How Cekura’s scores are calculated
The full audit trail, recomputed from the verdict data at build time through the same code that produced the leaderboard: verdict × quality × story weight per cell, cells sum to dimension scores, dimensions blend into the PA Score. Every number on the product page is reproducible from this page alone; for why the formula looks like this, see the methodology.
verdict factors: full ×1.0 · partial ×0.6 · disputed ×0.3 · none ×0.0 · n/a excluded from both sides · cell points = weight × quality × factor · cell max = weight × 10
PA Score36/100
Agent-ready 58.0 × 0.30 = 17.40
API quality 36.9 × 0.20 = 7.38
Openness 8.4 × 0.20 = 1.68
Built-in AI 24.0 × 0.15 = 3.60
Automation 42.3 × 0.15 = 6.34
(17.40 + 7.38 + 1.68 + 3.60 + 6.34) ÷ (0.30 + 0.20 + 0.20 + 0.15 + 0.15) = 36.40 ÷ 1.00 = 36.4
Scores are stored to 1 decimal; the product page’s pills round to whole numbers for display. Each dimension below shows the stories, verdicts, and cited evidence behind its number.
Agent-ready58.0/100×0.30 of the PA blend
Outside-in: can YOUR agent reach and drive this product — API, MCP, CLI, headless runs, agent docs.
Point an agent at llms.txt or agent-oriented docsweight 2
2 (weight) × 9 (quality) × 1.0 (full) = 18.0 of 20 max
- [probe] https://docs.cekura.ai/llms.txt“PROBE llms.txt: HTTP 200 at https://docs.cekura.ai/llms.txt # Cekura > Cekura is the testing and observability platform for voice AI agents. Run simulated conversations, evaluate”
- [probe] https://docs.cekura.ai/documentation/introduction.md“PROBE docs-md: HTTP 200 at https://docs.cekura.ai/documentation/introduction.md > ## Documentation Index > Fetch the complete documentation index at: https://docs.cekura.ai/llms.txt > Use this file to”
- [claimed-docs] https://docs.cekura.ai/documentation/introduction“create a comprehensive plan to integrate cekura observability”
Run the product headlessly / in CI for automationweight 2
2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max
- [claimed-docs] https://docs.cekura.ai/cli-sdk/cli.md“Manage agents, scenarios, runs, and call data from your terminal”
- [claimed-docs] https://docs.cekura.ai/cli-sdk/sdk.md“Programmatic access to Cekura — sync and async clients for application code”
- [claimed-docs] https://docs.cekura.ai/documentation/guides/cronjob.md“Learn how to set up and manage automated cron jobs for your AI agent testing and evaluation workflows.”
- [claimed-docs] https://docs.cekura.ai/documentation/guides/github-actions-ci-cd.md“Learn how to set up GitHub Actions workflows to automatically test your agents with each change”
- [claimed-docs] https://docs.cekura.ai/api-reference/user/create-api-key.md“Create a new API key. When using API key authentication, only project-level API keys can be created.”
- [probe] https://docs.cekura.ai/openapi.json“PROBE openapi: HTTP 200 at https://docs.cekura.ai/openapi.json — contains "openapi" key”
- [probe] https://docs.cekura.ai/cli-sdk/cli“official CLI documented at https://docs.cekura.ai/cli-sdk/cli”
Plug MCP servers into this product so it can use their toolsweight 3
3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max
- [claimed-docs] https://docs.cekura.ai/mcp/overview.md“Install Cekura Skills and MCP so your AI assistant can design, run, and improve voice-agent evaluations.”
- [probe] https://docs.cekura.ai/mcp/overview“official MCP server documented at https://docs.cekura.ai/mcp/overview”
Connect an agent via an official MCP serverweight 3
3 (weight) × 8 (quality) × 1.0 (full) = 24.0 of 30 max
- [claimed-docs] https://docs.cekura.ai/mcp/overview.md“Install Cekura Skills and MCP so your AI assistant can design, run, and improve voice-agent evaluations.”
