Agent skill

Payload Results YAML

by openshift-eng in openshift-eng/ai-helpers

State management for agentic payload triage actions — you must use this skill whenever reading or writing the payload results YAML file

Apache-2.0Auto-check passedFrontend & Design

Install Payload Results YAML

skills CLI
$ npx skills add openshift-eng/ai-helpers --skill payload-results-yaml -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install openshift-eng/ai-helpers payload-results-yaml --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/openshift-eng/ai-helpers.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/ci/skills/payload-results-yaml .claude/skills/payload-results-yaml && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
payload-results-yaml
GitHub stars
120
Token cost
~3.7k tokens
SKILL.md length
1,368 words
Files
15 (incl. scripts)
Skills in repo
118
Repo updated
First seen
Licence
Apache-2.0

At a glance

State management for agentic payload triage actions — you must use this skill whenever reading or writing the payload results YAML file

  • Writing the payload results YAML file
  • SKILL.md covers When to Use This Skill, File Location, Schema and Operations, plus 1 more section
  • Runs Python scripts from its folder; calls python3; reaches prow.ci.openshift.org and github.com
  • Tasks that involve State management

What it does

Payload Results YAML is an agent skill from openshift-eng/ai-helpers. State management for agentic payload triage actions — you must use this skill whenever reading or writing the payload results YAML file

Its SKILL.md is about 3.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 16 other files, including scripts (for example `scripts/test_validate.py`, `scripts/testdata/invalid_candidate_type_not_string.yaml` and `scripts/testdata/invalid_flat_schema.yaml`).

It sits in Frontend & Design, covering State management. The repository describes itself as: Developer productivity tools for Claude Code & other AI assistants. The licence is Apache-2.0.

When your agent uses it

  • Writing the payload results YAML file
  • Tasks that involve State management

Example prompts

  • “/payload-results-yaml”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit a627176. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 14 files in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python3

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • prow.ci.openshift.org
    • github.com
    • amd64.ocp.releases.ci.openshift.org
    • redhat.atlassian.net
    • pr-payload-tests.ci.openshift.org

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Payload Results YAML loads about 3.7k tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 1,368 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~39
When it runs · the whole SKILL.md, loaded when a task matches
~3.7k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

The full file from openshift-eng/ai-helpers at commit a627176, republished under its Apache-2.0 licence (© openshift-eng). 1,368 words, ~3,675 tokens.

Download SKILL.mdSave it as .claude/skills/payload-results-yaml/SKILL.md (or your agent's skills folder). This skill also uses 14 other files; get the full folder from GitHub.
name
payload-results-yaml
description
State management for agentic payload triage actions — you must use this skill whenever reading or writing the payload results YAML file

Payload Results YAML

This skill defines the schema for the payload-results-{tag}.yaml file and provides the operations for reading and writing it. All skills in the payload triage pipeline must use this skill when interacting with the results file.

When to Use This Skill

Use this skill whenever you need to:

  • Create a new results file (during payload-analysis)
  • Read candidates or their actions (during payload-revert, payload-experiment)
  • Append an action to a candidate (during stage-payload-reverts, payload-experimental-reverts)
  • Update an action's status (during payload-experimental-reverts Phase 2)

File Location

The file is always written to and read from the current working directory:

payload-results-{tag}.yaml

Where {tag} is the full payload tag with colons and slashes replaced by hyphens (e.g., payload-results-4.22.0-0.nightly-2026-02-25-152806.yaml).

Schema

yaml
metadata:
  payload_tag: "4.22.0-0.nightly-2026-02-25-152806"
  version: "4.22"
  stream: "nightly"
  architecture: "amd64"
  release_controller_url: "https://amd64.ocp.releases.ci.openshift.org/..."
  analyzed_at: "2026-02-26T10:30:00Z"
  force_accept_recommended: false

failing_jobs:
  - job_name: "periodic-ci-...-e2e-aws-ovn"
    prow_url: "https://prow.ci.openshift.org/..."
    is_aggregated: false
    underlying_job_name: ""
    failure_type: "test"
    root_cause_summary: "OVN gateway mode selection regression"
    streak_length: 5
    originating_payload_tag: "4.22.0-0.nightly-2026-02-20-150000"
    failure_pattern: "F F F F F S S"
  - job_name: "periodic-ci-...-e2e-gcp-ovn-techpreview"
    prow_url: "https://prow.ci.openshift.org/..."
    is_aggregated: false
    underlying_job_name: ""
    failure_type: "infra"
    root_cause_summary: "Step pod unschedulable on build04: DiskPressure, 0/N nodes available"
    cluster_profile: "gcp"
    streak_length: 1
    originating_payload_tag: "4.22.0-0.nightly-2026-02-25-152806"
    failure_pattern: "F"
    ship_status:
      component_slug: build-farm
      sub_component_slug: build04
      cluster_profile: "gcp"
      window_start: "2026-02-25T14:00:00Z"
      window_end: "2026-02-25T15:30:00Z"
      observed_health: healthy
      existing_outage_id: null
      queried_at: "2026-02-25T16:00:00Z"
      action: pending
      outage_id: null
      dashboard_url: null
      reason: ""

