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sales-intelligence-mcp

find_yc_companies

Read-only

Find Y Combinator companies, optionally filtered by batch (e.g. "W26", "S25") or status ("Active", "Acquired", "Public").

Wraps nexgendata/yc-companies-directory-scraper. Returns the YC directory entries (company name, batch, description, website, industries, location, status).

Args: batch: Batch code such as "W26", "S25", "F24". stage: Status filter, e.g. "Active", "Acquired", "Public".

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
batchNo
stageNo

TDQS

A4.1/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true and openWorldHint=true. Description adds that it wraps an external scraper and returns directory entries, but does not disclose additional behavioral details like caching, rate limits, or data freshness. Adequate but not extra.

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?

Description is concise (6 lines), front-loaded with purpose, and organized into overview, wrapper info, return fields, and parameter descriptions. No unnecessary repetition.

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

Completeness4/5

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

Tool is simple with two optional parameters. Description covers what it returns, parameters, and wrapper. No output schema, but return fields are listed. Lacks mention of pagination or result limits, but context is largely complete for typical use.

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

Parameters5/5

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

Schema coverage is 0%, but description compensates by providing clear definitions for batch (example codes) and stage (status values), adding meaningful context beyond the schema structure.

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?

Clearly states 'Find Y Combinator companies' with optional filters. The description specifies verb (find) and resource (YC companies), distinguishing it from siblings like aggregate_company_profile or enrich_company.

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

Usage Guidelines3/5

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

Describes optional filters (batch, stage) with examples but does not explicitly state when to use this tool over siblings or provide exclusions. Usage is implied but lacks direct guidance.

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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TDQS

A4.4/5.0
Disambiguation5/5

Each tool targets a distinct sales intelligence function: from company profiling, tech detection, hiring signals, to lead finding and enrichment. Even the two enrichment tools (enrich_company vs. aggregate_company_profile) are clearly differentiated by depth and features.

Naming Consistency5/5

All tools follow a consistent verb_noun snake_case pattern (e.g., aggregate_company_profile, detect_tech_stack, find_b2b_leads). No mixing of conventions or vague verbs.

Tool Count5/5

10 tools is well-scoped for a sales intelligence server, covering the full pipeline from prospecting to enrichment and signal detection. It's neither too sparse nor overwhelming.

Completeness5/5

The tool set covers end-to-end sales research: lead generation, company enrichment, tech stack detection, hiring signals, email finding, YC directory, job search, and funding tracking. No obvious gaps for the intended domain.

Resources