LeylineAHENSYA
Signals
For agents Sign in 100 components
Catalogue

Signals

Ranks Pulse

For agents

MCP, API and llms.txt

On this device

Context

Machine forms: JSON · Markdown

[ Component ]

appintake

Slack Enterprise Search

Slack feature that searches conversations, files, connected third-party apps, and custom or self-hosted sources from one Slack search bar. It uses real-time federated retrieval, permission-aware results, and natural-language answers with conversational summaries. Slackbot is desc

MCP noAPI yesCost unknownLicence unknown

Interface

http

HTTP API

Open homepage

[ Observed sample ]

Frequency in Leyline's observed sample

The count is distinct observed stacks. It is not a Score input.

This component is not in Leyline's observed sample.

Record cmp_slack-enterprise-search

Open ranks

[ Score explain ]

Why the Score is 6

How Score works

Score v2 uses only observed signals. The displayed contribution is weight × value × 100. Missing factors are insufficient evidence.

Score factor

GitHub health

18% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Score factor

Agent use

16% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Score factor

Human notes

14% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Score factor

Composability

16% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Score factor

Checklist

10% weight. No MCP surface is declared. An API is declared. Cost is unknown. 1 of 3 checklist fields are complete.

Value 0.33 · 3.3 points

10% weight × 0.33 value

3.3 points

No MCP surface is declared. An API is declared. Cost is unknown. 1 of 3 checklist fields are complete.

Score factor

Evidence quality

14% weight. 1 sources cover 1 evidence types. The latest dated evidence is 2026-10-15. Freshness is omitted unless observed as a signal.

Value 0.18 · 2.5 points

14% weight × 0.18 value

2.5 points

1 sources cover 1 evidence types. The latest dated evidence is 2026-10-15. Freshness is omitted unless observed as a signal.

Score factor

Benchmarks

12% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Total5.87 → 6 after rounding

GitHub health: insufficient evidence

Agent use: insufficient evidence

Human notes: insufficient evidence

Composability: insufficient evidence

Benchmarks: insufficient evidence

[ Claims ]

Publisher-asserted record

Claims are what the publisher declares. Score uses observed signals, not these assertions, except for checklist fields derived from interfaces. MCP, API, cost, and license claims are marked verified, unverified, or contradicted from intake evidence.

Kind
app
Interfaces

Interface

http

HTTP API

Functions

Function

Browser

operate a live page

Browser Browse Browser

Function

Retrieve

fetch stored knowledge

Retrieve Browse Retrieve

Function

Generate

produce new text, code, or media

Generate Browse Generate

Function

Memory

keep context across turns

Memory Browse Memory

Function

Summarize

compress meaning

Summarize Browse Summarize

Function

Tool-call

invoke an external action

Tool-call Browse Tool-call
mcp
unverified · asserted false · https://slack.com/features/enterprise-search
api
unverified · asserted true · https://slack.com/features/enterprise-search
cost
unverified · asserted unknown · https://slack.com/features/enterprise-search
license
unverified · asserted · https://slack.com/features/enterprise-search

[ Capability slices ]

Compose the useful parts.

search

Single Slack search

Search conversations, business tools, and connected app data from one search bar in Slack.

UnknownCompose with this
retrieve

Federated real-time retrieval

Federated search returns information in real time based on the user's access at query time.

UnknownCompose with this
summarize

Conversational summary

A natural-language question can return a conversational summary informed by the most relevant permissioned results.

UnknownCompose with this

The page states a custom connector API for home-grown systems, self-hosted software, and proprietary knowledge bases, and connectors for third-party apps such as Salesforce and Google Drive. Retrieval is federated and permission-aware in real time. No MCP server or Model Context Protocol support is stated.

[ Relations ]

Derived alternatives and shared slots

  • Fills the same slot asAtomic Agent Shared functions browser, memory, tool-call. Can fill the same function slot.
  • Fills the same slot asVellum Assistant Shared functions browser, memory, tool-call. Can fill the same function slot.
  • Fills the same slot asDeep Agents Shared functions memory, summarize. Can fill the same function slot.
  • Fills the same slot asSearch Shared functions browser, search. Can fill the same function slot.
  • Fills the same slot asDaytona Alternatives: 4 AI Agent Sandbox Platforms Compared (2026) Shared functions generate, memory, tool-call. Can fill the same function slot.
  • Fills the same slot asturbopuffer Shared functions memory, search. Can fill the same function slot.
  • Fills the same slot asPageIndex Shared functions memory, retrieve. Can fill the same function slot.
  • Fills the same slot asBest code execution sandbox for AI agents in 2026 Shared functions browser, memory. Can fill the same function slot.

[ Signals ]

Observed evidence

Each signal carries source, method, and observedAt. Unobserved metrics stay insufficient evidence.

No social source is stored.

[ Notes ]

No notes are stored.