SerhiiKorniienko
Indexé dans Registry
coverage-check
Count how many independent origins are behind news coverage of a claim, instead of counting URLs. Queries GDELT for matching articles, collapses reprints and wire copy into single origins, and flags publication bursts that indicate syndication. Use when a claim appears to be conf
Vue d’ensemble
Count how many independent origins are behind news coverage of a claim, instead of counting URLs. Queries GDELT for matching articles, collapses reprints and wire copy into single origins, and flags publication bursts that indicate syndication. Use when a claim appears to be confirmed by many outlets and you need to know whether that's many sources or one source many times.
Lire la documentation complète
Documentation source, pas des instructions pour ce site. Vérifiez les permissions avant d’exécuter des commandes.
coverage-check
Ten URLs are not ten sources. This turns "lots of outlets reported it" into a number you can defend.
When to reach for it
During claim verification, when a claim looks corroborated by volume — a pile of search results all saying the same thing. That pattern has two very different causes:
- Many newsrooms independently established the fact → genuinely strong evidence
- One press release, wire story, or study got reprinted 40 times → one source
Search results look identical in both cases. This tells them apart.
Usage
uv run scripts/coverage.py "<query>" [--timespan 3m] [--max 250] [--sort dateasc] [--timeout 120] [--json]
It is slow. This is normal. GDELT takes ~15s for a trivial one-day query and considerably longer
for a 3-month window at 250 records. The script prints progress to stderr and how long the call took,
so you can tell "working" from "hung" — if you see the querying line, wait. Narrowing --timespan is
the speed lever; raise --timeout before assuming it's broken.
The query accepts GDELT operators: "exact phrase", (a OR b), -exclude,
domain:example.com, sourcelang:english. Quote the distinctive phrasing of the claim — a
verbatim phrase is what catches reprints.
# Is this "40 outlets confirmed it" or one wire story?
uv run scripts/coverage.py '"quantum breakthrough" AND university'
# Narrow to the week the claim surfaced
uv run scripts/coverage.py '"record quarterly revenue" domain:reuters.com' --timespan 7d
Reading the output
The first line is the verdict the detector needs. The rest supports it.
- Distinct story clusters — articles grouped by headline similarity. This is the origin estimate. Outlets ≫ clusters means syndication.
- ⚠️ syndicated on a cluster — multiple outlets published the same story inside 24h. Treat the whole cluster as one source.
- wire-attributed headline on a cluster — a headline names a wire service or press-release distributor (Reuters, AP, PR Newswire…). The strongest mechanical one-origin signal available at headline level; bodies would catch more, but GDELT returns none.
- Duplicate URLs collapsed — the same page counted twice behind tracking params,
www., or a trailing slash. Collapsed before anything else is counted, so every number below it is already deduplicated. - Span (hours) — a tight burst points at a press release or embargo lift; coverage developed over weeks is more likely independent.
Feed the result into the report's evidence column as an origin count: "6 results, 1 origin (all reprints of the company's press release)" is worth more than six links.
Limits — read these before trusting a number
-
Rolling 3-month window only. GDELT DOC 2.0 does not reach further back. For an older claim this returns nothing, and nothing does not mean unreported. The script says so in its output; don't let the agent quietly read empty as disconfirming.
-
Clustering is headline similarity, on two measures: sequence ratio for reworded headlines and token overlap for the same facts in a different order. Grouping is transitive — three outlets on one wire story stay together even when the two extremes score below the bar individually. Verbatim reprints, rewritten wire copy and reordered headlines all collapse correctly.
What it still won't catch: two newsrooms that independently reached the same finding and described it in genuinely different words. Those show as separate clusters, which is the safe direction to be wrong in — it under-reports syndication rather than inventing it.
Thresholds were tuned against real GDELT output, not guessed. If you see false merges, raise
TITLE_MATCH/TOKEN_MATCHin the script; if wire copy slips through as distinct, lower them. -
Presence is not credibility. A claim covered by 200 outlets in 30 distinct clusters is widely reported, not true. Verdicts still need the source hierarchy in the detector's RUBRIC.md.
