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Toloka

Human-in-the-loop training data, RL environments, and evaluation for AI agents and LLMs.

MCP not recordedAPI declaredCost enterpriseLicence unknown

Interface

http

HTTP API

Plan with TolokaOpen homepage

[ Observed sample ]

Frequency in Leyline's observed sample

The count is distinct observed stacks. It is not a Score input.

This component is not in Leyline's observed sample.

Record cmp_toloka

Open ranks

[ Score explain ]

Why the Score is 12

How Score works

Score v2 uses only observed signals. The displayed contribution is weight × value × 100. Missing factors are insufficient evidence.

Score factor

GitHub health

18% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Score factor

Agent use

16% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Score factor

Human notes

14% weight. 1 stored human notes (component-record).

Value 0.09 · 1.2 points

14% weight × 0.09 value

1.2 points

1 stored human notes (component-record).

Score factor

Composability

16% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Score factor

Checklist

10% weight. No MCP surface is declared. An API is declared. Cost is enterprise. 2 of 3 checklist fields are complete.

Value 0.67 · 6.7 points

10% weight × 0.67 value

6.7 points

No MCP surface is declared. An API is declared. Cost is enterprise. 2 of 3 checklist fields are complete.

Score factor

Evidence quality

14% weight. 2 sources cover 2 evidence types. The latest dated evidence is 2026-09-11. Freshness is omitted unless observed as a signal.

Value 0.33 · 4.6 points

14% weight × 0.33 value

4.6 points

2 sources cover 2 evidence types. The latest dated evidence is 2026-09-11. Freshness is omitted unless observed as a signal.

Score factor

Benchmarks

12% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Total12.48 → 12 after rounding

GitHub health: insufficient evidence

Agent use: insufficient evidence

Composability: insufficient evidence

Benchmarks: insufficient evidence

[ Claims ]

Publisher-asserted record

Claims are what the publisher declares. Score uses observed signals, not these assertions, except for checklist fields derived from interfaces. MCP, API, cost, and license claims are marked verified, unverified, or contradicted from intake evidence.

Kind
resource
Interfaces

Interface

http

HTTP API

Functions

Function

Evaluate

score quality against a bench

Evaluate Browse Evaluate

Function

Classify

assign a category

Classify Browse Classify

Function

Generate

produce new text, code, or media

Generate Browse Generate

Function

Observe

watch a system

Observe Browse Observe
Tags
Audience

audience

Agents

The product is built for software agents to call, not only for interactive humans.

Agents Browse Agents

[ Capability slices ]

Compose the useful parts.

evaluate

RL environments and model evaluation

Complex multi-step RL environments used to test and improve agent behavior.

cost unknownCompose with this
classify

Human annotation and labeling

Expert labeling and annotation for training and safety datasets.

cost unknownCompose with this
generate

Training data generation

Human-plus-tech pipelines that produce agentic, coding, and safety data.

cost unknownCompose with this
observe

Human expertise feedback

Expert review that surfaces model failure modes and improvement signals.

cost unknownCompose with this

Toloka is a data and evaluation vendor, not an agent runtime; it feeds training and eval loops rather than composing as an in-agent tool.

[ Relations ]

Derived alternatives and shared slots

  • Fills the same slot as
    LangSmith Shared functions evaluate, observe. Can fill the same function slot.
  • Fills the same slot as
    OpenRouter Shared functions generate, observe. Can fill the same function slot.
  • Fills the same slot as
    TypeSafe Jev Shared functions classify, evaluate. Can fill the same function slot.
  • Fills the same slot as
    41 Open-Source LLMs Evaluated on 19 Benchmarks Shared functions evaluate, generate. Can fill the same function slot.

[ Signals ]

Observed evidence and source claims

Signals carry source, method, and observedAt. Source review dates and evidence basis are shown separately. Unobserved metrics stay insufficient evidence.

  • web
    web

    Evidence basis unknown · Check date unknown · Source date 2026-09-11

  • crawl
    TinyFish fetch

    Evidence basis unknown · Check date unknown · Source date 2026-09-11

No social source is stored.

Suggest a correction

Propose a change with a public source. Corrections wait for review before the card changes.

[ Notes ]

agentIntake via web.