Swig Test
swig/swig
Run SWIG test suite for specific languages. An agent skill from swig/swig.
Create, update, or delete Sippy Symptoms — known CI failure signatures that automatically label job runs — via the authenticated Sippy API
$ npx skills add openshift-eng/ai-helpers --skill manage-symptoms -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install openshift-eng/ai-helpers manage-symptoms --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ 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/manage-symptoms .claude/skills/manage-symptoms && rm -rf skills-srcUse ~/.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/
Install the "manage-symptoms" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/ci/skills/manage-symptoms into .claude/skills/manage-symptoms/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "manage-symptoms", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/openshift-eng/ai-helpers/tree/main/plugins/ci/skills/manage-symptomsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add openshift-eng/ai-helpers --skill manage-symptoms -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install openshift-eng/ai-helpers manage-symptoms --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openshift-eng/ai-helpers.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/ci/skills/manage-symptoms .agents/skills/manage-symptoms && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "manage-symptoms" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/ci/skills/manage-symptoms into .agents/skills/manage-symptoms/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "manage-symptoms", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add openshift-eng/ai-helpers --skill manage-symptoms -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install openshift-eng/ai-helpers manage-symptoms --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openshift-eng/ai-helpers.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/ci/skills/manage-symptoms .cursor/skills/manage-symptoms && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "manage-symptoms" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/ci/skills/manage-symptoms into .cursor/skills/manage-symptoms/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "manage-symptoms", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/openshift-eng/ai-helpers.git --path plugins/ci/skills/manage-symptoms--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add openshift-eng/ai-helpers --skill manage-symptoms -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install openshift-eng/ai-helpers manage-symptoms --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openshift-eng/ai-helpers.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/ci/skills/manage-symptoms .gemini/skills/manage-symptoms && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "manage-symptoms" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/ci/skills/manage-symptoms into .gemini/skills/manage-symptoms/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "manage-symptoms", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install openshift-eng/ai-helpers manage-symptomsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add openshift-eng/ai-helpers --skill manage-symptoms -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/openshift-eng/ai-helpers.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/ci/skills/manage-symptoms .github/skills/manage-symptoms && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "manage-symptoms" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/ci/skills/manage-symptoms into .github/skills/manage-symptoms/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "manage-symptoms", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add openshift-eng/ai-helpers --skill manage-symptoms -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install openshift-eng/ai-helpers manage-symptoms --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openshift-eng/ai-helpers.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/ci/skills/manage-symptoms .opencode/skills/manage-symptoms && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "manage-symptoms" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/ci/skills/manage-symptoms into .opencode/skills/manage-symptoms/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "manage-symptoms", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
manage-symptomsCreate, update, or delete Sippy Symptoms — known CI failure signatures that automatically label job runs — via the authenticated Sippy API
Manage Symptoms is an agent skill from openshift-eng/ai-helpers. Create, update, or delete Sippy Symptoms — known CI failure signatures that automatically label job runs — via the authenticated Sippy API
Its SKILL.md is about 3.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `manage_symptoms.py` and `test_manage_symptoms.py`).
It sits in Testing & QA, covering Failing and flaky tests. The repository describes itself as: Developer productivity tools for Claude Code & other AI assistants. The licence is Apache-2.0.
9 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit a627176. It shows what the files ask for, not the result of running them.
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.
Ships script files (Python), which the agent can run.
Shell commands in SKILL.md call:
python3From the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
api.cr.j7t7.p1.openshiftapps.comsippy-auth.dptools.openshift.orgprow.ci.openshift.orgFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
SIPPY_TOKENFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Manage Symptoms loads about 3.1k tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 1,402 words of instructions outside code blocks.
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.
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); files beside SKILL.md are not scanned.
The full file from openshift-eng/ai-helpers at commit a627176, republished under its Apache-2.0 licence (© openshift-eng). 1,402 words, ~3,101 tokens.
.claude/skills/manage-symptoms/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.Sippy Symptoms are known-failure signatures for OpenShift CI. A symptom is a rule made of a file pattern (a glob over a CI job run's artifact files, e.g. **/build-log.txt) and a matcher (string = substring, regex = regular expression, none = file merely exists, cel = a compound CEL expression over other label names). When a symptom matches a job run's artifacts, Sippy applies one or more Labels — human-readable tags like InfraFailure — to that run. Labels appear in the Sippy UI and Spyglass and help everyone quickly recognize known failure modes without re-debugging them. You do not need any prior Sippy knowledge to use this skill.
