# Humanloop vs Mirascope

**Leader by Vioscale score:** Humanloop

| Attribute | Humanloop | Mirascope |
|---|---|---|
| **Vioscale score** | 55 (55% (medium)) | 48.7 (35% (low)) |
| activity.commits_last_30d | - | 3 |
| adoption.dependent_repos | - | 0 |
| adoption.github_stars | - | 1,522 |
| deployment.options | `{"cloud":true,"hybrid":true,"self_hosted":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | A platform that helps teams develop, test, and monitor AI applications through evaluation workflows, prompt management, and production observability. It supports both technical engineers and non-technical domain experts to iterate on AI systems using real-world data and automated assessments. | An open-source Python and TypeScript framework that provides a single interface for developing applications using large language models from multiple providers. It includes built-in tracing, versioning, structured outputs, and tool use capabilities. |
| features.capabilities | `{"ab_testing":true,"soc2_type_ii":true,"pricing_model":"usage/seat-based-saas","self_hostable":true,"multi_step_flows":true,"tracing_included":true,"versioning_model":"hybrid","diff_and_rollback":true,"architecture_model":"managed_cloud_saas","non_engineer_editing":true,"multi_model_playground":true,"llm_judge_or_human_eval":true,"mit_or_apache_permissive_oss_license":false,"production_ab_testing_of_system_prompts":true,"prompt_playground_and_in_dashboard_replay":true,"automated_anomaly_detection_for_rate_limits":true,"multi_step_agentic_workflow_distributed_tracing":true,"user_feedback_score_api_for_thumbs_up_down_tags":true}` | `{"pricing_model":"open-source-self-host","self_hostable":true,"deployment_model":"self-hosted","multi_step_flows":true,"tracing_included":true,"versioning_model":"UI-hosted registry","multi_model_playground":true}` |
| integrations.count | 5 | 1 |
| integrations.list | `[{"name":"Git"},{"name":"CI/CD pipelines"},{"name":"Vercel AI SDK"},{"name":"OpenAI"},{"name":"Anthropic"}]` | `[{"name":"Langfuse"}]` |
| language.primary | - | Python |
| license.spdx | - | MIT |
| market.availability | `{"hqCountry":"GB","primaryMarkets":["US","GB","EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | `{"web":true}` |
| pricing | `{"type":"subscription","plans":[{"free":true,"name":"Free","summary":"50 eval runs","contactSales":false,"includedLimits":{"eval_runs":"50"}},{"free":false,"name":"Startup","summary":"25% performance improvement","description":"For early stage VC backed startups","contactSales":false},{"free":false,"name":"Enterprise","features":["SSO + SAML","Role-based access controls","Hands-on support with SLA","VPC deployment add-on"],"contactSales":true}],"addOns":[{"name":"VPC deployment"}],"summary":"Free tier with 50 eval runs. Paid plans available; enterprise requires contact.","currency":"USD","freeTier":true,"sourceUrl":"https://humanloop.com/pricing","retrievedAt":"2026-08-25T15:41:29.826Z","billingPeriods":["month","year"]}` | `{"type":"open_source","summary":"Open-source framework available free; optional managed Router service uses credit-based usage pricing","freeTier":true,"sourceUrl":"https://mirascope.com","retrievedAt":"2026-08-21T11:04:31.085Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | commercial |
| pricing.price_level | low | free |
| pricing.transparent | no | yes |
| release.cadence_days | - | 7 |
| release.history | - | `[{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.5.0","date":"2026-06-24T03:47:55Z","type":"stable","version":"v2.5.0"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.4.0","date":"2026-03-08T03:59:23Z","type":"stable","version":"v2.4.0"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.3.0","date":"2026-02-27T23:43:32Z","type":"stable","version":"v2.3.0"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.2.2","date":"2026-02-05T21:00:37Z","type":"stable","version":"v2.2.2"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.2.1","date":"2026-02-05T08:20:56Z","type":"stable","version":"v2.2.1"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.2.0","date":"2026-02-04T04:57:48Z","type":"stable","version":"v2.2.0"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.1.1","date":"2026-02-01T23:17:12Z","type":"stable","version":"v2.1.1"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.1.0","date":"2026-01-30T22:21:55Z","type":"stable","version":"v2.1.0"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.0.2","date":"2026-01-23T06:31:33Z","type":"stable","version":"v2.0.2"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.0.1","date":"2026-01-22T00:35:32Z","type":"stable","version":"v2.0.1"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.0.0","date":"2026-01-21T23:32:00Z","type":"stable","version":"v2.0.0"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.0.0-alpha.6","date":"2026-01-10T02:06:41Z","type":"prerelease","version":"v2.0.0-alpha.6"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.0.0-alpha.5","date":"2025-12-31T04:52:37Z","type":"prerelease","version":"v2.0.0-alpha.5"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.0.0-alpha.4","date":"2025-12-19T19:38:09Z","type":"prerelease","version":"v2.0.0-alpha.4"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.0.0-alpha.3","date":"2025-12-13T00:49:55Z","type":"prerelease","version":"v2.0.0-alpha.3"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.0.0-alpha.2","date":"2025-11-15T20:46:00Z","type":"prerelease","version":"v2.0.0-alpha.2"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v1.25.7","date":"2025-11-08T00:03:46Z","type":"stable","version":"v1.25.7"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.0.0-alpha.1","date":"2025-11-06T22:49:32Z","type":"prerelease","version":"v2.0.0-alpha.1"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v2.0.0-alpha.0","date":"2025-11-06T01:42:50Z","type":"prerelease","version":"v2.0.0-alpha.0"},{"url":"https://github.com/Mirascope/mirascope/releases/tag/v1.25.6","date":"2025-08-14T22:53:11Z","type":"stable","version":"v1.25.6"}]` |
| security.disclosure_policy | yes | - |
| security.gdpr | yes | - |
| security.hipaa | yes | - |
| security.soc2 | yes | - |
| security.vulnerabilities | - | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2FMirascope%2Fmirascope&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (Prompt Management)

| Capability | Humanloop | Mirascope |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Versioning model | Hybrid | UI hosted registry |
| Diff and rollback | ✓ | - |
| Deploy without redeploy | - | - |
| Non engineer editing | ✓ | - |
| Multi model playground | ✓ | ✓ |
| Ab testing | ✓ | - |
| LLM judge or human eval | ✓ | - |
| Multi step flows | ✓ | ✓ |
| Approval workflow | - | - |
| Tracing included | ✓ | ✓ |
| Self hostable | ✓ | ✓ |
| Deployment model | - | Self hosted |
| Pricing model | Usage/seat based saas | Open source self host |

*Source: Vioscale. Generated 2026-09-01T16:47:34.937Z. "-" = undocumented, not absent.*