- [probe] https://docs.cekura.ai/mcp/overview“official MCP server documented at https://docs.cekura.ai/mcp/overview”
Use an official CLIweight 2
2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max
- [claimed-docs] https://docs.cekura.ai/cli-sdk/cli.md“Manage agents, scenarios, runs, and call data from your terminal”
- [probe] https://docs.cekura.ai/cli-sdk/cli“official CLI documented at https://docs.cekura.ai/cli-sdk/cli”
Drive the product through a documented public APIweight 3
3 (weight) × 9 (quality) × 1.0 (full) = 27.0 of 30 max
- [probe] https://docs.cekura.ai/openapi.json“PROBE openapi: HTTP 200 at https://docs.cekura.ai/openapi.json — contains "openapi" key”
- [claimed-docs] https://docs.cekura.ai/cli-sdk/sdk.md“Programmatic access to Cekura — sync and async clients for application code”
- [claimed-docs] https://docs.cekura.ai/api-reference/observability/send-calls.md“Your agent (or its provider's post-call webhook) POSTs here with the transcript, recording URL, and metadata; Cekura stores it as a `CallLog`, schedules metric evaluation”
- [claimed-docs] https://docs.cekura.ai/api-reference/user/create-api-key.md“Create a new API key. When using API key authentication, only project-level API keys can be created.”
- [claimed-docs] https://docs.cekura.ai/cli-sdk/cli.md“Manage agents, scenarios, runs, and call data from your terminal”
- [probe] https://docs.cekura.ai/cli-sdk/cli“official CLI documented at https://docs.cekura.ai/cli-sdk/cli”
Issue scoped/least-privilege API credentials for an agentweight 2
2 (weight) × 4 (quality) × 0.6 (partial) = 4.8 of 20 max
- [claimed-docs] https://docs.cekura.ai/api-reference/user/create-api-key.md“Create a new API key. When using API key authentication, only project-level API keys can be created.”
Build against official SDKsweight 2
2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max
- [claimed-docs] https://docs.cekura.ai/cli-sdk/cli.md“Manage agents, scenarios, runs, and call data from your terminal”
- [claimed-docs] https://docs.cekura.ai/cli-sdk/sdk.md“Programmatic access to Cekura — sync and async clients for application code”
- [probe] https://docs.cekura.ai/openapi.json“PROBE openapi: HTTP 200 at https://docs.cekura.ai/openapi.json — contains "openapi" key”
- [probe] https://docs.cekura.ai/cli-sdk/cli“official CLI documented at https://docs.cekura.ai/cli-sdk/cli”
- [claimed-docs] https://docs.cekura.ai/api-reference/user/create-api-key.md“Create a new API key. When using API key authentication, only project-level API keys can be created.”
Subscribe to events via webhooksweight 2
2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max
- [claimed-docs] https://docs.cekura.ai/api-reference/observability/send-calls.md“Your agent (or its provider's post-call webhook) POSTs here with the transcript, recording URL, and metadata; Cekura stores it as a `CallLog`, schedules metric evaluation”
Agent-ready = 121.8 ÷ 210 × 100 = 58.0
API quality36.9/100×0.20 of the PA blend
The programmable surface once an agent is there — machine-readable spec, interactive docs, sandbox, versioning discipline.
Explore an interactive API reference with runnable examplesweight 2
2 (weight) × 4 (quality) × 0.6 (partial) = 4.8 of 20 max
- [probe] https://docs.cekura.ai/openapi.json“PROBE openapi: HTTP 200 at https://docs.cekura.ai/openapi.json — contains "openapi" key”
- [claimed-docs] https://docs.cekura.ai/api-reference/observability/send-calls.md“Your agent (or its provider's post-call webhook) POSTs here with the transcript, recording URL, and metadata; Cekura stores it as a `CallLog`, schedules metric evaluation”
- [claimed-docs] https://docs.cekura.ai/api-reference/user/create-api-key.md“Create a new API key. When using API key authentication, only project-level API keys can be created.”
Download a machine-readable API spec (OpenAPI or equivalent)weight 2
2 (weight) × 9 (quality) × 1.0 (full) = 18.0 of 20 max
- [probe] https://docs.cekura.ai/openapi.json“PROBE openapi: HTTP 200 at https://docs.cekura.ai/openapi.json — contains "openapi" key”
- [claimed-docs] https://docs.cekura.ai/api-reference/observability/send-calls.md“Your agent (or its provider's post-call webhook) POSTs here with the transcript, recording URL, and metadata; Cekura stores it as a `CallLog`, schedules metric evaluation”
- [claimed-docs] https://docs.cekura.ai/api-reference/user/create-api-key.md“Create a new API key. When using API key authentication, only project-level API keys can be created.”
Test against a sandbox environment without touching production dataweight 1
1 (weight) × 5 (quality) × 0.6 (partial) = 3.0 of 10 max
- [claimed-docs] https://docs.cekura.ai/documentation/guides/testing-agents/overview.md“Learn how to quickly create and test voice agents on Cekura without requiring any external API keys or integrations.”
