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observability-management

Use when you help a user enable Worker tracing, configure Dashboard observability, connect an OTLP Collector to Langfuse or AgentLoop, inspect traces, or troubleshoot missing spans.

Quality

90%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

SKILL.md
Quality
Evals
Security

Quality

Content

88%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

An exceptionally actionable, well-sequenced UI workflow with strong validation checkpoints and an explicit error-recovery checklist for missing traces. Minor deductions only for the version-pinned title and a single-file structure slightly above the simple-skill line count.

Suggestions

Move the 'AgentTeams 1.2.6' version reference into a compatibility note or 'old patterns' style section so the time-sensitive detail does not age the skill.

Consider splitting the Langfuse and AgentLoop field-by-field configuration details into one-level reference files so SKILL.md stays a lean overview.

DimensionReasoningScore

Conciseness

The body is dense with non-obvious operational facts ('Saving Dashboard configuration does not deploy a Collector', 'A Running container proves startup, not trace ingestion') with no concept padding Claude already knows, but the version number 'AgentTeams 1.2.6' in the title is time-sensitive information outside an 'old patterns'/'deprecated' section, so the guideline penalty drops it from anchor 5 to anchor 4's minor trimmable instances.

4 / 5

Actionability

Fully concrete guidance for an instruction-only skill: exact UI paths ('Settings → Management → Tracing', '/#console/governance/tracing'), per-backend field names (Langfuse Public Key/Secret Key/Project ID; AgentLoop 地域/CMS Workspace/Trace Logstore), a ready command 'agt get workers <name> -o json', and a concrete collector example 'http://otel-collector:4318'; per the scoring note, absence of code is not penalized when the guidance is this actionable.

5 / 5

Workflow Clarity

The 6-step Dashboard walkthrough is clearly sequenced with explicit validation checkpoints (测试连接 before 保存配置; 'Check individual apply results and wait for affected Workers to be ready') and an ordered error-recovery checklist ('If no Trace appears, check in order: supported runtime/image, per-Worker apply result and readiness...'), matching anchor 5; the potentially destructive rebuild step ('running managed containers are rebuilt and current tasks may be interrupted') is validated, so the batch/destructive cap does not apply.

5 / 5

Progressive Disclosure

Well-organized single-file structure with clear sections ('Supported Workers', 'Guide the User Through Dashboard', 'Verify End to End') and no nested or buried references, but at ~72 body lines it exceeds the under-50-line simple-skill threshold for an automatic 5, and the per-backend field lists could live in one-level reference files — matching anchor 4's 'minor organization gaps' rather than anchor 5's well-signaled reference split.

4 / 5

Total

18

/

20

Passed

Description

87%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong, highly specific description with an explicit 'Use when' trigger list and niche product terminology that minimizes conflict risk. Its only deductions are the second-person 'you help a user' phrasing (specificity penalty) and a missing natural synonym such as 'telemetry'.

Suggestions

Rewrite in third person (e.g., 'Enables Worker tracing and Dashboard observability, connects an OTLP Collector...') to avoid the second-person specificity penalty.

Add 'telemetry' as a trigger synonym, since users may ask about telemetry or monitoring rather than tracing.

DimensionReasoningScore

Specificity

Lists five concrete actions — 'enable Worker tracing', 'configure Dashboard observability', 'connect an OTLP Collector to Langfuse or AgentLoop', 'inspect traces', 'troubleshoot missing spans' — which comprehensively covers the skill, but the second-person phrasing 'Use when you help a user' incurs the guideline's 1-point penalty, dropping it from anchor 5 to 4; it is well above anchor 3's partial coverage.

4 / 5

Completeness

Explicitly answers 'when' ('Use when you help a user enable Worker tracing... or troubleshoot missing spans') and 'what' (five concrete capability phrases), matching the anchor-5 pattern of concrete actions plus an explicit 'Use when' clause with concrete triggers; anchor 4 would require the 'when' to be less explicit or specific.

5 / 5

Trigger Term Quality

Natural domain terms a user would actually say — 'Worker tracing', 'Dashboard observability', 'OTLP Collector', 'Langfuse', 'AgentLoop', 'missing spans' — give good coverage, but common synonyms such as 'telemetry' are absent, matching anchor 4 ('a few natural terms missing') rather than anchor 5's comprehensive synonym coverage.

4 / 5

Distinctiveness Conflict Risk

Niche product terms ('OTLP Collector', 'Langfuse', 'AgentLoop', 'Worker tracing') establish a clear trigger niche with minimal conflict risk against other skills, matching anchor 5; there is no generic language that would pull it toward the broader overlap of anchors 3-4.

5 / 5

Total

18

/

20

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository

agentscope-ai/AgentTeams

Path

manager/agent/skills/observability-management/SKILL.md

Reviewed

Table of Contents

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