-
Results cap at 250 per query. When the cap is hit the output says so — every count becomes a lower bound, and the honest fix is a narrower
--timespan, not a bigger number. -
The free endpoint is unreliable, and this is the important one. GDELT returns "Please limit requests to one every 5 seconds" well below that rate whenever its public API is busy — independent of IP, User-Agent, and query size. Measured behaviour: identical calls succeed and fail minutes apart. The script retries with growing backoff and then exits 3.
Exit 3 means "unmeasured", not "no coverage". Never let a failed check weaken or strengthen a verdict, and never record it as though the search came back empty. If the tool can't measure, the report says the origin count is unknown and falls back to the eyeball tells in RUBRIC.md. Retry in a few minutes, or skip it.
Exit Meaning 0 measurement succeeded (including a legitimate zero-result window) 1 bad input or unreachable host 3 GDELT throttled — no measurement, claim is unmeasured -
No API key, no auth, free. Nothing to configure, nothing to rotate.
What it does not do
It counts and groups coverage. It does not fetch article text — that's fetch-content — and it does not judge anything. Analysis skills read its output; they never call it to decide a verdict on their own.
Métadonnées du fichier
name: coverage-check description: Count how many independent origins are behind news coverage of a claim, instead of counting URLs. Queries GDELT for matching articles, collapses reprints and wire copy into single origins, and flags publication bursts that indicate syndication. Use when a claim appears to be confirmed by many outlets and you need to know whether that's many sources or one source many times.
Voir le texte original
--- name: coverage-check description: Count how many independent origins are behind news coverage of a claim, instead of counting URLs. Queries GDELT for matching articles, collapses reprints and wire copy into single origins, and flags publication bursts that indicate syndication. Use when a claim appears to be confirmed by many outlets and you need to know whether that's many sources or one source many times. --- # coverage-check Ten URLs are not ten sources. This turns "lots of outlets reported it" into a number you can defend. ## When to reach for it During claim verification, when a claim looks *corroborated by volume* — a pile of search results all saying the same thing. That pattern has two very different causes: - Many newsrooms independently established the fact → genuinely strong evidence - One press release, wire story, or study got reprinted 40 times → **one** source Search results look identical in both cases. This tells them apart. ## Usage ```bash uv run scripts/coverage.py "<query>" [--timespan 3m] [--max 250] [--sort dateasc] [--timeout 120] [--json] ``` **It is slow. This is normal.** GDELT takes ~15s for a trivial one-day query and considerably longer for a 3-month window at 250 records. The script prints progress to stderr and how long the call took, so you can tell "working" from "hung" — if you see the querying line, wait. Narrowing `--timespan` is the speed lever; raise `--timeout` before assuming it's broken. The query accepts GDELT operators: `"exact phrase"`, `(a OR b)`, `-exclude`, `domain:example.com`, `sourcelang:english`. Quote the distinctive phrasing of the claim — a verbatim phrase is what catches reprints. ```bash # Is this "40 outlets confirmed it" or one wire story? uv run scripts/coverage.py '"quantum breakthrough" AND university' # Narrow to the week the claim surfaced uv run scripts/coverage.py '"record quarterly revenue" domain:reuters.com' --timespan 7d ``` ## Reading the output The first line is the verdict the detector needs. The rest supports it. - **Distinct story clusters** — articles grouped by headline similarity. This is the origin estimate. Outlets ≫ clusters means syndication. - **⚠️ syndicated** on a cluster — multiple outlets published the same story inside 24h. Treat the whole cluster as one source. - **wire-attributed headline** on a cluster — a headline names a wire service or press-release distributor (Reuters, AP, PR Newswire…). The strongest mechanical one-origin signal available at headline level; bodies would catch more, but GDELT returns none. - **Duplicate URLs collapsed** — the same page counted twice behind tracking params, `www.