- [claimed-docs] https://www.cekura.ai“Run thousands of synthetic conversations before go-live.”
- [claimed-docs] https://www.cekura.ai“Run the same scenarios across platforms and models. Pick the one that actually performs.”
Rely on versioned APIs with a documented deprecation policyweight 2
2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max
- [probe] https://docs.cekura.ai/openapi.json“PROBE openapi: HTTP 200 at https://docs.cekura.ai/openapi.json — contains "openapi" key”
- [claimed-docs] https://docs.cekura.ai/api-reference/user/create-api-key.md“Create a new API key. When using API key authentication, only project-level API keys can be created.”
API quality = 25.8 ÷ 70 × 100 = 36.9
Openness8.4/100×0.20 of the PA blend
Can you leave, inspect, or self-host — data export, open source, portability.
Do everything through the API that I can do in the UIweight 2
2 (weight) × 7 (quality) × 0.6 (partial) = 8.4 of 20 max
- [claimed-docs] https://docs.cekura.ai/cli-sdk/cli.md“Manage agents, scenarios, runs, and call data from your terminal”
- [claimed-docs] https://docs.cekura.ai/cli-sdk/sdk.md“Programmatic access to Cekura — sync and async clients for application code”
- [claimed-docs] https://docs.cekura.ai/api-reference/observability/send-calls.md“Your agent (or its provider's post-call webhook) POSTs here with the transcript, recording URL, and metadata; Cekura stores it as a `CallLog`, schedules metric evaluation”
- [claimed-docs] https://docs.cekura.ai/api-reference/user/create-api-key.md“Create a new API key. When using API key authentication, only project-level API keys can be created.”
- [probe] https://docs.cekura.ai/openapi.json“PROBE openapi: HTTP 200 at https://docs.cekura.ai/openapi.json — contains "openapi" key”
- [probe] https://docs.cekura.ai/cli-sdk/cli“official CLI documented at https://docs.cekura.ai/cli-sdk/cli”
- [claimed-docs] https://docs.cekura.ai/documentation/guides/dashboards.md“Build custom dashboards with widgets to visualize and analyze your call data, metrics, and metadata.”
Export all of my data in open formats and leaveweight 3
3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Read the product's source under an open licenseweight 2
2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max
no evidence cited — the verdict rests on absence of evidence, re-checked on refresh
Self-host the core productweight 3
3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max
- [claimed-docs] https://docs.cekura.ai/api-reference/user/create-api-key.md“Create a new API key. When using API key authentication, only project-level API keys can be created.”
- [claimed-docs] https://docs.cekura.ai/documentation/introduction“create a comprehensive plan to integrate cekura observability”
- [probe] https://docs.cekura.ai/llms.txt“PROBE llms.txt: HTTP 200 at https://docs.cekura.ai/llms.txt # Cekura > Cekura is the testing and observability platform for voice AI agents. Run simulated conversations, evaluate”
Openness = 8.4 ÷ 100 × 100 = 8.4
Built-in AI24.0/100×0.15 of the PA blend
Inside-out: how agentic the product itself is for its users — built-in assistants, autonomous features.
Get AI-generated insights and suggestions from my data inside the productweight 2
2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max
- [claimed-docs] https://docs.cekura.ai/documentation/key-concepts/metrics/llm-judge-metric.md“Evaluate AI voice agent calls using natural language criteria with LLM-powered judging”
- [claimed-docs] https://www.cekura.ai“Live drift detection across every call.”
- [claimed-docs] https://www.cekura.ai“Cekura flags issues → reproduces in simulation → suggests fixes automatically.”
- [claimed-docs] https://docs.cekura.ai/documentation/guides/dashboards.md“Build custom dashboards with widgets to visualize and analyze your call data, metrics, and metadata.”
Set up automations that run autonomously in the backgroundweight 2
2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max
- [claimed-docs] https://docs.cekura.ai/documentation/guides/cronjob.md“Learn how to set up and manage automated cron jobs for your AI agent testing and evaluation workflows.”
- [claimed-docs] https://docs.cekura.ai/documentation/guides/github-actions-ci-cd.md“Learn how to set up GitHub Actions workflows to automatically test your agents with each change”
- [claimed-docs] https://www.cekura.ai“Live drift detection across every call.”
- [claimed-docs] https://www.cekura.ai“Cekura flags issues → reproduces in simulation → suggests fixes automatically.”
