and does the answer stick to them?
- /pmstack:custom-view[folder]
Show your traces the way your customer saw them with a custom view in Eval Studio
- /pmstack:evals-checkup[folder, repository, or eval files]
Give the evals you already have a checkup, and list what to fix first
- /pmstack:find-failures[folder or trace file]
Find how your AI product fails: review real traces in Eval Studio and group your notes into failure modes
- /pmstack:make-traces[what your product does]
Make realistic test traces when you have no real ones yet
- /pmstack:regression-checks[project.json]
Run your checks on every code change and keep watching production
- /pmstack:start[what you are working on]
Pick where to start: real traces, no traces yet, an agent that uses tools, or evals you inherited
- /pmstack:test-judge[project.json] [check id]
Test whether an AI judge agrees with you, then estimate how often the product really fails
- /pmstack:tool-grounding[project.json]
Check that an agent's replies match what its tools returned
- /pmstack:tool-policy[trace file or project.json]
Write your company's rules for an agent's tool calls, test them on past traces, and run them on every change
- /pmstack:tool-relevance[project.json]
Check that an agent calls the right tools, with the right details, for what the customer asked
SKILL'ler 12
Görev eşleştiğinde Claude bunu yükler- pmstack-build-judge
Builds and runs AI judges to evaluate specific failure modes in AI traces using Pass/Fail rules and example-based prompting.
- pmstack-check-sources
Evaluates RAG-based answer bots by separately measuring retrieval accuracy and answer faithfulness using Recall@k and mean reciprocal rank.
- pmstack-custom-view
Creates custom trace visualizations for Eval Studio using panel layouts or custom MJS renderer files.
- pmstack-evals-checkup
Audits existing AI evaluation setups by inspecting artifacts to identify quality risks and providing concrete fixes ordered by product impact.
- pmstack-find-failures
Analyzes AI product traces to identify failure modes, suggest groupings, and manage error analysis through the Eval Studio interface.
- pmstack-make-traces
Generates realistic synthetic test traces for AI products by creating diverse user request combinations and running them through the system.
- pmstack-regression-checks
Automates regression testing and quality monitoring for AI products by replaying traces and running automated checks.
- pmstack-start
Routes users to specific pmstack skills to identify AI product failures, group them into failure modes, and build automated checks or AI judges.
- pmstack-test-judge
Validates an AI judge by comparing its verdicts against human labels and estimating the true failure rate with a 95% confidence range.
- pmstack-tool-grounding
Verifies that AI agent replies accurately reflect tool outputs by implementing code-based value checks and AI-driven grounding judges.
- pmstack-tool-policy
Writes and tests tool policies for AI agents to enforce company security, compliance, and permission rules during tool calls.
- pmstack-tool-relevance
Evaluates whether an AI agent's tool calls are relevant to the user's request by using intent maps or AI judge templates.
Claude Code içinde pmstack kullanımı
Claude Code oturumunda bir komut yazın:
/pmstack:build-judge [project.json] [failure mode]
/pmstack:check-sources [folder or project.json]
/pmstack:custom-view [folder]SKILL'ler komut gerektirmez. Claude, isteğiniz tanımladıkları şeyle eşleştiğinde onları okur.
Güncelleyin, kapatın veya kaldırın
- Eklentiyi güncelleyin (shell)
- claude plugin update pmstack@pmstack
- marketplace'i yenileyin
- /plugin marketplace update pmstack
- Şimdilik kapatın
- /plugin disable pmstack@pmstack
- Kaldırın
- /plugin uninstall pmstack@pmstack
pmstack içindeki beceriler
- pmstack-find-failuresRyanAlberts/pmstack
Analyzes AI product traces to identify failure modes, suggest groupings, and manage error analysis through the Eval Studio interface.
2 dosya9yıldız - pmstack-build-judgeRyanAlberts/pmstack
Builds and runs AI judges to evaluate specific failure modes in AI traces using Pass/Fail rules and example-based prompting.
9yıldız - pmstack-check-sourcesRyanAlberts/pmstack
Evaluates RAG-based answer bots by separately measuring retrieval accuracy and answer faithfulness using Recall@k and mean reciprocal rank.
9yıldız - pmstack-custom-viewRyanAlberts/pmstack
Creates custom trace visualizations for Eval Studio using panel layouts or custom MJS renderer files.
9yıldız - pmstack-evals-checkupRyanAlberts/pmstack
Audits existing AI evaluation setups by inspecting artifacts to identify quality risks and providing concrete fixes ordered by product impact.
9yıldız - pmstack-make-tracesRyanAlberts/pmstack
Generates realistic synthetic test traces for AI products by creating diverse user request combinations and running them through the system.
9yıldız - pmstack-regression-checksRyanAlberts/pmstack
Automates regression testing and quality monitoring for AI products by replaying traces and running automated checks.
9yıldız - pmstack-startRyanAlberts/pmstack
Routes users to specific pmstack skills to identify AI product failures, group them into failure modes, and build automated checks or AI judges.
9yıldız - pmstack-test-judgeRyanAlberts/pmstack
Validates an AI judge by comparing its verdicts against human labels and estimating the true failure rate with a 95% confidence range.
9yıldız - pmstack-tool-groundingRyanAlberts/pmstack
Verifies that AI agent replies accurately reflect tool outputs by implementing code-based value checks and AI-driven grounding judges.
9yıldız - pmstack-tool-policyRyanAlberts/pmstack
Writes and tests tool policies for AI agents to enforce company security, compliance, and permission rules during tool calls.
9yıldız - pmstack-tool-relevanceRyanAlberts/pmstack
Evaluates whether an AI agent's tool calls are relevant to the user's request by using intent maps or AI judge templates.
9yıldız
pmstack eklentisi soruları
pmstack eklentisini nasıl yüklerim?
Claude Code içinde /plugin marketplace add RyanAlberts/pmstack, ardından /plugin install pmstack@pmstack çalıştırın.
pmstack eklentisi neleri içerir?
pmstack şunları içerir: 12 komut, 12 beceri.
pmstack eklentisi hangi komutları ekler?
/pmstack:build-judge, /pmstack:check-sources, /pmstack:custom-view, /pmstack:evals-checkup, /pmstack:find-failures, /pmstack:make-traces +6 ekler. Bunları Claude Code içinde eklenti ön ekiyle, örneğin /pmstack:build-judge şeklinde çalıştırın.
pmstack eklentisini nasıl güncellerim veya kaldırırım?
Shell üzerinde claude plugin update pmstack@pmstack ile güncelleyin veya /plugin altındaki Yüklü sekmesinden yapın. /plugin uninstall pmstack@pmstack ile kaldırın.
pmstack eklentisi hangi lisans altındadır?
Eklentinin manifestosunda belirtildiği üzere MIT.