Every symptom must always have at least one label. A symptom exists to label matching runs, so a symptom without a label serves no purpose. Even when the label reads the same string as another field (e.g. the summary), a label is still required — always supply --label-ids. Creating or updating a symptom with no labels is rejected by client-side validation.
Creating or updating a symptom does NOT apply its label to job runs that already finished. Symptom detection only runs automatically as new artifacts arrive, so a brand-new or changed symptom leaves already-completed runs unlabeled until you retroactively reevaluate them. After every create or update you MUST apply the label to the affected runs with the reevaluate-job-runs skill (see Step 8) — otherwise the label you defined never shows up in the Sippy UI or Spyglass, which is the most common reason a symptom "has a label but nothing is labeled."
Use this skill when you need to:
OpenShift CLI Authentication: Required for authenticating to the sippy-auth API
oc loginhttps://api.cr.j7t7.p1.openshiftapps.com:6443oc-auth skill to obtain the Bearer tokenPython 3: Python 3.6 or later
python3 --versionBefore creating a symptom, search the existing catalog to avoid duplicates:
python3 plugins/ci/skills/list-symptoms/list_symptoms.py --search "AuthFailure" --format summaryIf an equivalent symptom already exists, prefer updating it instead of creating a new one.
Symptoms can only reference labels that already exist:
python3 plugins/ci/skills/list-symptoms/list_symptoms.py --labels --format summaryIf a label is missing, create it first with the manage-labels skill. (The script also verifies label IDs against the labels API before submitting; use --skip-label-check only if the labels API is unreachable.)
Use the oc-auth skill to obtain a Bearer token from the DPCR cluster:
# Get token from the DPCR cluster context
# The oc-auth skill's curl_with_token.sh uses this cluster for sippy-auth
DPCR_CLUSTER="https://api.cr.j7t7.p1.openshiftapps.com:6443"
# Find the oc context for the DPCR cluster and get the token
CONTEXT=$(oc config get-contexts -o name 2>/dev/null | while read -r ctx; do
server=$(oc config view -o jsonpath="{.clusters[?(@.name=='$(oc config view -o jsonpath="{.contexts[?(@.name=='$ctx')].context.cluster}" 2>/dev/null)')].cluster.server}" 2>/dev/null || echo "")
server_clean=$(echo "$server" | sed -E 's|^https?://||')
if [ "$server_clean" = "api.cr.j7t7.p1.openshiftapps.com:6443" ]; then
echo "$ctx"
break
fi
done)
if [ -z "$CONTEXT" ]; then
echo "Error: Not logged into DPCR cluster. Please run: oc login $DPCR_CLUSTER"
exit 1
fi
export SIPPY_TOKEN=$(oc whoami -t --context="$CONTEXT" 2>/dev/null)
if [ -z "$SIPPY_TOKEN" ]; then
echo "Error: Failed to get token. Please re-authenticate to DPCR cluster."
exit 1
fiPrefer exporting SIPPY_TOKEN as above rather than passing --token on the command line — command-line arguments are visible in process listings. --token still works and takes precedence over the environment variable.
Before any create or update, show the user the full payload that will be sent (summary, matcher type, file pattern, match string, label IDs) and get their confirmation. Before delete, you MUST show the symptom (list-symptoms --id <id> --format summary) and get explicit confirmation — never run delete without the user confirming the specific symptom.
A create or update is only complete once the label is applied to the affected runs (Step 8). Treat create/update + reevaluate as a single workflow, not two optional steps.
python3 plugins/ci/skills/manage-symptoms/manage_symptoms.py create \
--summary "AWS could not validate access credentials" \
--matcher-type string \
--file-pattern "build-log.txt" \
--match-string "api error AuthFailure: AWS was not able to validate the provided access credentials" \
--label-ids InfraFailureThe symptom id is generated by the server from the summary — do not pass --id on create. --label-ids is required: every symptom must apply at least one label. If no suitable label exists yet, create one first with the manage-labels skill.
