Pinia

4.81 / 5 composite score · 100% API recall · 49 questions evaluated

Vue Docs MCP provides deep access to the official Pinia documentation, covering the state management library's store definition (defineStore), state, getters, actions, plugins, Options API helpers, SSR, testing, and migration guides.

Activation

Pinia is not enabled by default. Call set_framework_preferences to activate it:

set_framework_preferences(pinia=true)

Tools

pinia_docs_search

Semantic search over Pinia documentation. Uses a 6-step pipeline: embed query, hybrid search (dense + BM25), resolve HyPE hits, expand cross-references, rerank, and reconstruct into readable markdown.

Parameter	Type	Default	Description
query	string		Developer question or topic (max 2000 chars)
scope	string	"all"	Documentation section to search within
max_results	integer	3	Number of sections to return (1-20)

Scope values: all, core-concepts, cookbook, ssr

pinia_api_lookup

Fast exact-match API reference lookup with fuzzy fallback. Returns type signatures, descriptions, and usage examples directly from the documentation.

Parameter	Type	Default	Description
name	string		API name to look up (e.g. defineStore, storeToRefs, $patch)

pinia_get_related

Find related APIs, concepts, and documentation pages for a given API or topic.

Parameter	Type	Default	Description
name	string		API name or concept to explore

Resources

URI	Description
pinia://topics	Full table of contents
pinia://topics/{section}	TOC for a specific section (e.g. pinia://topics/core-concepts)
pinia://pages/{path}	Raw markdown of any doc page (e.g. pinia://pages/core-concepts/state)
pinia://api/index	Complete API entity index grouped by type
pinia://api/entities/{name}	Details for a specific API (e.g. pinia://api/entities/defineStore)
pinia://scopes	All valid search scope values

Prompts

Prompt	Parameters	Description
debug_pinia_issue	symptom, code_snippet (optional)	Systematic debugging workflow: identifies the concept, searches docs, looks up APIs, and provides a fix
compare_pinia_apis	items (comma-separated)	Side-by-side comparison of APIs or patterns (e.g. mapState, mapWritableState or $patch, $reset)
migrate_pinia_pattern	from_pattern, to_pattern	Migration guide between patterns (e.g. Vuex to Pinia)

Benchmarks vs Context7

Evaluated on 49 Pinia questions scored by an LLM judge (Gemini, temperature 0) across 5 dimensions on a 1-5 scale.

Methodology

Each question has a ground-truth answer with expected API names and documentation paths. Both providers receive the same question and return documentation context. The judge scores the retrieved context on relevance, completeness, correctness, API coverage, and conciseness. See the eval/ directory in the repository for the full evaluation framework.

Overall Scores

Metric	Vue Docs MCP	Context7
Relevance	4.92	4.90
Completeness	4.86	4.65
Correctness	4.86	4.82
API Coverage	4.43	4.20
Conciseness	4.98	4.82
Composite	4.81	4.68

Retrieval and Cost

Metric	Vue Docs MCP	Context7
API Recall	100%	93.9%
Avg Response Tokens	4,361	972
Avg Latency	0.94s	1.74s
Cost per Query (user-facing)	Free	$0.002

Notes on Fairness

• Context7 is a general-purpose service covering 9000+ libraries. Vue Docs MCP is purpose-built for the Vue ecosystem.
• The evaluation framework is open source in the eval/ directory. Run make eval-compare to reproduce.