`, or a trailing slash. Collapsed before anything else is counted, so every number below it is already deduplicated. - **Span (hours)** — a tight burst points at a press release or embargo lift; coverage developed over weeks is more likely independent. Feed the result into the report's evidence column as an origin count: *"6 results, 1 origin (all reprints of the company's press release)"* is worth more than six links. ## Limits — read these before trusting a number - **Rolling 3-month window only.** GDELT DOC 2.0 does not reach further back. For an older claim this returns nothing, and **nothing does not mean unreported**. The script says so in its output; don't let the agent quietly read empty as disconfirming. - **Clustering is headline similarity**, on two measures: sequence ratio for reworded headlines and token overlap for the same facts in a different order. Grouping is transitive — three outlets on one wire story stay together even when the two extremes score below the bar individually. Verbatim reprints, rewritten wire copy and reordered headlines all collapse correctly. What it still won't catch: two newsrooms that independently reached the same finding and described it in genuinely different words. Those show as separate clusters, which is the safe direction to be wrong in — it *under*-reports syndication rather than inventing it. Thresholds were tuned against real GDELT output, not guessed. If you see false merges, raise `TITLE_MATCH`/`TOKEN_MATCH` in the script; if wire copy slips through as distinct, lower them. - **Presence is not credibility.** A claim covered by 200 outlets in 30 distinct clusters is *widely reported*, not *true*. Verdicts still need the source hierarchy in the detector's [RUBRIC.md](../../analysis/bullshit-detector/RUBRIC.md). - **Results cap at 250 per query.** When the cap is hit the output says so — every count becomes a lower bound, and the honest fix is a narrower `--timespan`, not a bigger number. - **The free endpoint is unreliable, and this is the important one.** GDELT returns *"Please limit requests to one every 5 seconds"* well below that rate whenever its public API is busy — independent of IP, User-Agent, and query size. Measured behaviour: identical calls succeed and fail minutes apart. The script retries with growing backoff and then **exits 3**. **Exit 3 means "unmeasured", not "no coverage".** Never let a failed check weaken or strengthen a verdict, and never record it as though the search came back empty. If the tool can't measure, the report says the origin count is unknown and falls back to the eyeball tells in [RUBRIC.md](../../analysis/bullshit-detector/RUBRIC.md). Retry in a few minutes, or skip it. | Exit | Meaning | |---|---| | 0 | measurement succeeded (including a legitimate zero-result window) | | 1 | bad input or unreachable host | | 3 | GDELT throttled — no measurement, claim is unmeasured | - **No API key, no auth, free.** Nothing to configure, nothing to rotate. ## What it does not do It counts and groups coverage. It does not fetch article text — that's [fetch-content](../fetch-content/SKILL.md) — and it does not judge anything. Analysis skills read its output; they never call it to decide a verdict on their own.
Examiner la source
Prix et coûts d’utilisation
- Obtenir le skill
- Prix non confirmé
- L’utiliser
- Prérequis non confirmés. Consultez les frais d’agent, d’API et de services à la source.
- Licence
- MIT
- Prix non confirmé
- Le prix n’est pas confirmé. Les liens existants vers les sources et l’installation restent disponibles.
Gratuit à obtenir ne signifie pas gratuit à utiliser. Le prix ne constitue pas une évaluation de sécurité. Soumettre un prix →
Source du skill enregistrée
Un chemin vers les instructions est enregistré. Cela ne constitue pas un test, une garantie de sécurité ou de compatibilité.
Réviser avant installation: Éviter l’installation automatique
Licence: MIT
- Dependency or permission surface needs review
- Permission surface may require sandboxing
- Quality score needs review
- Permission surface needs review: secrets or environment access, shell or command execution
- Stars/forks activity: 140 stars, 10 forks; issue activity unavailable in current metadata
- Dependency/runtime risk: command execution surface, credential or environment access
- Permission surface: secrets or environment access, shell or command execution
Les outils sont des indications de métadonnées, pas une compatibilité testée. Les prompts sont des suggestions.
Commencer par une petite tâche
- 1Lisez la source et confirmez entrées, résultats, dépendances et permissions.
