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Business agents · agent framework

Parlant: review, pricing, security and alternatives

Parlant is an open-source agent framework published by Emcie, in the business agents family. Parlant builds customer-facing agents whose responses and actions are governed by explicit interaction guidelines. Its repository has 18,308 stars and its last commit is from July 10, 2026.

Open sourceSelf-hostableLast commit 4 months agoLow risk

What Parlant does

Parlant belongs to the business agents family: agents specialised in one job: customer support, sales, finance, legal, HR, security. On our grid it ranks #13 of the 52 projects of this family listed in the directory.

Unlike a ready-made agent, a framework provides the parts to build one: tool calling, step sequencing, memory, coordination of several agents. It is aimed at teams that want a custom agent.

You use it from: developer SDK, terminal (CLI), and API. Usable models: GPT (OpenAI), Gemini (Google), Llama (Meta), and Claude (Anthropic). It can run on your own machine or server.

Who is Parlant for?

It targets a specific job (customer support, sales, finance, legal…) with workflows already set up. Typical tasks people give it:

  • handle first-line customer requests
  • prepare standard documents
  • track cases and follow up

It is a good candidate if you are comfortable in a terminal and your data must stay on your machines.

Access and human control

A framework has no access of its own: the tools you plug in define what the agent can do. Start with read-only tools.

We could not establish whether it asks for human approval before sensitive actions: test it first on an unimportant account or folder.

Run commands in a terminalRun commands in a terminal : 8 %8 %Read and edit filesRead and edit files : 21 %21 %Drive a web browserDrive a web browser : 4 %4 %Call online services and APIsCall online services and APIs : 37 %37 %Read and send messagesRead and send messages : 17 %17 %
Share of the 52 agents in the family that have each access, according to their documentation. In orange, Parlant's access.

Parlant pricing

The code is free, under the Apache-2.0 licence.

Getting started with Parlant

  1. Install it: the project ships as a Python package (install with pip or uv). The exact command is in the repository README.
  2. Create an API key with the model provider and put it in an environment variable, never in a shared or versioned file.
  3. Start with the minimal example from the docs, then add one tool at a time and check what the agent does with it.
  4. Give it a short, checkable task, review the result and its action log, then raise the difficulty step by step.

Security: risk level

A business agent acts on the company's behalf: define what it may promise, refund or change, and keep a record of its decisions.

Three habits: least privilege (minimal rights, dedicated keys), human approval for irreversible actions, a sandbox for code execution. The AI agent security check reviews your setup in a few minutes.

Project activity and releases

Created on February 15, 2024, the emcie-co/parlant repository has 18,308 stars, 1,551 forks and 15 open issues, with 5,485 commits in total. Last change 4 months ago.

Over the last 52 weeks: 745 commits, an average of 14.3 per week.

Nov 2, : 36 · Nov 2, 2025Nov 2,Nov 9, : 28 · Nov 9, 2025Nov 16, : 18 · Nov 16, 2025Nov 23, : 75 · Nov 23, 2025Nov 30, : 17 · Nov 30, 2025Dec 7, : 52 · Dec 7, 2025Dec 14, : 60 · Dec 14, 2025Dec 21, : 46 · Dec 21, 2025Dec 28, : 38 · Dec 28, 2025Dec 28,Jan 4, : 38 · Jan 4, 2026Jan 11, : 53 · Jan 11, 2026Jan 18, : 37 · Jan 18, 2026Jan 25, : 9 · Jan 25, 2026Feb 1, : 5 · Feb 1, 2026Feb 8, : 39 · Feb 8, 2026Feb 15, : 9 · Feb 15, 2026Feb 22, : 20 · Feb 22, 2026Feb 22,Mar 1, : 13 · Mar 1, 2026Mar 8, : 33 · Mar 8, 2026Mar 15, : 21 · Mar 15, 2026Mar 22, : 12 · Mar 22, 2026Mar 29, : 8 · Mar 29, 2026Apr 5, : 7 · Apr 5, 2026Apr 12, : 14 · Apr 12, 2026Apr 19, : 17 · Apr 19, 2026Apr 19,Apr 26, : 8 · Apr 26, 2026May 3, : 19 · May 3, 2026May 10, : 8 · May 10, 2026May 17, : 0 · May 17, 2026May 24, : 1 · May 24, 2026May 31, : 0 · May 31, 2026Jun 7, : 1 · Jun 7, 2026Jun 14, : 0 · Jun 14, 2026Jun 14,Jun 21, : 0 · Jun 21, 2026Jun 28, : 3 · Jun 28, 2026Jul 5, : 0 · Jul 5, 2026Jul 12, : 0 · Jul 12, 2026Jul 19, : 0 · Jul 19, 2026Jul 26, : 0 · Jul 26, 2026Aug 2, : 0 · Aug 2, 2026Aug 9, : 0 · Aug 9, 2026Aug 9,Aug 16, : 0 · Aug 16, 2026Aug 23, : 0 · Aug 23, 2026Aug 30, : 0 · Aug 30, 2026Sep 6, : 0 · Sep 6, 2026Sep 13, : 0 · Sep 13, 2026Sep 20, : 0 · Sep 20, 2026Sep 27, : 0 · Sep 27, 2026Oct 4, : 0 · Oct 4, 2026Oct 4,Oct 11, : 0 · Oct 11, 2026Oct 18, : 0 · Oct 18, 2026Oct 25, : 0 · Oct 25, 2026Oct 25,
Commits per week on the main repository, last 52 weeks (GitHub API, checked October 25, 2026).

