Is Mirascope safe to use?

Mirascope has an HVTrust score of 48.5/100 (Grade D), ranked #971 of 1328 tracked AI agent projects. This score reflects verifiable supply-chain integrity, transparency, maintenance, and adoption signals.

What is the trust score for Mirascope?

Mirascope scores 48.5/100 on HVTracker's evidence-weighted HVTrust scale. It has 1.5k GitHub stars and is categorized under Agent Frameworks.

Mirascope

Mirascope/mirascope

The LLM Anti-Framework

Agent Frameworks Python Grade D Listed MIT

48.5/100

Rank #971 of 1328

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Thin or incomplete trust evidence. Review carefully before production use.

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Listing state

Listed

Evidence coverage

Grade C · 2/5 signals

Last push

2026-09-13 · 7d ago

Recent change

No recent signal change

Is Mirascope safe? Mirascope scores 48.5/100 (Grade D), ranked #971 of 1328 tracked open-source AI agent projects, on evidence coverage C (2 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 4.6/10; 3% of recent commits are signed; last pushed 2026-09-13. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in Agent Frameworks

#81 LlamaIndex — 49.0 (D) → #82 Qwen Agent — 48.7 (D) → #84 Mastra — 48.4 (D) → #85 blades — 48.3 (D) →

Quick Trust Read

What Would Improve It

Publish package provenance or release attestations for stronger supply-chain evidence.

Recent Changes

2026-09-12

Rank Moved

Rank dropped 10 spots (#953 → #963)

2026-09-11

Rank Moved

Rank dropped 11 spots (#942 → #953)

2026-09-09

Rank Moved

Rank dropped 15 spots (#919 → #934)

Maintainer Checklist

Raise Scorecard signals Current OSSF Scorecard is 4.6/10. Tighten the weakest checks to improve public safety evidence.

Publish provenance Add package provenance or release attestations so users can verify where shipped artifacts came from.

Increase signed commits Raise the share of verified-signed commits to make maintainer identity and release history easier to trust.

Compare with another agent Get email alerts for Mirascope View Agent Frameworks Report missing data

65.0

Activity sub-score · out of 100

#83

In Agent Frameworks

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade D reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage C is separate — it grades how many independent signal types back the score (2 of 5), so a high score on thin evidence stays visible. Full methodology →

Rank Trend

2026-08-11 2026-09-20

Activity & Reach

Stars

1.5k

Forks

127

Last Push

2026-09-13

7 days ago

Commits (4 wk)

Downloads (7d)

—

HN mentions (30d)

—

Open Issues

Rank Change

▼6

was #965

Analysis

HVTrust Dimensions vs Agent Frameworks

48.5 / 100 · 100.0% confidence

Mirascope Agent Frameworks average (122 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits

5.9 / 25

3.8 below avg 9.7

Identity / Provenance60% listing status · 40% build provenance

10.8 / 18

0.8 below avg 11.6

Transparency50% declared license · 50% OSSF Scorecard

12.4 / 17

in line with avg 12.4

Maintenance60% last-push freshness · 40% commit activity

13.4 / 20

in line with avg 13.9

AdoptionLog-scaled stars · package downloads

7.6 / 20

3.6 below avg 11.2

Activity Inputs

65.0 / 100

StarsRepository reach

19.1 / 30

FreshnessLast push recency

24.0 / 25

ActivityRecent commits

11.9 / 25

CommunityFork signal

9.8 / 20

Supply Chain Trust

Package Provenance

None

No package attestations found

OSSF Scorecard

4.6 / 10

OpenSSF Scorecard · scanned Sep 19, 2026

Signed Commits

of last 100 commits verified

Binary-Artifacts 10

Branch-Protection 5

CI-Tests -1

CII-Best-Practices 0

Code-Review 0

Contributors 10

Dangerous-Workflow 10

Dependency-Update-Tool 10

Fuzzing 0

License 10

Maintained 10

Packaging -1

Pinned-Dependencies 0

SAST 0

Security-Policy 0

Signed-Releases -1

Token-Permissions 0

Vulnerabilities 0

Is Mirascope safe?

Public trust evidence for Mirascope is thin: several supply-chain signals are missing or weak. This does not mean the project is unsafe — it means an outside observer cannot easily verify the usual integrity checks. Treat with extra scrutiny.

Does Mirascope publish package provenance?

No published build provenance is currently detected for Mirascope. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.

Does Mirascope have an OpenSSF Scorecard?

Mirascope has an OpenSSF Scorecard score of 4.6/10. The Scorecard checks for branch protection, signed releases, dependency updates, fuzzing, code review, and other supply-chain hygiene items. See the full check breakdown on this page.

Is Mirascope actively maintained?