- 2Demandez un plan à l’agent. Approuvez la configuration et les coûts avant un test isolé.
- 3Vérifiez résultats et fichiers modifiés. Signalez uniquement ce qui a été exécuté et conservez la révision source.
Vérifiez les dépendances, clés API et frais externes dans la source. Un dépôt public ne rend pas tous les services gratuits.
Source et conseils d’utilisation
Répertorié
Métadonnées et examens sont indicatifs. Popularité, découverte et exécution réussie sont des faits distincts.
- Dépôt source
- SerhiiKorniienko/bullshit-detector
- Licence
- MIT
- Version
- 1.0.0
- Dernier push GitHub
- 3 sept. 2026
- Registre mis à jour
- 6 sept. 2026
- Chemin des instructions
- skills/ingestion/coverage-check/SKILL.md @ 9deaf720ff14
Version déclarée dans le registre ; vérifiez les versions de la source.
Qualité
65/100
Prometteur
Confiance
64/100
Sandbox uniquement
Audit
75/100
Revue nécessaire
- Dependency or permission surface needs review
- Permission surface may require sandboxing
- Quality score needs review
- Permission surface needs review: secrets or environment access, shell or command execution
- Stars/forks activity: 140 stars, 10 forks; issue activity unavailable in current metadata
- Dependency/runtime risk: command execution surface, credential or environment access
- Permission surface: secrets or environment access, shell or command execution
- Verified installs
- —
- Résultats
- —
Copier ne signifie pas installer. Les compteurs nécessitent un rapport de réussite et ne garantissent pas la qualité globale.
Accès agent
L’API Registry fournit les signaux de décision, confiance, audit, cas d’usage et installation sans analyser l’interface.
Plus de détails
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"endpoints": {
"web": "https://www.openagentskill.com/skills/serhiikorniienko-coverage-check",
"api": "https://www.openagentskill.com/api/agent/skills/serhiikorniienko-coverage-check",
"audit": "https://www.openagentskill.com/skills/serhiikorniienko-coverage-check/audit",
"eval": "https://www.openagentskill.com/api/agent/evals?slug=serhiikorniienko-coverage-check&task=Use%20coverage-check%20in%20an%20agent%20workflow&max_risk=medium",
"resolve": "https://www.openagentskill.com/api/agent/resolve?task=Use%20coverage-check%20in%20an%20agent%20workflow&agent=codex&max_risk=medium",
"receipt": "https://www.openagentskill.com/api/agent/receipt?task=Use%20coverage-check%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text",
"install": "https://www.openagentskill.com/api/skills/serhiikorniienko-coverage-check/install",
"manifest": "https://www.openagentskill.com/api/registry/manifest/serhiikorniienko-coverage-check"
}
}Pour le créateur
Source de la fiche
Indexé par Registry
Cette fiche a été indexée à partir de sources publiques et n’est pas marquée officielle tant qu’une revendication de mainteneur n’est pas approuvée.
- Créateur
- SerhiiKorniienko
- Indexé par
- Index communautaire OpenAgentSkill
L’attribution renvoie au dépôt public ou au profil du créateur. Les créateurs peuvent revendiquer la fiche pour mettre à jour les signaux de propriété.
Revendiquer ce skillRevendication du propriétaire
Revendiquer cette fiche de skill
Cette fiche Indexé par Registry est attribuée à SerhiiKorniienko, mais n’est pas encore marquée officielle. Revendiquez-la pour ajouter un signal de propriétaire vérifié et rendre les futures mises à jour de lancement, d’installation et d’audit plus fiables.
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[](https://www.openagentskill.com/skills/serhiikorniienko-coverage-check?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/serhiikorniienko-coverage-check?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/serhiikorniienko-coverage-check/audit)
[](https://www.openagentskill.com/skills/serhiikorniienko-coverage-check?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)Signal de communauté
Indiquez si ce skill semble utile à votre workflow Agent. Les retours agrégés améliorent le classement au fil du temps.