LeylineAHENSYA
Catalogue

Signals

For agents

On this device

Context

Machine forms: JSON · Markdown

[ Component ]

mcpintake

GoSearch for Slack: Agentic Enterprise Search, Custom AI Agents, and Workflow Au

# GoSearch for Slack: Agentic Enterprise Search, Custom AI Agents, and Workflow Automation

MCP yesAPI noCost unknownLicence unknown

Interface

mcp

Model Context Protocol server

[ 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_gosearch-for-slack-agentic-enterprise-search-custom-ai-agents-and-workflow-au

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. An MCP surface is declared. No 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

An MCP surface is declared. No 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
mcp
Interfaces

Interface

mcp

Model Context Protocol server

Functions

Function

Code

write or edit programs

Code Browse Code

Function

Deploy

put software into a runtime

Deploy Browse Deploy

Function

Identity

name a person, agent, or org

Identity Browse Identity

Function

Policy

allow, deny, or bound an action

Policy Browse Policy

Function

Compose

assemble other functions

Compose Browse Compose

Function

Connect

speak a protocol (MCP, API, CLI)

Connect Browse Connect

Function

Summarize

compress meaning

Summarize Browse Summarize
mcp
unverified · asserted true · https://www.gosearch.ai/blog/the-gosearch-slack-integration
api
unverified · asserted false · https://www.gosearch.ai/blog/the-gosearch-slack-integration
cost
unverified · asserted unknown · https://www.gosearch.ai/blog/the-gosearch-slack-integration
license
unverified · asserted · https://www.gosearch.ai/blog/the-gosearch-slack-integration

[ Capability slices ]

Compose the useful parts.

Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed.

[ Relations ]

Derived alternatives and shared slots

  • Fills the same slot asAI Agent Sandbox Comparison 2026: Seven Platforms Shared functions code, compose, deploy, policy. Can fill the same function slot.
  • Fills the same slot asOnyx Shared functions code, connect, deploy, search. Can fill the same function slot.
  • Fills the same slot asAgent Sandbox Shared functions code, deploy, identity. Can fill the same function slot.
  • Fills the same slot asComparing AI agent sandbox platforms: E2B, Modal, Daytona, and more Shared functions code, connect, deploy. Can fill the same function slot.
  • Fills the same slot asExecutor Shared functions code, connect. Can fill the same function slot.
  • Fills the same slot asBetterWright Shared functions code, policy. Can fill the same function slot.
  • Fills the same slot asMobbin MCP Shared functions compose, connect. Can fill the same function slot.
  • Fills the same slot asshadcn/ui Shared functions code, compose. 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.