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flow-nexus-swarm

Cloud-based AI swarm deployment and event-driven workflow automation with Flow Nexus platform

70

1.88x
Quality

55%

Does it follow best practices?

Impact

100%

1.88x

Average score across 3 eval scenarios

SecuritybySnyk

Low

Low-risk findings worth noting

Fix and improve this skill with Tessl

tessl review fix ./.agents/skills/flow-nexus-swarm/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

57%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.

The body is strong on actionability — concrete, parameterized tool calls with options for every operation — and the multi-step patterns are clearly sequenced. Its weaknesses are the absence of any validation/feedback checkpoints around destructive and batch operations (capping workflow clarity), and a monolithic single-file structure with no progressive disclosure, where an API reference and template catalog belong in separate reference files. Trimming the marketing copy, use-case fluff, and TOC would also tighten token efficiency.

Suggestions

Split the body into reference files (e.g. references/patterns.md, references/templates.md, references/api.md) and keep SKILL.md as a concise overview with clearly signaled one-level-deep links.

Add validation checkpoints around risky and batch operations, e.g. check swarm_status/workflow_status after execution and only proceed (scale, deploy_prod, destroy) when prior steps succeed, plus a fix-and-retry loop for failed workflow steps.

Cut the Table of Contents, marketing-style Overview bullets, and 'Common Use Cases' section, and replace placeholder IDs in examples with realistic values so snippets are copy-paste ready.

DimensionReasoningScore

Conciseness

The bulk is dense, non-obvious tool-call syntax with enumerated options, which Claude genuinely does not know, but it is padded with a redundant Table of Contents, a vague 'Common Use Cases' bullet section, marketing-style Overview bullets ('Comprehensive metrics and audit trails'), and three orchestration patterns that repeat the same swarm_init/agent_spawn calls. Mostly efficient with noticeable tightening opportunities, rather than the 'several unnecessary explanations' of anchor 2, since most tokens convey novel API detail.

3 / 5

Actionability

Concrete MCP tool invocations with parameters and enumerated options appear throughout (swarm_init, agent_spawn, workflow_create with dependency graphs, monitoring and scaling calls), making the guidance mostly executable. Minor gaps keep it below anchor 5: placeholder IDs ('workflow_id', steps: [...]), broken URLs ('https:/$flow-nexus.ruv.io'), and an unverified 'claude mcp add flow-nexus npx flow-nexus@latest mcp start' command.

4 / 5

Workflow Clarity

Multi-step orchestration patterns are clearly numbered (1. Initialize swarm, 2. Spawn agents, 3. Create workflow, 4. Execute), but there are no validation checkpoints or feedback loops — nothing like checking swarm_status before scaling or destroying, or verifying workflow_status before proceeding to the next phase. Batch orchestration operations without validation cap workflow clarity at 3 per the judging guidelines, so it cannot reach anchor 4 despite the clear sequencing.

3 / 5

Progressive Disclosure

There are no bundle files at all: roughly 500 lines of full API reference, pattern library, and template catalog are inlined in a single SKILL.md. Section headers and a table of contents provide some structure (above anchor 2's 'no section headers'), matching anchor 3's 'content that should be separate is inline', but the complete absence of one-level-deep reference files prevents anchor 4.

3 / 5

Total

13

/

20

Passed

Description

53%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.

The description clearly states what the skill does and anchors it to a specific platform, giving it decent distinctiveness. However, it lacks any 'Use when...' trigger guidance, its action list is generic and incomplete, and its keyword coverage misses natural synonyms users would say. Adding an explicit trigger clause and more concrete capability verbs would lift it substantially.

Suggestions

Add an explicit trigger clause, e.g. 'Use when the user wants to deploy or coordinate multiple AI agents, run event-driven workflows, or mentions Flow Nexus, swarms, or multi-agent orchestration.'

Replace generic nouns ('deployment', 'automation') with concrete capability verbs drawn from the body, e.g. 'Initialize swarms with mesh/ring/star/hierarchical topologies, spawn specialized agents, orchestrate tasks, and create event-driven workflows with message-queue processing.'

Include natural synonyms users would actually say — 'multi-agent', 'agent team', 'coordinate agents', 'orchestrate tasks' — to improve trigger term coverage.

DimensionReasoningScore

Specificity

Names the domain (AI swarm orchestration on Flow Nexus) with two actions — 'swarm deployment' and 'event-driven workflow automation' — but these are high-level and coverage is incomplete (no spawning, monitoring, scaling, or templating). This matches the anchor for naming the domain plus 1-2 concrete actions without comprehensiveness, and falls short of anchor 4 which requires several specific actions.

3 / 5

Completeness

Has a clear 'what' (deploys swarms and automates workflows on Flow Nexus) but no 'Use when...' clause or any equivalent explicit trigger guidance, which caps completeness at 3 per the judging guidelines. It is above anchor 2 because the 'what' is clear, not vague.

3 / 5

Trigger Term Quality

Contains some natural keywords users would say ('AI swarm', 'workflow', 'automation', 'cloud') but misses common variations and synonyms such as 'multi-agent orchestration', 'coordinate agents', or 'agent teams'. Relevant keywords are present, but coverage is not good enough for anchor 4.

3 / 5

Distinctiveness Conflict Risk

Naming the specific 'Flow Nexus platform' establishes a clear niche with distinct triggers, but the generic 'cloud-based AI ... automation' framing creates minor overlap risk with other orchestration or agent-automation skills, matching 'mostly distinct; minor overlap risk'. It is not anchor 5 because the phrasing is not tied to unambiguous trigger phrases.

4 / 5

Total

13

/

20

Passed

Validation

87%

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

Validation — 14 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

skill_md_line_count

SKILL.md is long (611 lines); consider splitting into references/ and linking

Warning

frontmatter_unknown_keys

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

Warning

Total

14

/

16

Passed

Repository
ruvnet/ruflo
Reviewed

Table of Contents

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