33 releases in total; 7 in the last twelve months. Latest release: v3.3.2, on April 28, 2026.

v1.6.3 · Feb 18, 2025v1.6.3Feb 18, 2025v1.6.5 · Feb 20, 2025v1.6.4 · Feb 20, 2025v1.6.7 · Feb 23, 2025v1.6.6 · Feb 23, 2025v2.0.0 · Apr 9, 2025v2.1.0 · Apr 29, 2025v2.1.1 · Apr 30, 2025v2.1.2 · May 7, 2025v2.2.0 · May 20, 2025v3.0.1 · Aug 16, 2025v3.0.2 · Aug 27, 2025v3.0.3 · Oct 24, 2025v3.0.4 · Nov 18, 2025v3.1.0 · Jan 5, 2026v3.2.0 · Feb 9, 2026v3.2.1 · Feb 17, 2026v3.3.0 · Mar 15, 2026v3.3.1 · Apr 14, 2026v3.3.2 · Apr 28, 2026v3.3.2Apr 28, 2026
The latest 20 releases published on GitHub (hover a point for details).

Parlant vs other business agents

GitHub stars of the best-rated open-source projects in the business agents family. Stars measure attention, not quality: a heavily promoted project collects them fast, a specialised tool will have few.

DeepTutorDeepTutor : 42.5K42.5KVibe-TradingVibe-Trading : 36.5K36.5KPentAGIPentAGI : 32.3K32.3KGenOfficeGenOffice : 10.7K10.7KHolmesGPTHolmesGPT : 3.7K3.7KText-to-CADText-to-CAD : 22.9K22.9KYouTube Automation AgentYouTube Automation Agent : 4.6K4.6KRedAmonRedAmon : 3.2K3.2KParlantParlant : 18.3K18.3K
Log scale; Parlant in orange. Checked October 25, 2026.

Parlant and other business agents at a glance

The 7 best-ranked agents in the same family, 7 of them open source. The score out of 100 only applies to open-source projects; for proprietary services we show the published entry price. A dash marks information the documentation does not state.

Quick comparison: business agents
AgentModelScoreStars or entry priceSelf-hostableHuman approval
Parlantopen source6918.3K ★yes–
DeepTutoropen source8242.5K ★yes–
Vibe-Tradingopen source8136.5K ★yes–
PentAGIopen source7732.3K ★yesno
GenOfficeopen source7410.7K ★yes–
HolmesGPTopen source743.7K ★yes–
Text-to-CADopen source7322.9K ★––
YouTube Automation Agentopen source734.6K ★yesyes

How we rated it

Score: 69/100, computed only from public, verifiable data, with no subjective testing or partnership:

  • Adoption 27/40: 18,308 stars on a log scale (40 points from about 200,000).
  • Activity 17/30: last commit 4 months ago, 1 release in six months, 745 commits in a year.
  • Framework 25/30: licence, default human approval, self-hosting, model choice and documentation site.

The score does not say whether the agent will succeed at your tasks: it measures how solid the project is. The full grid is on the method page.

Verdict

Parlant is a serious option; check the limitations below before granting it access.

Strengths

  • Frequent releases (7 in a year)
  • Can run on your side: data under control
  • Free choice of model
  • Permissive licence (Apache-2.0)

Limitations

  • Requires programming skills

Avoid if…

  • You want a ready-made agent, without code

Frequently asked questions

Is Parlant free?

The software is free (Apache-2.0 licence). You still pay for the model calls, unless you use a local model.

Is Parlant safe?

Our risk level: low. Give it minimum rights and approve irreversible actions.

Which models does Parlant use?

According to its documentation: GPT (OpenAI), Gemini (Google), Llama (Meta), and Claude (Anthropic).

Can Parlant be installed on your own server?

Yes, from the emcie-co/parlant repository. Data then stays with you, but security and updates are your job.

What are the alternatives to Parlant?

In the same family: DeepTutor, Vibe-Trading, PentAGI, and GenOffice.

Parlant or DeepTutor: what is the difference?

Both belong to the business agents family. Parlant has 18.3K stars against 42.5K for DeepTutor. The right choice mostly depends on the access you are willing to give it.

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Neutrality. No affiliate links. No vendor pays to be reviewed, rated or ranked. Reviews are directed by François Chollet, neutral and factual, and every data point is dated and sourced. How we score