Only pass the flags you want to change — the script fetches the existing symptom and merges, because the API's PUT is a full replacement:
python3 plugins/ci/skills/manage-symptoms/manage_symptoms.py update \
--id AWSCouldNotValidateAccessCredentials \
--match-string "api error AuthFailure"To change a symptom's labels on update, pass --label-ids with the new comma-separated list (omitting the flag preserves the existing labels). You cannot remove all labels — a symptom must always keep at least one label, so passing --label-ids "" (or any empty list) is rejected by validation. To retire a symptom entirely, delete it instead (Step 7).
Delete is a soft delete on the server side. Requires explicit user confirmation first (see Step 4):
python3 plugins/ci/skills/manage-symptoms/manage_symptoms.py delete \
--id AWSCouldNotValidateAccessCredentialsDefining a symptom with a label is not enough — the label is only applied to a run when the symptom is evaluated against it. New/completed runs won't get the label until you retroactively reevaluate them with the reevaluate-job-runs skill. After every create or update, apply the label to the affected runs — do not stop at Step 7.
Preview first with --dry-run to confirm the symptom matches the runs you expect (writes nothing):
python3 plugins/ci/skills/reevaluate-job-runs/reevaluate_job_runs.py \
https://prow.ci.openshift.org/view/gs/test-platform-results-public/logs/<job>/<build_id> --dry-run --format summaryRerun without --dry-run to actually write the labels, and confirm each run's response shows the label under labels_applied:
python3 plugins/ci/skills/reevaluate-job-runs/reevaluate_job_runs.py <build_id> [<build_id> ...] --format summaryTo label every run behind a triage or regression, collect the prowjob_run_ids (via the fetch-regression-details skill) and pass them all to reevaluate-job-runs — see that skill's "Bulk workflow" section. Reevaluation is idempotent, so it is safe to rerun.
After create/update, verify the symptom itself:
python3 plugins/ci/skills/list-symptoms/list_symptoms.py --id <new-id> --format summaryThen confirm the label actually landed on a run — either from the labels_applied field in the Step 8 response, or with the diagnose-job-run-symptoms skill on a known-affected run. A symptom that lists a label but shows no labels_applied after reevaluation means the matcher/file-pattern is not matching — revisit Step 6.
Arguments:
action: create, update, or delete (positional, required)Options:
--token <token>: Bearer token from the oc-auth skill (optional if the SIPPY_TOKEN environment variable is set, which is preferred — argv is visible in process listings; --token takes precedence)--id <id>: Symptom ID (required for update/delete; server-generated on create)--summary <text>: Short unique description (required for create, max 200 characters)--matcher-type string|regex|none|cel: How the match string is interpreted--file-pattern <glob>: Artifact glob, e.g. **/build-log.txt (required for non-CEL matchers)--match-string <text>: Substring, regex, or CEL expression--label-ids <list>: Comma-separated label IDs to apply on match (required — a symptom must always apply at least one label)--skip-label-check: Skip verifying label IDs against the labels API--format json|summary: Output format (default: json)Base URL (writes): https://sippy-auth.dptools.openshift.org/api/jobs/symptoms
POST /api/jobs/symptomsPUT /api/jobs/symptoms/{id} (full replacement — the script fetches the existing symptom and merges your changes, so only pass flags you want to change)DELETE /api/jobs/symptoms/{id} (soft delete)Authentication: Authorization: Bearer <token> from the DPCR cluster.
Symptom fields:
| Field | Description |
|---|---|
id | Immutable identifier, generated from the summary on create |
summary | Required, unique, max 200 characters |
matcher_type | One of string, regex, none, cel |
file_pattern | Artifact glob; required for all matcher types except cel |
match_string | Required for string/regex/cel; not used by none (file merely exists) |
label_ids | Label IDs applied on match; required (at least one) and must reference existing labels |
created_by, updated_by, timestamps | Metadata set by the server |
Matcher-type rules:
string / regex: require both file_pattern and match_stringnone: requires only file_pattern (matches when the file exists)cel: requires only match_string (a CEL expression over other label names)--label-ids value does not exist, validation fails and points you to the manage-labels skill to create it first.oc-auth skill.detail field of the output.Exit Codes:
0: Success1: Validation error, API error, or network erroroc-auth (provides authentication tokens for sippy-auth)list-symptoms (search/inspect symptoms and labels, no auth needed)manage-labels (create labels before symptoms reference them)reevaluate-job-runs (required after create/update to apply the label to already-completed runs; also previews with --dry-run)fetch-regression-details (source of prowjob_run_ids when applying a symptom across a triage or regression)diagnose-job-run-symptoms (explain which symptoms matched a run)© 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
SKILL.md and 2 other files in plugins/ci/skills/manage-symptoms of openshift-eng/ai-helpers.
