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
42.8/100
Rank #1103 of 1328
Compare MiroThinker

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

Open compare tool Suggest correction
Listing state
Listed
Evidence coverage
Grade C · 2/5 signals
Last push
2026-07-06 · 76d ago
Recent change
No recent signal change

Is MiroThinker safe? MiroThinker scores 42.8/100 (Grade D), ranked #1103 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 3.0/10; 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

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 11 spots (#1083 → #1094)
2026-09-11
Rank Moved
Rank dropped 10 spots (#1073 → #1083)
2026-09-09
Rank Moved
Rank dropped 13 spots (#1062 → #1075)
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 3.0/10. 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 76 days ago. Fresh activity helps separate stable projects from stale ones.
51.0
Activity sub-score · out of 100
#22

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 →

Signals refreshed 2026-09-20 15:32 UTC · Repo last pushed 76 days ago

Rank Trend

2026-08-11 2026-09-20

Activity & Reach

Stars
8.4k
Forks
646
Last Push
2026-07-06
76 days ago
Commits (4 wk)
0
Downloads (7d)
HN mentions (30d)
Open Issues
1
Rank Change
▼5
was #1098

Analysis

HVTrust Dimensions vs Research & Data

42.8 / 100 · 100.0% confidence

MiroThinker Research & Data average (33 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
6.2 / 25
2.0 below avg 8.2
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
1.1 below avg 11.9
Transparency50% declared license · 50% OSSF Scorecard
11.1 / 17
0.7 below avg 11.8
Maintenance60% last-push freshness · 40% commit activity
6.9 / 20
5.9 below avg 12.8
AdoptionLog-scaled stars · package downloads
9.4 / 20
1.5 below avg 10.9

Activity Inputs

51.0 / 100
StarsRepository reach
23.5 / 30
FreshnessLast push recency
14.4 / 25
ActivityRecent commits
0.0 / 25
CommunityFork signal
13.1 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
3.0 / 10
OpenSSF Scorecard · scanned Sep 20, 2026
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 0
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 3.0/10. 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 76 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
2 tags
Broad capability areas detected.
  • browser
  • database
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.

Reputation Timeline

Signal history
Rank 28HVTrust 2Scorecard 1Score 1
2026-09-12
Rank Moved
Rank dropped 11 spots (#1083 → #1094)
2026-09-11
Rank Moved
Rank dropped 10 spots (#1073 → #1083)
2026-09-09
Rank Moved
Rank dropped 13 spots (#1062 → #1075)
2026-09-08
Rank Moved
Rank dropped 10 spots (#1052 → #1062)
2026-09-07
Rank Moved
Rank dropped 36 spots (#1016 → #1052)
2026-09-06
Rank Moved
Rank dropped 12 spots (#1004 → #1016)
2026-09-05
Rank Moved
Rank dropped 50 spots (#954 → #1004)
2026-09-04
Rank Moved
Rank dropped 32 spots (#922 → #954)
2026-09-03
Rank Moved
Rank dropped 47 spots (#875 → #922)
2026-09-02
Rank Moved
Rank dropped 49 spots (#826 → #875)
2026-09-01
Rank Moved
Rank dropped 30 spots (#796 → #826)
2026-08-31
Rank Moved
Rank dropped 33 spots (#763 → #796)
2026-08-30
Rank Moved
Rank dropped 29 spots (#734 → #763)
2026-08-29
Rank Moved
Rank dropped 49 spots (#685 → #734)
2026-08-28
Rank Moved
Rank dropped 21 spots (#664 → #685)
2026-08-27
Rank Moved
Rank dropped 22 spots (#642 → #664)
2026-08-26
Rank Moved
Rank dropped 101 spots (#541 → #642)
2026-08-24
Rank Moved
Rank dropped 16 spots (#527 → #543)
2026-08-22
Rank Moved
Rank rose 12 spots (#539 → #527)
2026-08-10
Rank Moved
Rank dropped 17 spots (#495 → #512)
2026-08-08
Rank Moved
Rank dropped 133 spots (#358 → #491)
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)

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 42.8 Grade D
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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 v4.3 · Raw JSON