Actively maintained. The repository was pushed to within the last 7 day(s).

What license does Mirascope use?

Mirascope ships under MIT. A declared, OSI-approved license is one of the transparency signals HVTrust scores.

Are Mirascope's commits signed?

3% of the last 100 commits to Mirascope are verified-signed (GPG, SSH, S/MIME, or GitHub's signing flow). Signed commits help confirm that code was authored by who the commit claims.

Not a safety endorsement. HVTracker describes what public signals show, not whether a project is safe for your use case. Run your own security review before adopting in production.

AI agent surface

MCP, providers, tool surface

Scored in HVTrust

These runtime-trust fields — detected from public repo docs and manifests — contribute a bounded adjustment to this project's HVTrust score alongside supply-chain evidence. The exact values each field can add or subtract are documented in the methodology → Compare this surface across every listed agent in the capability matrix →

MCP Server Support

medium confidence

Declared

MCP support appears present, but direct server implementation is less certain.

Detailed evidence is not shown in the public view.

External Service Dependencies

high confidence

3 detected

Public provider/service dependencies detected.

Credential signal: No explicit API-key/config marker detected.

Tool / Plugin Surface

medium confidence

Extensions

Extension based plugin/integration surface detected.

Detailed evidence is not shown in the public view.

Package Provenance Drift

N/A

No package source configured

Detailed evidence is not shown in the public view.

MCP signal live
External deps live
Tool / plugin surface live
Package provenance drift live

Maintain Mirascope?

For maintainers

HVTrust scores Mirascope from public signals only — we never contact maintainers first. If a signal is wrong, stale, or missing (provenance you publish, a Scorecard you run, signed releases), tell us and we'll review it. Corrections are public and tracked on GitHub.

Submit a correction → Add the trust badge

Reputation Timeline

Signal history

2026-09-12

Rank Moved

Rank dropped 10 spots (#953 → #963)

2026-09-11

Rank Moved

Rank dropped 11 spots (#942 → #953)

2026-09-09

Rank Moved

Rank dropped 15 spots (#919 → #934)

2026-09-07

Rank Moved

Rank dropped 38 spots (#879 → #917)

2026-09-06

Rank Moved

Rank dropped 14 spots (#865 → #879)

2026-09-05

Rank Moved

Rank dropped 58 spots (#807 → #865)

2026-09-04

Rank Moved

Rank dropped 30 spots (#777 → #807)

2026-09-03

Rank Moved

Rank dropped 67 spots (#710 → #777)

2026-09-02

Rank Moved

Rank dropped 37 spots (#673 → #710)

2026-09-01

Grade Changed

Trust grade C → D

2026-09-01

Rank Moved

Rank dropped 25 spots (#648 → #673)

2026-08-31

Rank Moved

Rank dropped 35 spots (#613 → #648)

2026-08-30

Rank Moved

Rank dropped 12 spots (#601 → #613)

2026-08-29

Grade Changed

Trust grade D → C

2026-08-29

Rank Moved

Rank dropped 31 spots (#570 → #601)

2026-08-27

Rank Moved

Rank dropped 17 spots (#544 → #561)

2026-08-26

Rank Moved

Rank dropped 79 spots (#465 → #544)

2026-08-24

Rank Moved

Rank dropped 14 spots (#451 → #465)

2026-08-22

Grade Changed

Trust grade C → D

2026-08-22

Rank Moved

Rank rose 10 spots (#462 → #452)

2026-08-19

Grade Changed

Trust grade D → C

2026-08-18

Grade Changed

Trust grade C → D

2026-08-17

Rank Moved

Rank rose 11 spots (#461 → #450)

2026-08-13

Rank Moved

Rank dropped 17 spots (#431 → #448)

2026-08-12

Rank Moved

Rank rose 12 spots (#443 → #431)

2026-08-10

Rank Moved

Rank dropped 17 spots (#434 → #451)

2026-08-08

Rank Moved

Rank dropped 110 spots (#319 → #429)

2026-07-15

Rank Moved

Rank dropped 18 spots (#263 → #281)

2026-07-14

Rank Moved

Rank dropped 14 spots (#249 → #263)

2026-07-13

Rank Moved

Rank dropped 29 spots (#220 → #249)

2026-06-24

Scorecard Added

OSSF Scorecard: 4.6/10

2026-06-24

Grade Changed

Trust grade D → C

2026-06-24

Rank Moved

Rank rose 81 spots (#293 → #212)

2026-06-24

HVTrust Changed

HVTrust up 32.1pts (21.9 → 54.0)

GitHub →

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For maintainers

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Other agents in Agent Frameworks

Data sources
GitHub REST API (repo, commits, stars, forks, license) · OpenSSF Scorecard CLI
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.3 · Raw JSON