Open the folder on GitHubat commit a627176
Manage Symptoms next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Manage Symptoms this skillopenshift-eng/ai-helpers | 120 | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Swig Testswig/swig | 6.3k | — | ~2.3k | Automated safety check: Pass | Custom licence | |
| Triage CI FailureDataDog/datadog-agent | 3.8k | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Dynamo Jira TicketDynamoDS/Dynamo | 2k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Fix Ready PRsfastrepl/anarlog | 9.5k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Trx Analysismicrosoft/vstest | 969 | — | ~1.8k | Automated safety check: Pass | MIT |
swig/swig
Run SWIG test suite for specific languages. An agent skill from swig/swig.
DataDog/datadog-agent
Classify a failed CI as either caused by an active incident, flakiness, or a true code regression.
DynamoDS/Dynamo
Create structured Jira tickets for Dynamo from bug reports, failing tests, or feature requests.
fastrepl/anarlog
Inspect every open non-draft PR for CI failures and unresolved Cursor Bugbot findings, then fix them on the existing PR branches.
microsoft/vstest
Parse and analyze Visual Studio TRX test result files. An agent skill from microsoft/vstest.
workersio/skills
Testing workflow skill for finding high-value test candidates, writing focused tests, generating realistic workloads, reviewing test value, and diagnosing test-suite health.
openshift-eng/ai-helpers
Find and independently validate actionable reliability defects across OpenShift release jobs and presubmits, then export portable issue handoffs.
openshift-eng/ai-helpers
Fetch and address all PR review comments — categorize by priority, make code changes, post replies, and push.
openshift-eng/ai-helpers
Categorize Jira issues into Red Hat Sankey Activity Type categories using MCP Jira tools.
openshift-eng/ai-helpers
Decide whether a GitHub PR has unanswered authorized review comments or new required CI failures worth a follow-up agent.
openshift-eng/ai-helpers
Analyze OpenShift must-gather diagnostic data including cluster operators, pods, nodes, and network components.
openshift-eng/ai-helpers
Schema for the autodl JSON data file produced by payload-analysis for database ingestion — you must use this skill whenever generating the autodl JSON file
Categories
Create, update, or delete Sippy Symptoms — known CI failure signatures that automatically label job runs — via the authenticated Sippy API. Manage Symptoms is an agent skill from openshift-eng/ai-helpers.
Manage Symptoms fits situations like: tasks that involve Failing and flaky tests.
Run `npx skills add openshift-eng/ai-helpers --skill manage-symptoms -a claude-code`. Or copy the skill folder (plugins/ci/skills/manage-symptoms in openshift-eng/ai-helpers) into .claude/skills/manage-symptoms in your project. Claude Code loads it when a task matches its description.
Run `npx skills add openshift-eng/ai-helpers --skill manage-symptoms -a codex`. Or copy the skill folder (plugins/ci/skills/manage-symptoms in openshift-eng/ai-helpers) into .agents/skills/manage-symptoms in your project. Codex loads it when a task matches its description.
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 manage-symptoms -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/manage-symptoms, .gemini/skills/manage-symptoms, .github/skills/manage-symptoms and .opencode/skills/manage-symptoms in your project.
Going by SKILL.md and its folder, Manage Symptoms needs Python for the scripts in its folder, the command-line tools its instructions call (python3) and credentials named SIPPY_TOKEN. Our summary lists: Python 3; A credential in SIPPY_TOKEN.
SKILL.md names 3 domains. In commands or code: api.cr.j7t7.p1.openshiftapps.com, sippy-auth.dptools.openshift.org and prow.ci.openshift.org; the agent is likely to contact these when it follows the instructions. This is read from the text; nothing was executed.
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. Review the folder before installing.
Manage Symptoms 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.
About 3.1k tokens (SKILL.md is roughly 12k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Manage Symptoms: Swig Test (swig/swig, 6.3k stars), Triage CI Failure (DataDog/datadog-agent, 3.8k stars), Dynamo Jira Ticket (DynamoDS/Dynamo, 2k stars) and Fix Ready PRs (fastrepl/anarlog, 9.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
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.