Skip to content
Agentmart
Submit a tool

Mirascope

Python and TypeScript toolkit for calling any frontier LLM through one interface, with tools, structured output and tracing.

Harness by Mirascope

IndexedMIT★ 1,535
Write a review

Chalk Labs

Need help deploying Mirascope?

Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.

Book a call

Install

From the package registry. Read the repository before you give any tool access to your data.

pip install mirascope

Get the weekly diff

The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.

We use your email only for this newsletter. Privacy

About

Mirascope gives one interface for calling LLMs from providers such as OpenAI, Anthropic and Google. Calls are declared with a decorator, responses can be parsed into Pydantic models, and a loop can execute tool calls and resume the model. The docs describe tracing, versioning and analytics as built in through OpenTelemetry. The repository is a monorepo that contains Python and TypeScript implementations.

Use cases: model-inference

No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Fact sheet

Languages
Python, TypeScriptREADME
Packages
mirascope (pypi)README
Streaming
YesREADME
Observability
OpenTelemetrymirascope.com
Model providers
openai, anthropic, googlemirascope.com
Maturity
Stablemirascope.com

Facts extracted by Claude Haiku 5.5 from the linked sources on Oct 24, 2026. Wrong fact? Tell us.

Alternatives

Frameworks for the same language with a similar way of orchestrating agents.

Signals

Stars
1,535
Forks
139
Open issues
2
Weekly downloads
5,831
Last commit
Oct 24, 2026 (7 days ago)
Last release
Oct 22, 2026 (8 days ago)
Last package publish
Oct 22, 2026 (8 days ago)

From GitHub (fetched Oct 24, 2026) and the package registry.

Details

Packages
pypi mirascope
License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

More from Mirascope

Done for you

Rather not set it up yourself?

Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.

See how we build AI agents →Read the case studies

Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.

launches shipped
50+
launches shipped
media placements
500+
media placements
founders on every account
2
founders on every account

Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block

Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.

Get Mirascope running in your business

Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.

Goes to the Chalk Labs founders, not the newsletter. Privacy

Need help deploying Mirascope?

CallGet help
Cite this page

Mirascope. Agent Mart. https://agentmart.dev/harnesses/mirascope (last updated 2026-10-24)