- [claimed-docs] https://docs.cekura.ai/api-reference/observability/send-calls.md“Your agent (or its provider's post-call webhook) POSTs here with the transcript, recording URL, and metadata; Cekura stores it as a `CallLog`, schedules metric evaluation”
Delegate tasks to a built-in AI assistant inside the productweight 3
3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max
- [claimed-docs] https://www.cekura.ai“Cekura flags issues → reproduces in simulation → suggests fixes automatically.”
- [claimed-docs] https://docs.cekura.ai/mcp/overview.md“Install Cekura Skills and MCP so your AI assistant can design, run, and improve voice-agent evaluations.”
- [claimed-docs] https://docs.cekura.ai/documentation/introduction“npx skills add cekura-ai/cekura-skills --all”
Operate the product with natural-language commandsweight 2
2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max
- [claimed-docs] https://docs.cekura.ai/documentation/introduction“npx skills add cekura-ai/cekura-skills --all”
- [claimed-docs] https://docs.cekura.ai/mcp/overview.md“Install Cekura Skills and MCP so your AI assistant can design, run, and improve voice-agent evaluations.”
- [github] https://github.com/cekura-ai/cekura-skills“13 Skills, 14 Commands in one plugin”
- [claimed-docs] https://docs.cekura.ai/documentation/key-concepts/metrics/llm-judge-metric.md“Evaluate AI voice agent calls using natural language criteria with LLM-powered judging”
- [probe] https://docs.cekura.ai/mcp/overview“official MCP server documented at https://docs.cekura.ai/mcp/overview”
Built-in AI = 21.6 ÷ 90 × 100 = 24.0
Automation42.3/100×0.15 of the PA blend
Depth of automation primitives — rules, scheduling, bulk operations, webhooks.
Perform bulk operations across many items at onceweight 2
2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max
- [claimed-docs] https://www.cekura.ai“Run thousands of synthetic conversations before go-live.”
- [claimed-docs] https://docs.cekura.ai/cli-sdk/cli.md“Manage agents, scenarios, runs, and call data from your terminal”
- [claimed-docs] https://docs.cekura.ai/cli-sdk/sdk.md“Programmatic access to Cekura — sync and async clients for application code”
- [claimed-docs] https://docs.cekura.ai/documentation/guides/cronjob.md“Learn how to set up and manage automated cron jobs for your AI agent testing and evaluation workflows.”
- [claimed-docs] https://docs.cekura.ai/documentation/guides/github-actions-ci-cd.md“Learn how to set up GitHub Actions workflows to automatically test your agents with each change”
Define rules that trigger actions automatically on eventsweight 3
3 (weight) × 6 (quality) × 0.6 (partial) = 10.8 of 30 max
- [claimed-docs] https://docs.cekura.ai/documentation/guides/cronjob.md“Learn how to set up and manage automated cron jobs for your AI agent testing and evaluation workflows.”
- [claimed-docs] https://docs.cekura.ai/documentation/guides/github-actions-ci-cd.md“Learn how to set up GitHub Actions workflows to automatically test your agents with each change”
- [claimed-docs] https://www.cekura.ai“Cekura flags issues → reproduces in simulation → suggests fixes automatically.”
- [claimed-docs] https://www.cekura.ai“Live drift detection across every call.”
Schedule recurring jobs or workflowsweight 2
2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max
- [claimed-docs] https://docs.cekura.ai/documentation/guides/cronjob.md“Learn how to set up and manage automated cron jobs for your AI agent testing and evaluation workflows.”
- [claimed-docs] https://docs.cekura.ai/documentation/guides/github-actions-ci-cd.md“Learn how to set up GitHub Actions workflows to automatically test your agents with each change”
- [claimed-docs] https://docs.cekura.ai/cli-sdk/cli.md“Manage agents, scenarios, runs, and call data from your terminal”
- [claimed-docs] https://docs.cekura.ai/cli-sdk/sdk.md“Programmatic access to Cekura — sync and async clients for application code”
Version, review, and roll back my automationsweight 1
1 (weight) × 3 (quality) × 0.6 (partial) = 1.8 of 10 max
- [claimed-docs] https://docs.cekura.ai/documentation/guides/testing-agents/ab-testing.md“Compare two versions of your agent side-by-side to measure prompt, model, or configuration changes.”
- [claimed-docs] https://docs.cekura.ai/documentation/guides/dashboards.md“Build custom dashboards with widgets to visualize and analyze your call data, metrics, and metadata.”
Automation = 33.8 ÷ 80 × 100 = 42.3