candidates:
  - type: "pr"
    pr_url: "https://github.com/openshift/cno/pull/2037"
    pr_number: 2037
    component: "cluster-network-operator"
    title: "Fix OVN gateway mode selection"
    confidence_score: 95
    rationale: "temporal match + component match + error references code changed"
    failing_jobs:
      - "periodic-ci-...-e2e-aws-ovn"
    actions:
      - type: "revert"
        status: "staged"
        revert_pr_url: "https://github.com/openshift/cno/pull/2038"
        revert_pr_state: "open"
        result_summary: "Revert PR opened and payload jobs triggered"
        jira_key: "TRT-1234"
        jira_url: "https://redhat.atlassian.net/browse/TRT-1234"
        payload_jobs:
          - command: "/payload-job periodic-ci-...-e2e-aws-ovn"
            test_url: "https://pr-payload-tests.ci.openshift.org/runs/ci/..."
            test_prow_url: "https://prow.ci.openshift.org/view/gs/..."
  - type: "rhcos_rpm"
    rhcos_tag: "rhel-coreos-10"
    rhcos_name: "Red Hat Enterprise Linux CoreOS 10.2"
    package: "systemd"
    old_version: "257-23.el10"
    new_version: "257-23.el10_2.2"
    confidence_score: 70
    changelog_evidence: "systemd 257-23.el10_2.2: fix boot ordering race with local-fs-pre.target"
    rationale: "systemd update correlates with variant-isolated boot timeout in RHCOS 10 jobs"
    failing_jobs:
      - "periodic-ci-...-e2e-metal-ipi-ovn-ipv4"
    actions: []
metadata

Written once by payload-analysis. Never modified by downstream skills.

FieldTypeDescription
payload_tagstringFull payload tag being analyzed
versionstringOCP version (e.g., "4.22")
streamstring"nightly" or "ci"
architecturestring"amd64", "arm64", "multi", etc.
release_controller_urlstringURL to the payload on the release controller
analyzed_atstringISO 8601 timestamp of when the analysis was performed
force_accept_recommendedbooltrue when all failures are temporary infrastructure issues, no more than 2 blocking jobs failed, and no payload has been accepted in the stream for 18+ hours. Determined by payload-analysis Step 6.4.
failing_jobs[]

All failed blocking jobs in the payload. Written once by payload-analysis. Never modified by downstream skills. This is the authoritative list of failures — every failed blocking job appears here regardless of whether a candidate PR has been identified.

FieldTypeDescription
job_namestringFull periodic job name
prow_urlstringProw URL for the failing run
is_aggregatedboolWhether this is an aggregated job
underlying_job_namestringFor aggregated jobs, the underlying periodic job name; "" otherwise
failure_typestring"test", "install", "upgrade", or "infra"
root_cause_summarystringBrief description of the failure mode
streak_lengthintConsecutive payloads this job has been failing
originating_payload_tagstringThe payload where this job first started failing in the current streak
failure_patternstringPass/fail history across the lookback window, most recent first (e.g., "F F F S F F")
cluster_profilestringOptional. Exact CI cluster profile name (for example azure4, hypershift-aws, hypershift-aks). Required on infra jobs. Copy it from the job's cluster_profile; do not invent a name from the cloud vendor or the job name.
ship_statusobjectOptional. SHIP Status observation for failure_type: infra jobs (and when infra is suspected). Omit the key entirely when SHIP read tools (get_outages_during / list_components) are not in the tool list. Do not write action: skipped as a stand-in for missing tools.
failing_jobs[].ship_status (optional)

Recorded by payload-analysis steps 6.5 (read) and 6.6 (write, only when record_payload_infra_outage exists). Downstream skills must not invent slugs.

