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Company Change Signal

company_change
Read-onlyIdempotent

SEC 8-K change-signal envelope for a public company. Pulls recent 8-K filings live from EDGAR, classifies item codes into change categories (M&A, leadership, restructuring, material agreement, financial, auditor, governance, disclosure), and returns a change-velocity score (0-100), dominant theme, and buyer-shaped action_hint tuned by buyer profile (sales_outreach, recruiter, investor_research, competitive_intel).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNo
domainNoCompany domain. One of domain or ticker required.
tickerNoStock ticker. Used when domain not provided.
window_daysNo
buyer_profileNosales_outreach

TDQS

B3.4/5.0
Behavior4/5

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

Annotations already establish a safe read-only, idempotent operation, and the description adds substantive behavior: it pulls live EDGAR data, classifies 8-K item codes into seven categories, and computes a score and action hint. This goes beyond the structural hints without contradicting them. It stops short of explaining failure modes or data freshness, but the live-source caveat is helpful.

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?

The two-sentence description is compact and front-loaded with the SEC/EDGAR anchor before listing outputs. Minor redundancy, such as '8-K' and 'public company' appearing twice, keeps it from being perfect, but every sentence earns its place.

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

Completeness3/5

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

For a tool with no output schema, the description does communicate the key return elements: score range, dominant theme, and buyer-tuned action hint. It also names the filing source and change categories. Gaps remain for limit/window_days semantics and the exact output shape, so the description is useful but not fully complete.

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

Parameters2/5

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

Schema description coverage is only 40%, so the description needed to compensate. It does clarify buyer_profile by listing its values and tying it to the action_hint output, and domain/ticker are already described in the schema. However, limit and window_days remain wholly unexplained beyond their raw min/max/default constraints.

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

Purpose4/5

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

The description names a specific resource (SEC 8-K filings from EDGAR) and a precise processing pipeline: classify item codes into change categories and return a change-velocity score, theme, and action hint. This makes the tool's purpose unmistakable. However, it never explicitly distinguishes itself from near-siblings like company_changes or company_signal, so it falls short of a 5.

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?

The description implies use cases through 'buyer-shaped action_hint tuned by buyer profile' with enumerated profiles like sales_outreach and recruiter, which tells an agent roughly when this tool is valuable. But it provides no explicit when-to-use/when-not-to-use guidance and does not name alternative tools or exclusion conditions.

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

B3.2/5.0
Disambiguation2/5

Multiple tools have genuinely blurry boundaries: company_change vs company_changes differ only by singular/plural yet serve different purposes, company_domain vs company_classify vs company_lookup_auto all accept a domain, geo_zip_lookup vs geo_enrich vs geo_zip_batch all return ZIP profiles, and email_validate subsumes much of email_disposable and email_free_provider. The domain prefixes help narrow search space, but within many domains an agent cannot reliably predict which tool is the right one.

Naming Consistency4/5

All 129 tools uniformly follow a snake_case [domain]_[topic] convention (company_, fx_, geo_, dns_, weather_, tax_), which is highly predictable and consistent. Minor deviations include the confusing company_change/company_changes pair, and inconsistent suffix usage (_batch appears on address_validate_batch, company_domains_batch, geo_zip_batch but not on equivalent lookup tools elsewhere).

Tool Count1/5

129 tools far exceeds the 50+ extreem-mismatch threshold, bundling roughly 28 unrelated data domains (weather, fx, tax, ccompany, dns, jobs, flight, email, phone, tax...) into a single MCP surface. Even focusing on one domain forces the agent to load an enormous unrelated tool list; this should be split into many smaller domain-specific servers.

Completeness4/5

Per-domain coverage is impressively thorough: weather spans current/forecast/hourly/historical/normals/marine/route/air-quality, fx covers rates/convert/historical/volatility/correlation/strenth, and company includes lookup/enrichment/networks/timeline/peer-comparison plus six buyer-tuned signals with profile-introspection tools. Minor gaps like flight being historical-only and smtp probes skipping major email providers are documented scope decisions rather than dead ends.

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