Coding & Building

Keep coding agents in the present

Models are trained on a snapshot, but software ships every day. Parallel grounds your coding agent in the web's live docs, and lets every app built on your platform research and monitor the web out of the box.

Start building for freeP[Start building for freeP](https://platform.parallel.ai/)Contact usC[Contact usC](https://contact.parallel.ai/)

Monitor my dependencies and apply safe updates for me.

Node.js 24 Released: New permission model

nodejs.org

5M AGO

TypeScript 6.0 Beta: Stricter inference

devblogs.microsoft.com

1H AGO

Postgres 18: Async I/O added

postgresql.org

5H AGO

Trusted by

  • Amp
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  • Greptile
  • Rocket
  • Amp logoCase Study
  • Macroscope logoCase Study
  • Greptile logo
  • Rocket logo

Use Cases

Ground every builder & coding agent with the live web

Search, review, generate, and ship against the live web

Live code & library search

Replace brittle in-house web search with one call. Get ranked, current sources for any library, framework, or error, from official docs to the GitHub issue or Stack Overflow thread where the fix actually lives.

Run a SearchS[Run a SearchS](https://platform.parallel.ai/play/search)

Next.js 15 app router middleware config

SEARCH
1
nextjs.org

Run code before a request is completed.

2
github.com

Middleware matcher not matching dynamic routes in 15.x

3
stackoverflow.com

Accepted: config.matcher must be a statically analyzable array.

Code review grounded in live docs

Check changes against current library references, deprecated APIs, and standards, not the model's stale memory, with clean extracted text the model can quote word-for-word.

Create a TaskT[Create a TaskT](https://platform.parallel.ai/play)
– return datetime.utcnow()+ return datetime.now(datetime.UTC)

datetime.utcnow() is deprecated as of Python 3.12

“Use datetime.now(datetime.UTC) to make a time-zone aware datetime.”

docs.python.org

Generate apps on current libraries

App builders scaffold against live library references, APIs, and version changes, so the apps your users generate run on what's current, not on deprecated methods the model learned in training.

Run a SearchS[Run a SearchS](https://platform.parallel.ai/play/search)Create a TaskT[Create a TaskT](https://platform.parallel.ai/play)
RESOLVING AGAINST CURRENT LIBRARIES
next^15.5.xLatest
react^19.1.xLatest
tailwindcss^4.1.xLatest
drizzle-orm^0.38.xLatest
zod^3.24.xLatest

Add research & monitoring to your app builder

Let every app built on your platform search, research, and monitor the web out of the box, through one integration instead of a retrieval stack each of your users has to wire up themselves.

Create a TaskT[Create a TaskT](https://platform.parallel.ai/play)Create a MonitorM[Create a MonitorM](https://platform.parallel.ai/play/monitor)
APP BUILT ON YOUR PLATFORM
Searching Researching Monitoring

Customer Story

Macroscope cut false-positive review comments by 55%

Macroscope's code-review AI uses the Task API to verify code against current documentation, making feedback developers actually trust.

View case study[View case study](https://parallel.ai/blog/case-study-macroscope)
“By grounding reviews in authoritative, up-to-date sources, Macroscope reduces false positives during code review. Developers can trust the feedback, knowing it’s based on the latest and greatest documentation.”
Kayvon Beykpour, CEO, Macroscope

“By grounding reviews in authoritative, up-to-date sources, Macroscope reduces false positives during code review. Developers can trust the feedback, knowing it’s based on the latest and greatest documentation.”

Kayvon Beykpour, CEO, Macroscope
Macroscope logo

Customer Story

Amp replaced its in-house web search with Parallel

Instead of maintaining a web-search stack of its own, Amp, the coding agent from Sourcegraph, now retrieves through Parallel’s Search API.

View case study[View case study](https://parallel.ai/blog/case-study-amp)
“Parallel’s team was incredibly helpful as we designed how Amp would use their APIs. They get it, and they care.”
Quinn Slack, CEO, Amp

“Parallel’s team was incredibly helpful as we designed how Amp would use their APIs. They get it, and they care.”

Quinn Slack, CEO, Amp
Amp logo

Trust

Built for enterprise, secure by design

Every Parallel output includes the Basis framework, unique to Parallel: calibrated confidence scores, citations, source excerpts, and reasoning traces.

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  • Zero data retention Available
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  • Single sign-on (SSO/SAML)
  • SOC 2 Type 2
  • Zero data retention Available
  • HIPAA-ready offering
  • GDPR Compliance
  • Single sign-on (SSO/SAML)
PROCESSORS
Per target lookup$0123456789.012345678901234567890123456789

Pay for answers, not tokens

Every Parallel API flexes to fit your needs. Dial speed, depth, and cost to what each workflow is worth, set a budget cap, and hold to it. Per-request pricing means you pay for answers, not tokens, so there’s no incentive to burn context and no surprise bill at the end of the month.

Pricing[Pricing](https://parallel.ai/pricing)

Start building for free

Get started with our APIs in seconds. Run up to 5,000 requests per month for free.

API Playground[API Playground](https://platform.parallel.ai/play)Docs[Docs](https://docs.parallel.ai/getting-started/overview#onboard-your-agent)

Agent onboarding prompt:

Use curl to read parallel.ai/agents.md and perform the setup to install Parallel

Available everywhere you build

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Start building for free

Get started with our APIs in seconds. Run up to 5,000 requests per month for free.

API Playground[API Playground](https://platform.parallel.ai/play)DocsA[Docs](https://docs.parallel.ai/getting-started/overview#onboard-your-agent)
Agent onboarding prompt

Use curl to read parallel.ai/agents.md and perform the setup to install Parallel

ClaudeCodexHermes Agentopencode

Available everywhere you build

Google Cloud logoGoogle Cloud Marketplace

Available everywhere you build

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  • Vercel logoVercel AI Gateway
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  • Google Sheets logoGoogle Sheets
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  • Snowflake
  • Gemini Enterprise
  • Hermes Agent
  • OpenClaw
  • n8n
  • MPP

Where agents find answers

Start building for free[Start building for free](https://platform.parallel.ai/)Contact us[Contact us](https://contact.parallel.ai/)

Where agents find answers

Start building for freeP[Start building for freeP](https://platform.parallel.ai/)Contact usC[Contact usC](https://contact.parallel.ai/)
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