Is MiroThinker safe to use?

MiroThinker has an HVTrust score of 45.0/100 (Grade D), ranked #353 of 468 tracked AI agent projects. This score reflects verifiable supply-chain integrity, transparency, maintenance, and adoption signals.

What is the trust score for MiroThinker?

MiroThinker scores 45.0/100 on HVTracker's evidence-weighted HVTrust scale. It has 8.4k GitHub stars and is categorized under Research & Data.

MiroThinker

MiroMindAI/MiroThinker

MiroThinker is a deep research agent optimized for complex research and prediction tasks. Our latest models, MiroThinker

Research & Data Python Grade D Listed Apache-2.0

45.0/100

Rank #353 of 468

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How does it stack up against its Research & Data neighbours?

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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

2026-07-06 · 31d ago

Recent change

No recent signal change

Is MiroThinker safe? MiroThinker scores 45.0/100 (Grade D), ranked #353 of 468 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 3.1/10; 49% of recent commits are signed; last pushed 2026-07-06. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in Research & Data

#12 Lumibot — 55.4 (C) → #13 FinRobot — 52.1 (C) → #15 STORM — 44.2 (D) → #16 auto-deep-researcher-24x7 — 42.0 (D) →

Quick Trust Read

What Would Improve It

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

Recent Changes

2026-07-29

Rank Moved

Rank dropped 10 spots (#340 → #350)

2026-07-15

Rank Moved

Rank dropped 23 spots (#301 → #324)

2026-07-14

Rank Moved

Rank dropped 17 spots (#284 → #301)

Maintainer Checklist

Raise Scorecard signals Current OSSF Scorecard is 3.1/10. 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.

Refresh maintenance signals The repo was last pushed 31 days ago. Fresh activity helps separate stable projects from stale ones.

Compare with another agent Get email alerts for MiroThinker View Research & Data Report missing data

57.4

Activity sub-score · out of 100

#14

In Research & Data

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

2026-07-05 2026-08-06

Activity & Reach

Stars

8.4k

Forks

644

Last Push

2026-07-06

31 days ago

Commits (4 wk)

Downloads (7d)

—

HN mentions (30d)

—

Open Issues

Rank Change

was #353

Analysis

HVTrust Dimensions vs Research & Data

45.0 / 100 · 100.0% confidence

MiroThinker Research & Data average (24 agents)

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

6.3 / 25

1.7 below avg 8.0

Identity / Provenance60% listing status · 40% build provenance

10.8 / 18

0.9 below avg 11.7

Transparency50% declared license · 50% OSSF Scorecard

11.1 / 17

0.7 below avg 11.8

Maintenance60% last-push freshness · 40% commit activity

9.9 / 20

2.6 below avg 12.5

AdoptionLog-scaled stars · package downloads

9.4 / 20

2.4 below avg 11.8

Activity Inputs

57.4 / 100

StarsRepository reach

23.5 / 30

FreshnessLast push recency

20.7 / 25

ActivityRecent commits

0.0 / 25

CommunityFork signal

13.1 / 20

Supply Chain Trust

Package Provenance

None

No package attestations found

OSSF Scorecard

3.1 / 10

OpenSSF Scorecard · scanned Jul 10, 2026 (refresh pending)

Signed Commits

49%

of last 100 commits verified

Binary-Artifacts 10

Branch-Protection 0

CI-Tests 10

CII-Best-Practices 0

Code-Review 4

Contributors 10

Dangerous-Workflow 10

Dependency-Update-Tool 0

Fuzzing 0

License 10

Maintained 1

Packaging -1

Pinned-Dependencies 0

SAST 0

Security-Policy 0

Signed-Releases -1

Token-Permissions 0

Vulnerabilities 0

Is MiroThinker safe?

Public trust evidence for MiroThinker 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 MiroThinker publish package provenance?

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

Does MiroThinker have an OpenSSF Scorecard?

MiroThinker has an OpenSSF Scorecard score of 3.1/10. 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 MiroThinker actively maintained?

Slowing down. Last push was 31 days ago — keep an eye on whether activity resumes.

What license does MiroThinker use?

MiroThinker ships under Apache-2.0. A declared, OSI-approved license is one of the transparency signals HVTrust scores.

Are MiroThinker's commits signed?

49% of the last 100 commits to MiroThinker 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

high confidence

Implemented

MiroThinker appears to expose MCP server capabilities.

Detailed evidence is not shown in the public view.

External Service Dependencies

high confidence

5 detected

Public provider/service dependencies detected.

Credential signal: API keys or service config markers documented.

Tool / Plugin Surface

high confidence

Declared

Declared plugin/integration surface detected.

browser
code
database
search

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 MiroThinker?

For maintainers

HVTrust scores MiroThinker 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

2026-07-29

Rank Moved

Rank dropped 10 spots (#340 → #350)

2026-07-15

Rank Moved

Rank dropped 23 spots (#301 → #324)

2026-07-14

Rank Moved

Rank dropped 17 spots (#284 → #301)

2026-07-13

Rank Moved

Rank dropped 34 spots (#250 → #284)

2026-07-06

Rank Moved

Rank rose 21 spots (#257 → #236)

2026-07-06

HVTrust Changed

HVTrust up 4.7pts (43.7 → 48.4)

2026-07-06

Activity Score Changed

Activity score up 10pts (52 → 62)

2026-06-24

Rank Moved

Rank dropped 33 spots (#214 → #247)

2026-06-23

Scorecard Added

OSSF Scorecard: 3.9/10

2026-06-23

Rank Moved

Rank rose 76 spots (#290 → #214)

2026-06-23

HVTrust Changed

HVTrust up 27.8pts (19.6 → 47.4)

2026-06-21

Rank Moved

Rank dropped 29 spots (#259 → #288)

2026-06-20

Newly Listed

First tracked at rank #259

GitHub →

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For maintainers

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Other agents in Research & Data

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 v4.2 · Raw JSON