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eve

eve framework guidance for durable AI agents and agent-powered applications. Use when creating, editing, or debugging an eve project, when the user explicitly asks for eve, or when the build-agents skill has selected eve as the default framework. Covers eve's filesystem-first runtime, durable sessions, tools, skills, connections, channels, sandboxes, subagents, schedules, evals, frontend clients, and Agent Runs observability. Do not use for incidental agent mentions, generic agent-building prompts, or established non-eve stacks unless the user asks for comparison or migration.

72

Quality

90%

Does it follow best practices?

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Adds up to 20 points to the overall score

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SecuritybySnyk

Passed

No findings from the security scan

The canonical home for this skill is eve in vercel/eve

SKILL.md
Quality
Evals
Security

Quality

Content

92%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 exemplary minimal 'pointer' skill: it defines the framework in one line, directs Claude to the authoritative version-matched docs with an explicit reading order, and supplies install/scaffold fallbacks. Its only limitation is deliberate — it contains no inline eve guidance or examples, which slightly caps standalone actionability in environments where the package docs are unavailable.

DimensionReasoningScore

Conciseness

The ~25-line body is lean with every sentence earning its place: a one-line definition of the niche framework, the docs path, and install fallback. It explains nothing Claude already knows and adds no padding, matching the anchor-5 'every token earns its place' profile; anchor 4 would require trimmable over-explanation, which is absent.

5 / 5

Actionability

Concrete, copy-paste-ready pointers and commands are present: `node_modules/eve/docs/README.md`, `npm install eve`, `npx eve init <agent-name>`, with clear branch logic for the not-installed case. It falls short of anchor 5 because the skill itself gives no worked example or direct guidance for any actual eve task — it delegates everything to the package docs, leaving minor gaps if the docs path differs or the package layout changes.

4 / 5

Workflow Clarity

This is a simple single-purpose skill (under 50 lines, one task: consult the version-matched bundled docs) whose single action is unambiguous — a clear starting file (docs/README.md with 'the full index and recommended reading order'), an explicit ordering rule ('Before writing any eve code, read the relevant guide there first'), and a handled fallback branch. The rubric's simple-skill exception applies; no destructive or batch operations exist to require validation checkpoints.

5 / 5

Progressive Disclosure

The body is a well-organized overview that keeps all detail in the package's own docs via a single clearly-signaled, one-level-deep reference (node_modules/eve/docs/README.md), which is the ideal progressive-disclosure pattern. Per the rubric's under-50-lines guideline, the clean two-section structure with no unnecessary inline content earns 5; anchor 4 would require organization gaps that are not present.

5 / 5

Total

19

/

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 description that clearly and explicitly answers both what and when, uses natural third-person trigger language, and proactively fences off adjacent contexts with an explicit exclusion clause. The only softness is that the 'what' leans on the generic word 'guidance' backed by a topic list rather than sharp concrete actions.

DimensionReasoningScore

Specificity

Quotes several concrete actions ("creating, editing, or debugging an eve project") and a comprehensive coverage list ("durable sessions, tools, skills, connections, channels, sandboxes, subagents, schedules, evals, frontend clients, and Agent Runs observability"). The core 'what' remains the generic word 'guidance' rather than verb-level concrete actions like the anchor-5 examples, so it sits between anchor 3 and 5 — minor gaps in coverage phrasing keep it at 4.

4 / 5

Completeness

Explicitly answers both what ("eve framework guidance for durable AI agents and agent-powered applications... Covers...") and when ("Use when creating, editing, or debugging an eve project, when the user explicitly asks for eve, or when the build-agents skill has selected eve as the default framework") with concrete trigger phrases, plus an explicit when-not clause. This matches the anchor-5 example structure exactly.

5 / 5

Trigger Term Quality

Good natural keyword coverage: "eve project", "eve framework", "eve agent", "Agent Runs observability", "frontend clients", "durable sessions" — phrases a user would naturally say. A few natural variations users might type (e.g. "npx eve", "vercel agent-runs", "eve.dev") are absent from the description itself, so it fits anchor 4 rather than the comprehensive synonym coverage of anchor 5.

4 / 5

Distinctiveness Conflict Risk

The distinctive framework name 'eve' plus explicit exclusions ("Do not use for incidental agent mentions, generic agent-building prompts, or established non-eve stacks unless the user asks for comparison or migration") give it a clear niche with minimal conflict risk, matching anchor 5.

5 / 5

Total

18

/

20

Passed

Validation

81%

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

Validation — 13 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

metadata_version

'metadata.version' is missing

Warning

metadata_field

'metadata' should map string keys to string values

Warning

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

13

/

16

Passed

Repository

vercel/vercel-plugin

Path

skills/eve/SKILL.md

Reviewed

Table of Contents

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