Mirascope

The LLM Anti-Framework

Agent Frameworks Python Grade D Listed MIT
Listing state
Listed
HVTrust
21.6/100 · Grade D
Last push
2026-06-21 · 1d ago
Recent change
New

Quick Trust Read

Verdict
Thin or incomplete trust evidence. Review carefully before production use.
21.6/100 · Grade D
Strongest Signal
Maintenance
16.2/20
Weakest Signal
Safety / Integrity
0.1/25
What Would Improve It
Add or improve OSSF Scorecard coverage so safety checks are easier to verify.
Recent Changes
2026-06-21
Newly Listed
First tracked at rank #280
Maintainer Checklist
Add Scorecard coverage Expose the repository to OpenSSF Scorecard checks so supply-chain posture is easier to verify.
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.
67.3
Activity Score · out of 100
21.6
HVTrust Score · out of 100
#281
Global Rank · of 300
#65

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. Full methodology →

Signals refreshed 2026-06-22 00:01 UTC · Repo last pushed yesterday

Activity & Reach

Stars
1.5k
Forks
118
Last Push
2026-06-21
yesterday
Commits (4 wk)
11
Downloads (7d)
HN mentions (30d)
Open Issues
16
Rank Change
▼1
was #280

Analysis

HVTrust Dimensions

21.6 / 100 · 50.0% confidence
Safety / IntegrityOSSF, provenance, signatures
0.1 / 25
Identity / ProvenanceListing and build link
10.8 / 18
TransparencyLicense and public checks
8.5 / 17
MaintenanceFreshness and commits
16.2 / 20
AdoptionStars and downloads
7.6 / 20

Activity Inputs

67.3 / 100
StarsRepository reach
19.1 / 30
FreshnessLast push recency
24.9 / 25
ActivityRecent commits
13.5 / 25
CommunityFork signal
9.7 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
Not available
Signed Commits
2%
of last 100 commits verified

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?
No OpenSSF Scorecard data is currently published for Mirascope. Maintainers can enable the Scorecard GitHub Action to get a public score; without it, automated supply-chain hygiene is harder for outsiders to verify.
Is Mirascope actively maintained?
Actively maintained. The repository was pushed to within the last 1 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?
2% 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

Profile context only

HVTrust currently ranks supply-chain and project-integrity trust only. This public view shows a compact AI-agent surface snapshot from repo docs and manifests. These fields are descriptive context and do not affect the production HVTrust rank. An experimental local preview remains available in Score Lab →, and the policy boundary is tracked on the roadmap →

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.
  • Anthropic
  • Google Gemini
  • OpenAI
Credential signal: No explicit API-key/config marker detected.
Tool / Plugin Surface
high confidence
Extensions
Extension based plugin/integration surface detected.
  • code
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?

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.

Reputation Timeline

Listed 1
2026-06-21
Newly Listed
First tracked at rank #280

Embed Badge Badge guide for maintainers →

HVTrust 21.6 Grade D
Markdown:
[![HVTrust](https://hvtracker.net/badge/mirascope.svg)](https://hvtracker.net/agents/mirascope)
HTML:
<a href="https://hvtracker.net/agents/mirascope"><img src="https://hvtracker.net/badge/mirascope.svg" alt="HVTrust"></a>

Other agents in Agent Frameworks

Data sources
GitHub REST API (repo, commits, stars, forks, license)
Each agent's signals refresh once daily across 6 staggered batches. Methodology v3.2 · Raw JSON