Skip to main content
Glama
Rachit8484

geoseo-mcp

by Rachit8484

aio_citation_check

Analyze AI Overview citation share and fire-rate for a target domain across multiple queries. Tracks AIO visibility over time for GEO strategy.

Instructions

For a batch of queries, report AIO fire-rate and citation share for target_domain.

This is the GEO companion to multi_llm_citation_check — same idea, but specifically for Google's on-SERP AI Overviews. Run weekly and snapshot to snapshot_serp_aio to track AIO visibility over time.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
queriesYes
target_domainYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations provided, so description carries full burden. It discloses the report type (AIO fire-rate and citation share) and context (Google AI Overviews). Does not mention rate limits or execution characteristics, but overall behavior is well-understood.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Three sentences: core purpose, sibling context, and usage guidance. Front-loaded and efficient with no wasted words.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Despite no annotations and 0% schema coverage, the description covers purpose, sibling differentiation, and a usage workflow. Output schema exists, so return details are not needed. Complete for a batch query tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 0%, but description names 'batch of queries' and 'target_domain' which map directly to the two parameters. The description adds meaning beyond the schema by clarifying that queries are batched and the domain is the target.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

Description clearly states the tool reports AIO fire-rate and citation share for target_domain from Google's on-SERP AI Overviews. It distinguishes from sibling multi_llm_citation_check by specifying it's the GEO companion for AIO specifically.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicitly says 'Run weekly and snapshot to snapshot_serp_aio to track AIO visibility over time', providing a clear usage pattern. Also contrasts with multi_llm_citation_check to guide when to use which.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Install Server

Other Tools

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/Rachit8484/geoseo-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server