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MCP server · Agents

ThinkLess

by · github.com/inboxpraveen/ThinkLess

The decision plane for AI agents. Rules and small calibrated models make the routine decisions, the LLM is reserved for the steps that need thought, and every step is traced.

Unclaimed agentsai-agentsdecision-modelslanggraphllmllm-routingmcpobservabilityopenai-agentspython
InstallView source
34Low

Scored 20 days ago · breakdown

About ThinkLess

ThinkLess is an MCP server published by inboxpraveen in the Agents category: the decision plane for AI agents. Rules and small calibrated models make the routine decisions, the LLM is reserved for the steps that need thought, and every step is traced.

The repository has 2 stars and 0 forks, with the last commit 22 days ago. Recent commit activity is the strongest signal that reported issues will get attention.

Install

From source
git clone https://github.com/inboxpraveen/ThinkLess

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

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Security checks

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Releases

v0.4.1Project and packaging updates · 25 Sep 20260.4.1 - 2026-09-25 Project and packaging updates; no change to the library's behavior. Changed Package metadata: development status Beta, more keywords, and links to Discussions, the decision benchmark leaderboard, release notes and…
v0.4.0Decision Benchmarks · 25 Sep 20260.4.0 - 2026-09-25 The decision benchmark. Added The decision benchmark 1.0 (`thinkless bench decisions`): eight public tasks across the four question kinds (banking77, clinc150 with out of scope, MASSIVE in five languages, MultiWOZ 2.2…
v0.3.0Shadow mode, framework adapters, limits, a decision server and MCP tools. · 25 Sep 20260.3.0 - 2026-09-25 Shadow mode, framework adapters, limits, a decision server and MCP tools. Added Shadow mode (`thinkless.shadow`): run a candidate engine next to existing decision code without changing what it returns, log both answers,…
v0.2.0ThinkLess 0.2.0 · 25 Sep 20260.2.0 - 2026-09-25 First release on PyPI. Added `OpenRouterLLM` and the `openrouter:<slug>` spec: one key for models from Anthropic, OpenAI, Google, Qwen, DeepSeek and others. Billed cost: `Completion.cost_usd` and…
Questions

About ThinkLess

How do I install ThinkLess?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is ThinkLess safe to use with an AI agent?

Its trust score is 34 out of 100 (low). Conduid hasn't run static security checks on this repository yet, so review the source yourself before granting it credentials. It has no ConduID identity yet, so agent calls to it are not receipted.

Is ThinkLess still maintained?

Yes — the latest release is v0.4.1 (25 Sep 2026), and the last commit was 22 days ago. The repository has 2 stars.