Compare 4 skills

These skills relate to the same role but cover different jobs. The rows below show how they fit your stack.

by Browserbase

Company Research

/browserbase-company-research

by Gooseworks

Disqualification Handling

/disqualification-handling

by Gooseworks

News Signal Outreach

/news-signal-outreach

by Anthropic✓

Pipeline health check

/pipeline-review

What it does

The fundamental kind of work this skill performs. Tells you whether two skills are doing the same job differently, or completely different jobs.

Type of work

Company Research: analyze✓
Disqualification Handling: produce
News Signal Outreach: produce
Pipeline health check: analyze

How often used

Company Research: daily✓
Disqualification Handling: event-driven
News Signal Outreach: event-driven
Pipeline health check: weekly

Workflow stage

Company Research: analysis✓
Disqualification Handling: intake
News Signal Outreach: intake
Pipeline health check: review

You get back

Company Research: data-export✓
Disqualification Handling: document
News Signal Outreach: recommendation-list
Pipeline health check: document

Who decides

Company Research: advisory✓
Disqualification Handling: draft-for-review
News Signal Outreach: draft-for-review
Pipeline health check: advisory

Read / write behavior

Company Research: read-only✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Tools it bridges

Company Research: 1 count✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Capabilities exposed

Company Research: 1 count✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Inbound or outboundrole

Company Research: outbound✓
Disqualification Handling: inbound
News Signal Outreach: outbound
Pipeline health check: —

Attribute	Company Research	Disqualification Handling	News Signal Outreach	Pipeline health check
Type of work	analyze✓	produce	produce	analyze
How often used	daily✓	event-driven	event-driven	weekly
Workflow stage	analysis✓	intake	intake	review
You get back	data-export✓	document	recommendation-list	document
Who decides	advisory✓	draft-for-review	draft-for-review	advisory
Read / write behavior	read-only✓	—	—	—
Tools it bridges	1 count✓	—	—	—
Capabilities exposed	1 count✓	—	—	—
Inbound or outboundrole	outbound✓	inbound	outbound	—

Will it fit my setup

Whether the skill matches your tools, team size, deal size, and role. A great skill in the wrong context is useless.

What you provide

Company Research: text, api-credentials✓
Disqualification Handling: text
News Signal Outreach: text, url
Pipeline health check: crm-data, file-upload

Output formats

Company Research: csv, markdown✓
Disqualification Handling: markdown, email
News Signal Outreach: markdown, csv
Pipeline health check: markdown, csv

Human review

Company Research: approval-required✓
Disqualification Handling: review-required
News Signal Outreach: review-required
Pipeline health check: none

Data sensitivity

Company Research: public✓
Disqualification Handling: internal
News Signal Outreach: public
Pipeline health check: internal

CRM requireddepartment

Company Research: none✓
Disqualification Handling: optional
News Signal Outreach: none
Pipeline health check: required

Deal size fitdepartment

Company Research: smb, midmarket✓
Disqualification Handling: smb, midmarket
News Signal Outreach: smb, midmarket, enterprise
Pipeline health check: smb, midmarket, enterprise

CRM systemsdepartment

Company Research: —
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: salesforce, hubspot, pipedrive

Transport

Company Research: stdio✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Authentication

Company Research: api-key✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Scopes required

Company Research: —
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Can run locally

Company Research: ✓✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

OS support

Company Research: —
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Needs internet

Company Research: ✓✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Outreach channelsrole

Company Research: email, linkedin✓
Disqualification Handling: email
News Signal Outreach: email
Pipeline health check: —

Contact roles targetedrole

Company Research: economic-buyer, champion✓
Disqualification Handling: evaluator, gatekeeper
News Signal Outreach: economic-buyer, champion
Pipeline health check: —

Attribute	Company Research	Disqualification Handling	News Signal Outreach	Pipeline health check
What you provide	text, api-credentials✓	text	text, url	crm-data, file-upload
Output formats	csv, markdown✓	markdown, email	markdown, csv	markdown, csv
Human review	approval-required✓	review-required	review-required	none
Data sensitivity	public✓	internal	public	internal
CRM requireddepartment	none✓	optional	none	required
Deal size fitdepartment	smb, midmarket✓	smb, midmarket	smb, midmarket, enterprise	smb, midmarket, enterprise
CRM systemsdepartment	—	—	—	salesforce, hubspot, pipedrive
Transport	stdio✓	—	—	—
Authentication	api-key✓	—	—	—
Scopes required	—	—	—	—
Can run locally	✓✓	—	—	—
OS support	—	—	—	—
Needs internet	✓✓	—	—	—
Outreach channelsrole	email, linkedin✓	email	email	—
Contact roles targetedrole	economic-buyer, champion✓	evaluator, gatekeeper	economic-buyer, champion	—

What makes it different

The methodologies, frameworks, jurisdictions, or channels this skill specializes in. This is where similar-looking skills reveal their actual angle.

