CtrlK
BlogDocsLog inGet started
Tessl Logo
SkillPublic

autorag-lite-setup

Install and register the model-free AutoRAG Lite MCP server, configure approved roots and datasources, build indexes, and verify MCP discovery and search. Use when autorag-mcp is missing, MCP connection fails, indexes are stale, or the user wants document search without configuring a search model.

Quality

89%

Does it follow best practices?

Run evals on this skill

Adds up to 20 points to the overall score

View guide
SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

85%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.

A highly actionable, well-sequenced operational guide with strong verification and error-handling discipline; it wastes few tokens on concepts Claude already knows. Its main structural weakness is that everything lives in one long SKILL.md with no bundle references, inlining detail that would better sit in separate files.

Suggestions

Move the Hister/embedding-model section and the datasource template catalog into reference files (e.g., references/hister.md, references/datasources.md) and keep one-line summaries with clearly signaled links in SKILL.md.

Replace the buried parenthetical '(docs/datasource-skills.md)' with an explicit, named reference in a dedicated section so navigation to deeper material is obvious.

Tighten remaining redundancy: state the shared embedding model spec (Qwen/Qwen3-Embedding-0.6B, 1024 dims) once and drop the '(every 1 hour)' restatement of 'hourly by default'.

DimensionReasoningScore

Conciseness

The body is dense with non-obvious operational detail and assumes Claude's competence (e.g., 'discover the exact schemas with MCP tools/list rather than restating them here'), but small redundancies remain — the 'Qwen/Qwen3-Embedding-0.6B, 1024 dimensions' spec is stated twice and 'hourly by default (every 1 hour)' is redundant phrasing.

4 / 5

Actionability

Fully executable, copy-paste-ready commands cover the common cases: 'bun install -g @autorag/librarian', complete 'claude mcp add'/'codex mcp add' registrations with absolute paths, 'autorag lite refresh --json', and index rebuild/reset commands, plus concrete MCP payloads like '{"methods":["parsed","minsync"]}' and exact tool names to verify.

5 / 5

Workflow Clarity

The skill is clearly sequenced (install → init config → register/verify → datasource probing → refresh → watch → status) with explicit validation checkpoints ('Registration alone is not proof of a connected or searchable server', 'refresh and search a known phrase', 'hister doctor'), an error-recovery section, and a completion-condition checklist; destructive index operations are validated via status/search checks.

5 / 5

Progressive Disclosure

Sections and headers are well organized, but this ~270-line single file inlines specialized content that belongs in separate reference files (the Hister/embedding-model section, the datasource template catalog, method/flag details), and its only documentation pointer is a buried parenthetical '(docs/datasource-skills.md)'.

3 / 5

Total

17

/

20

Passed

Description

88%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: concrete third-person action coverage of the whole setup lifecycle paired with an explicit, specific 'Use when' clause. The only weaknesses are a couple of missing natural synonyms and one mildly generic MCP trigger condition.

DimensionReasoningScore

Specificity

The description lists five concrete actions — 'Install and register the model-free AutoRAG Lite MCP server, configure approved roots and datasources, build indexes, and verify MCP discovery and search' — giving comprehensive coverage of the setup lifecycle in third person, matching the top anchor rather than leaving minor gaps.

5 / 5

Completeness

It explicitly answers both 'what' (install, register, configure roots/datasources, build indexes, verify) and 'when' ('Use when autorag-mcp is missing, MCP connection fails, indexes are stale, or the user wants document search without configuring a search model') with concrete trigger conditions.

5 / 5

Trigger Term Quality

Natural phrases users would say are present ('autorag-mcp is missing', 'MCP connection fails', 'indexes are stale', 'document search'), but common synonyms such as 'RAG', 'retrieval', or 'search my files/documents' are missing, placing it just below the comprehensive anchor.

4 / 5

Distinctiveness Conflict Risk

'model-free' and 'without configuring a search model' carve a clear niche distinct from the model-backed sibling skill, but the trigger 'MCP connection fails' is generic and could fire for unrelated MCP servers, leaving minor overlap risk rather than minimal.

4 / 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

Marker-Inc-Korea/AutoRAG

Path

skills/autorag-lite-setup/SKILL.md

Reviewed

Table of Contents

Is this your skill?

If you maintain this skill, you can claim it as your own. Once claimed, you can manage eval scenarios, bundle related skills, attach documentation or rules, and ensure cross-agent compatibility.