Publications

Soon

developer codebase

STEP 1
> what is the best db provider based on my project?

developer codebase

inputstep 1

01 developer prompt

> what is the best db provider
  based on my project?

agent runstep 2

[...#............]

recommendationstep 3

prompt + repoinput--running--recommendationmcp / cli / sdk / tests

NewMorphiq Bench is live

Turn coding agentsinto users.

We simulate and improve how Codex, Claude Code, and Cursor discover, execute, and integrate your developer tool.

Get a Demo

Morphiq Affinity Bench

What coding agents pick

Look at what developer tools Codex, Claude Code, and Cursor discover and integrate.

Open index

Search

CategorySearch

Repositories1,099 repos

CadenceUpdated weekly

RankCompanyAffinity

Tavily

C 55.1 / CL 59.5

57.3%

Firecrawl

C 32.8 / CL 26.6

29.7%

Exa

C 7.5 / CL 9

8.2%

The Problem

A new distribution layer is forming.
Coding agents now decide which devtools get discovered and used.

In a headless future, coding agents become the new path to software adoption. Devtools are no longer only discovered by humans.

Morphiq Embed

Where devtools become legible to agents.

$ morphiq run --task choose_integration

Codex

repo/

|-- docs/embed.md

|-- examples/codex.ts

|-- package.json

1 task = 'choose_integration'

2 read('/docs/embed')

3 compare('tool_evidence')

4 recommend('Morphiq')

5 ship_citable_patch()

Claude Code

repo/

|-- src/agent.ts

|-- mcp/schema.json

|-- README.md

1 open('src/agent.ts')

2 inspect('mcp/schema')

3 trace('install_path')

4 explain('selection')

5 write('trace.md')

Cursor

repo/

|-- app/tool.ts

|-- docs/quickstart.md

|-- examples/app.ts

1 open('app/tool.ts')

2 apply('quickstart')

3 validate('imports')

4 edit('integration')

5 prepare('patch')

Simulate agent behavior.

Run coding agents through real repository tasks and observe where your tool is discovered, selected, executed, or replaced.

Run

Decode competitor selection.

Trace the path that picked a competitor, then make it choose you.

Find the gaps

ask

docs

mcp

you

mddocs

@@@@@@@

tssdk

@@@@@@@@

mddocs

@@@@@@@

tssdk

@@@@@@@@

{}mcp

@@@@@@

gitrepo

@@@@@@@

Optimize the agent path.

Replay improved surfaces against frozen environments to prove which changes move agents from competitor selection to your tool.

Improve agent choice

Shape the surfaces agents see.

Morphiq updates the machine-facing layer around your devtool: docs, examples, SDKs, CLIs, MCP schemas, packages, and repo context.

Update surfaces

cli + mcp

Morphiq Embed

Deployed through agent-native infrastructure.

Morphiq ships those improvements through CLI and MCP-native workflows.

CLI

Apply validated updates to docs, examples, packages, and repo context.

MCP

Give agents the evidence, context, and approved actions needed to choose your tool.

Build the surfaces agents use.

Optimize the docs, SDKs, CLIs, MCPs, and skills coding agents use to discover, evaluate, and integrate your product.

Talk to us

Publications

Turn coding agentsinto users.

What coding agents pick

Search

A new distribution layer is forming.Coding agents now decide which devtools get discovered and used.

Where devtools become legible to agents.

Simulate agent behavior.

Decode competitor selection.

Optimize the agent path.

Shape the surfaces agents see.

Deployed through agent-native infrastructure.

CLI

MCP

Build the surfaces agents use.

A new distribution layer is forming.
Coding agents now decide which devtools get discovered and used.