Sales methodologydepartment

Company Research: MEDDIC, BANT✓
Disqualification Handling: BANT
News Signal Outreach: BANT
Pipeline health check: MEDDIC, BANT, SPICED

Tool coverage

Company Research: full✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Adds features beyond the product API

Company Research: —
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Trigger signalrole

Company Research: funding-round, hiring-spike, news-event✓
Disqualification Handling: intent-data
News Signal Outreach: news-event
Pipeline health check: —

Caching

Company Research: —
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Supports bulk / batched calls

Company Research: —
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Supports streaming responses

Company Research: —
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Personalization depthrole

Company Research: —
Disqualification Handling: segment
News Signal Outreach: segment
Pipeline health check: —

Attribute	Company Research	Disqualification Handling	News Signal Outreach	Pipeline health check
Sales methodologydepartment	MEDDIC, BANT✓	BANT	BANT	MEDDIC, BANT, SPICED
Tool coverage	full✓	—	—	—
Adds features beyond the product API	—	—	—	—
Trigger signalrole	funding-round, hiring-spike, news-event✓	intent-data	news-event	—
Caching	—	—	—	—
Supports bulk / batched calls	—	—	—	—
Supports streaming responses	—	—	—	—
Personalization depthrole	—	segment	segment	—

Cost & speed

How fast you get a result, how much setup it needs, how steep the learning curve. The price you pay before you find out if it works.

Time to first result

Company Research: 6 min✓
Disqualification Handling: 🟢5 min
News Signal Outreach: 30 min
Pipeline health check: 15 min

Setup time

Company Research: 3 min✓
Disqualification Handling: 🟢0 min
News Signal Outreach: 5 min
Pipeline health check: 10 min

Complexity

Company Research: beginner✓
Disqualification Handling: beginner
News Signal Outreach: intermediate
Pipeline health check: intermediate

Install complexity

Company Research: one-command✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Setup time

Company Research: 3 min✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Auth setup time

Company Research: 1 min✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Monthly cost

Company Research: —
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Pricing model

Company Research: freemium✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Attribute	Company Research	Disqualification Handling	News Signal Outreach	Pipeline health check
Time to first result	6 min✓	🟢5 min	30 min	15 min
Setup time	3 min✓	🟢0 min	5 min	10 min
Complexity	beginner✓	beginner	intermediate	intermediate
Install complexity	one-command✓	—	—	—
Setup time	3 min✓	—	—	—
Auth setup time	1 min✓	—	—	—
Monthly cost	—	—	—	—
Pricing model	freemium✓	—	—	—

What you get back

The measurable result. Time saved, accuracy improved, things detected, decisions enabled.

Handoff stagerole

Company Research: no-handoff✓
Disqualification Handling: no-handoff
News Signal Outreach: meeting-booked
Pipeline health check: —

Skills that use it

Company Research: 0 count✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Plugins that bundle it

Company Research: 0 count✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Departments it supports

Company Research: sales✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Attribute	Company Research	Disqualification Handling	News Signal Outreach	Pipeline health check
Handoff stagerole	no-handoff✓	no-handoff	meeting-booked	—
Skills that use it	0 count✓	—	—	—
Plugins that bundle it	0 count✓	—	—	—
Departments it supports	sales✓	—	—	—

Can I trust this

Publisher reputation, freshness of the skill, automated test coverage, install volume, user ratings. The gut-check before you commit.

Tests passing

Company Research: —
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Weekly installs

Company Research: —
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

EF verified

Company Research: —
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

MCP protocol version

Company Research: skill-not-mcp✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

License

Company Research: mit✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Source

Company Research: open-source✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Days since last release

Company Research: 0 days✓
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

GitHub stars

Company Research: —
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Weekly installs

Company Research: —
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

User rating

Company Research: —
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

EF verified

Company Research: —
Disqualification Handling: —
News Signal Outreach: —
Pipeline health check: —

Attribute	Company Research	Disqualification Handling	News Signal Outreach	Pipeline health check
Tests passing	—	—	—	—
Weekly installs	—	—	—	—
EF verified	—	—	—	—
MCP protocol version	skill-not-mcp✓	—	—	—
License	mit✓	—	—	—
Source	open-source✓	—	—	—
Days since last release	0 days✓	—	—	—
GitHub stars	—	—	—	—
Weekly installs	—	—	—	—
User rating	—	—	—	—
EF verified	—	—	—	—

Verdict — which one should I pick?

Auto-generated from the rows above — not LLM prose.

Pick Company Research if

daily

Build a scored prospect list in minutes — drop 50 accounts, get back research + CSV

✓Tool coverage: full
✓Trigger signal: funding-round, hiring-spike +1
✓Handoff stage: no-handoff

Pick Disqualification Handling if

event-driven

Disqualification Handling — preserve every relationship, even on the no

✓Trigger signal: intent-data
✓Personalization depth: segment
✓Handoff stage: no-handoff

Pick News Signal Outreach if

event-driven

News Signal Outreach — turn any news into outbound

✓Trigger signal: news-event
✓Personalization depth: segment
✓Handoff stage: meeting-booked

Pick Pipeline health check if

weekly

When you need to know which deals are real, /pipeline-review scores every deal and flags every risk — so you focus on what moves the number.

✓CRM systems: salesforce, hubspot +1

💡 These skills relate to the same role but cover different jobs. Use the table above to see how they fit your stack.

Empty cells (—) mean the publisher hasn't declared a value. We don't guess.