LLMTR Blog

LLMTR Blog

Guides on Turkey-focused LLM APIs, OpenAI-compatible gateways, model comparison, pricing, and data policy.

All posts

RAG and data · 2026-06-02

How to measure AI search visibility for LLMTR

A practical guide to measuring AI search visibility for technical products through citations, referrals, source quality, freshness, and structured content surfaces.

Trust and compliance · 2026-08-13

BİGR-compliant AI architecture: matching model choice to data classification in Turkish public institutions

A public institution does not make one AI decision; it makes a separate architectural decision for every class of data it processes. This article applies the asset group and criticality rating logic of Turkey's Information and Communication Security Guide to large language model integrations and offers a workable mapping between data confidentiality level and model architecture.

Agent and MCP guides · 2026-08-13

Municipal AI call centers in Turkey: tender analysis and solution-line design

In municipal call center and citizen solution-line projects, artificial intelligence is not a single piece of software but four distinct jobs with different model requirements. This article covers task decomposition, human handover thresholds, KVKK boundaries, how a lowest-price tender changes bid arithmetic, and the metrics worth writing into a technical specification.

Pricing and benchmark · 2026-08-13

Türkiye's AI Action Plan 2026-2030 and Public Budgets: Using the 2 Percent Share

The Türkiye Artificial Intelligence Action Plan 2026-2030 creates both an obligation and a funding channel for public agencies. This article covers the practical budget meaning of the 2 percent commitment, how to assemble an internal funding case, and why choosing a portable architecture is a risk management decision while regulation is still pending.

Integration guides · 2026-08-28

muse-spark-1.2-contributor: LLMTR model ID and endpoint

Calling Contributor through LLMTR requires the model ID, API base URL and credentials to match. This guide starts with the data warning, then builds a first text request and checks the relevant API contract.

Model comparison · 2026-08-28

Ling Tiny alternatives: free Flash Fin versus paid Flash

Flash Fin offers a free alternative after Ling Tiny, but it is a separate finance-focused model, not an automatic successor. Paid Flash remains the replacement named in LLMTR's retirement policy.

Integration guides · 2026-08-29

Adding the LLMTR gateway entry to OpenClaude and how discovery works

OpenClaude defines LLMTR as its own gateway record with a dedicated base URL, a dedicated credential variable and a hybrid catalog fed by seed entries. This guide walks that record field by field and explains how the model list fills up.

Integration guides · 2026-08-29

Cline with LLMTR: provider setup inside the editor panel

Cline picks a provider from a settings panel inside the editor and stores the chosen model separately for Plan and Act. This guide walks the panel flow, the request the handler builds and the SDK registration.

Agent workflows · 2026-08-29

PentestCode LLMTR provider setup for authorised engagements

Working from the actual files on the PentestCode LLMTR branch, this guide covers key resolution, the seeded and live model catalog, and the request transform that normalises reasoning fields per model, all inside an authorised engagement scope.

Agent workflows · 2026-08-29

Strix LLMTR setup: model prefix, dedupe and the reporting chain

Built from the real files on two separate Strix branches, this guide walks through model prefix resolution, why the dedupe model needs its own endpoint, and which Turkey-hosted rows actually support the tool calls an agent loop needs.

Agent workflows · 2026-08-29

HarnessRouter LLMTR provider: one key, three harnesses

Connecting the LLMTR provider in HarnessRouter adds no new name to any model picker; it makes models already listed reachable through Türkiye. Here is the intersection logic and the wire shape each harness uses.

Integration guides · 2026-08-29

Hermes Agent LLMTR plugin: profile fields and install

Hermes Agent keeps third-party providers out of the core tree and in a plugin directory. The LLMTR profile is a declarative ProviderProfile with no custom transport hooks; this guide covers its fields and its lifecycle.

Integration guides · 2026-08-29

DeepSeek Harness LLMTR plugin: the LLM seam and catalogue

In DeepSeek Harness a provider integration is not written into the core; it arrives as a plugin attached to the ctx.llm seam. The model list is not bundled either, it is read from the endpoint.

Integration guides · 2026-08-29

LLMTR provider for the Pi coding agent and its generated catalog

Pi registers a provider through a small factory function and leaves the model list to a generation script rather than maintaining it by hand. This guide explains how those two files relate and what the request body contains.

Agent workflows · 2026-08-29

Setting up the LLMTR provider in OpenCompany workflows

In a workflow engine a model node builds its client from the selected credential and then resolves the model. Because LLMTR is a gateway, that resolution reads two separate sources: wire shape from the vendor, thinking from the gateway.

Integration guides · 2026-08-29

Connecting OpenStory to the LLMTR gateway with a team key

OpenStory is a multi-team production platform, so the key is not a single environment variable. An LLMTR key can be entered per team, and it outranks the other providers whenever the gateway carries the requested model.

Integration guides · 2026-08-29

Pointing the OpenReview code review bot at LLMTR

OpenReview explores the repository on every review, so token spend follows the model you pick. In this branch swapping the gateway is not a code change but a matter of three environment variables.

Integration guides · 2026-08-29

Running OpenBot on LLMTR: one base URL, two agent runtimes

OpenBot is a self-hosted system that can give every agent a computer of its own. The integration is a matter of environment values rather than code, and a single base URL redirects three separate readers at once.

Integration guides · 2026-08-29

Running the Open SEO SAM agent through an LLMTR gateway

Open SEO is an open source SEO analysis platform whose agent features are optional. This guide adds a second path without removing the default one, and shows the precedence rule and where spend visibility moves to.

Model comparison · 2026-08-29

The models.dev LLMTR provider entry and metadata sync

models.dev is not a service but an open metadata database holding model ids and capabilities in TOML files. We compare the current LLMTR entry against the live catalog to see which rows are missing and which one is retired.

GPT-6 Astra guides · 2026-09-05

What Is OpenAI GPT-6 Astra? Features and Access

Explore GPT-6 Astra, OpenAI’s new model for complex work: its context window, reasoning, access rollout and practical considerations for API developers.

GPT-6 Astra guides · 2026-09-05

How to Use GPT-6 Astra API Through LLMTR

Send your first GPT-6 Astra request through LLMTR with Responses API, choose a supported reasoning level and inspect output usage before scaling up.