FieldTypeDescription
component_slugstringSHIP Status component from the root-cause map (e.g. downstream-ci, boskos, boskos-hypershift, prow, build-farm). build-farm only when that CI cluster itself failed, never as a default from spec.cluster.
sub_component_slugstringSHIP Status sub-component (e.g. ci-config, gcp, build04)
cluster_profilestringOptional. Same exact cluster profile as on the job. Required on every infra ship_status observation.
window_startstringRFC3339 UTC start of the job's Prow run (same bound passed to get_outages_during)
window_endstringRFC3339 UTC end of the job's Prow run (job completion, or --as-of if missing)
observed_healthstringHealth overlapping the job run window from get_outages_during (healthy if none; otherwise the overlapping outage severity). Never live "now" status from get_infrastructure_status.
existing_outage_idint or nullOutage id overlapping the job window, or null if none
queried_atstringRFC3339 UTC timestamp of the read
actionstringRequired when ship_status is present. pending | created | linked | skipped
outage_idint or nullFilled after a Chai-hosted write
dashboard_urlstring or nullOutage URL after create/link
reasonstringSkip/error detail (unmapped, already_recorded, …)
candidates[]

Each entry represents a PR or an RHCOS RPM change identified as a candidate cause of payload failures. Top-level candidate fields are written once by payload-analysis and are read-only to downstream skills. The actions sub-array is mutable (see below).

Candidates reference failing jobs by job_name via the failing_jobs string array, linking back to the top-level failing_jobs[] entries.

Common fields (required on every candidate, regardless of type):

FieldTypeDescription
typestring"pr" or "rhcos_rpm" — determines which type-specific fields below apply
confidence_scoreint0-100 confidence that this candidate caused the failures
rationalestringExplanation of why this candidate is suspected, with itemized rubric signals
failing_jobsarray of stringsJob names from the top-level failing_jobs[] that this candidate is blamed for
actionsarrayActions taken on this candidate (see below). rhcos_rpm candidates cannot be reverted, so this is normally [] for them

type: "pr" fields:

FieldTypeDescription
pr_urlstringGitHub PR URL
pr_numberintPR number
componentstringOCP component name
titlestringPR title

type: "rhcos_rpm" fields:

FieldTypeDescription
rhcos_tagstringRHCOS image stream tag (rhel-coreos or rhel-coreos-10)
rhcos_namestringHuman-readable RHCOS version name
packagestringRPM package name (or the logical source package when subpackages are deduped)
old_versionstringPrevious RPM version
new_versionstringNew RPM version
changelog_evidencestringThe specific changelog entry or entries relating to the failure, or "none"

RHCOS RPM candidates cannot be reverted through the normal PR process — downstream skills that stage or filter reverts (e.g. stage-payload-reverts, /ci:payload-revert) MUST exclude candidates with type: "rhcos_rpm", regardless of confidence_score.

Show full SKILL.md (510 more words)Show less
candidates[].actions[]

Actions taken on a candidate. New entries are appended by downstream skills. Existing entries may be updated in place (e.g., status, result_summary, payload_jobs) by the Update Action Status operation. An empty array means no action has been taken.

FieldTypeDescription
typestring"revert" or "experiment"
statusstringSee status values below
revert_pr_urlstringURL of the revert PR (draft or real)
revert_pr_statestring"draft", "open", "merged", "closed"
result_summarystringBrief description of the outcome
jira_keystringTRT JIRA key (e.g., "TRT-1234"), or ""
jira_urlstringTRT JIRA URL, or ""
payload_jobsarrayPayload validation jobs triggered (see below)

Status values:

StatusMeaning
"open"Pre-existing revert PR found open during analysis
"merged"Pre-existing revert PR already merged
"staged"Revert PR and JIRA created, payload jobs triggered (used by type: "revert")
"pending"Experiment dispatched, payload jobs running, results not yet collected
"passed"Payload jobs passed with the revert — candidate confirmed as cause
"failed"Payload jobs still fail with the revert — candidate is innocent
"inconclusive"Mixed or unfinished results
"skipped_conflict"Revert has merge conflicts, skipped
"deferred"Jobs skipped due to triggering limits, or candidate exceeded max experiment count
candidates[].actions[].payload_jobs[]

Payload validation jobs triggered against the revert PR.

FieldTypeDescription
commandstringThe payload command posted on the PR (e.g., /payload-job periodic-ci-...-e2e-aws-ovn)
test_urlstringpr-payload-tests URL for the run
test_prow_urlstringProw URL for the resulting test run

Operations

Create (used by payload-analysis)

Write a new payload-results-{tag}.yaml with metadata, failing_jobs, and candidates populated. All failed blocking jobs are recorded in failing_jobs. Every candidate carries a type ("pr" or "rhcos_rpm"). Candidates with no pre-existing revert start with actions: []. If a pre-existing revert PR is discovered during analysis for a type: "pr" candidate, append an action with type: "revert" and status: "open" or "merged".

Read Candidates (used by payload-revert, payload-experiment)

Read the file. Filter candidates by type: "pr" and confidence_score range — rhcos_rpm candidates cannot be reverted or experimented on and MUST be excluded. Exclude candidates that already have an action with status of "open" or "merged" (pre-existing revert). Return matching candidates. Use the top-level failing_jobs[] to look up full job details for each candidate's failing_jobs references.

