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Crawlgraph MCP

Outreach target finder

gap_outreach_targets
Read-onlyIdempotent

The warm-outreach play. Runs a gap analysis, then ranks results: PRIORITY = domains observed linking to ALL your competitors but not you (research candidates, without proof of live links or publisher awareness), SECONDARY = domains observed linking to 2+ competitors. Platform/CDN noise is filtered, top N priority targets are scored by authority. Use 2-3 competitors. Costs one gap job + one backlinks call per enriched target.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
my_domainYesYour domain.
enrich_topNoAuthority-score the top N priority targets. Default 10; each costs one backlinks call. 0 disables.
include_platformsNoKeep platform/CDN/social domains in the list. Default false.
competitor_domainsYes2 to 5 competitor domains (2-3 recommended).

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
my_domainYes
total_gapsYes
priority_targetsYes
secondary_targetsYes
authority_enrichedYes
competitor_domainsYes
platforms_filteredYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.6/5.0
Behavior5/5

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

Annotations already cover the safety profile (readOnly, idempotent, non-destructive, openWorld), yet the description adds genuinely new behavioral context: the two-tier ranking semantics, that PRIORITY domains are research candidates 'without proof of live links or publisher awareness', noise filtering, and the exact cost model (one gap job + one backlinks call per enriched target). This is exactly the kind of cost/side-effect disclosure that goes beyond structured fields.

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

Conciseness4/5

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

Front-loaded with the one-line framing ('The warm-outreach play'), then dense but purposeful detail. Every clause adds information, though the ranking definitions make it longer than strictly minimal.

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?

For a multi-tier ranking tool with an output schema present, the description covers the ranking logic, the caveat on unverified targets, noise filtering, and cost. An agent has everything needed to invoke it correctly, and return format is handled by the output schema.

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 100%, so the baseline is 3, but the description adds meaning: 'top N priority targets are scored by authority' explains enrich_top, 'Platform/CDN noise is filtered' explains include_platforms, and 'Use 2-3 competitors' adds guidance on competitor_domains beyond the schema's 2-5 range.

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?

States a specific verb+resource: runs a gap analysis and ranks results into PRIORITY/SECONDARY outreach targets. It distinguishes itself from the sibling gap_analysis by framing the output as an outreach play with scoring, so an agent can tell the two apart without opening a schema.

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

Usage Guidelines4/5

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

Gives clear context ('the warm-outreach play') and a concrete recommendation ('Use 2-3 competitors'), plus a cost caveat. It does not explicitly say when to prefer this over gap_analysis or backlinks, so it lacks the exclusion/routing language that would earn a 5.

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

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