Append Action (used by stage-payload-reverts, payload-experimental-reverts)

For a given type: "pr" candidate (matched by pr_url), append a new entry to its actions array. Do not modify existing action entries.

Update Action Status (used by payload-experimental-reverts Phase 2)

For a given candidate's action entry (matched by pr_url and type), update its status, result_summary, revert_pr_state, jira_key, jira_url, and payload_jobs fields in place.

Resume Detection (used by payload-experiment)

Scan all candidates. If any candidate has an action with type: "experiment" and status: "pending", the file has in-progress experiments awaiting Phase 2 collection. Phase 2 processes only pending experiments — candidates with other statuses are left unchanged.

See Also

  • Validator: run python3 plugins/ci/skills/payload-results-yaml/scripts/validate.py <payload-results-file> to check a generated YAML file against this schema.

  • Related Skill: payload-analysis — creates the results file

  • Related Skill: stage-payload-reverts — appends type: "revert" actions

  • Related Skill: payload-experimental-reverts — appends type: "experiment" actions, updates status in Phase 2

  • Related Command: /ci:payload-revert — stages reverts for high-confidence candidates

  • Related Command: /ci:payload-experiment — experimentally tests medium-confidence candidates

© openshift-eng, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 14 other files (scripts) in plugins/ci/skills/payload-results-yaml of openshift-eng/ai-helpers.

  • SKILL.md
  • scripts/test_validate.py
  • scripts/testdata/invalid_candidate_type_not_string.yaml
  • scripts/testdata/invalid_flat_schema.yaml
  • scripts/testdata/invalid_metadata_string.yaml
  • scripts/testdata/invalid_missing_job_fields.yaml
  • scripts/testdata/invalid_rhcos_rpm_candidate.yaml
  • scripts/testdata/invalid_ship_status_action.yaml
  • scripts/testdata/invalid_ship_status_action_missing.yaml
  • scripts/testdata/invalid_ship_status_null.yaml
  • scripts/testdata/valid.yaml
  • scripts/testdata/valid_no_candidates.yaml
  • scripts/testdata/valid_with_rhcos_rpm_candidate.yaml
  • scripts/testdata/valid_with_ship_status.yaml
  • scripts/validate.py

Open the folder on GitHubat commit a627176

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Questions about Payload Results YAML

What does Payload Results YAML do?

State management for agentic payload triage actions — you must use this skill whenever reading or writing the payload results YAML file. Payload Results YAML is an agent skill from openshift-eng/ai-helpers.

When should I use Payload Results YAML?

Payload Results YAML fits situations like: writing the payload results YAML file; tasks that involve State management.

How do I install Payload Results YAML in Claude Code?

Run `npx skills add openshift-eng/ai-helpers --skill payload-results-yaml -a claude-code`. Or copy the skill folder (plugins/ci/skills/payload-results-yaml in openshift-eng/ai-helpers) into .claude/skills/payload-results-yaml in your project. Claude Code loads it when a task matches its description.

How do I install Payload Results YAML in Codex?

Run `npx skills add openshift-eng/ai-helpers --skill payload-results-yaml -a codex`. Or copy the skill folder (plugins/ci/skills/payload-results-yaml in openshift-eng/ai-helpers) into .agents/skills/payload-results-yaml in your project. Codex loads it when a task matches its description.

Can I use Payload Results YAML in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add openshift-eng/ai-helpers --skill payload-results-yaml -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/payload-results-yaml, .gemini/skills/payload-results-yaml, .github/skills/payload-results-yaml and .opencode/skills/payload-results-yaml in your project.

What does Payload Results YAML need to run?

Going by SKILL.md and its folder, Payload Results YAML needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3.

Does Payload Results YAML access the network?

SKILL.md names 5 domains. In commands or code: prow.ci.openshift.org, github.com, amd64.ocp.releases.ci.openshift.org, redhat.atlassian.net and pr-payload-tests.ci.openshift.org; the agent is likely to contact these when it follows the instructions. This is read from the text; nothing was executed.

Is Payload Results YAML safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Payload Results YAML use?

Payload Results YAML is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Payload Results YAML use?

About 3.7k tokens (SKILL.md is roughly 15k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Payload Results YAML?

Skills that share tags, products or a category with Payload Results YAML: Svelte Core Best Practices (rilldata/rill, 2.9k stars), Dify Component Writing Guide (langgenius/dify, 158k stars), React State Management (involvex/youtube-music-cli, 456 stars) and Pierre Theming Library (pierrecomputer/pierre, 6.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Payload Results YAML?

openshift-eng (a GitHub organization) maintains it in openshift-eng/ai-helpers, which has 120 GitHub stars. The repository holds 118 skills in this directory. The repository was last updated on October 6, 2026.

Source: openshift-eng/ai-helpers on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.