updated 2026-08-12 05:02 UTC

Claude Reflect

BayramAnnakov/claude-reflect

A self-learning system for Claude Code that captures corrections, positive feedback, and preferences — then syncs them t

Agent Skills Python Grade D Listed MIT
14.4/100
Rank #145 of 148
Compare Claude Reflect

How does it stack up against its Agent Skills neighbours?

Pick any agent to compare →

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

Open compare tool Suggest correction
Listing state
Listed
Evidence coverage
Grade D · 1/5 signals
Last push
2026-03-16 · 149d ago
Recent change
New

Is Claude Reflect safe? Claude Reflect scores 14.4/100 (Grade D), ranked #145 of 148 tracked open-source AI agent projects, on evidence coverage D (1 of 5 independent signal types). The public evidence: no package-provenance attestation found; no OSSF Scorecard result yet; 8% of recent commits are signed; last pushed 2026-03-16. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in Agent Skills

#143 Digital Marketing Pro — 14.5 (D) → #144 Claude Code Skill Factory — 14.4 (D) → #146 Claude Brain — 14.2 (D) → #147 NanoResearch — 12.6 (D) →

Quick Trust Read

What Would Improve It
Add or improve OSSF Scorecard coverage so safety checks are easier to verify.
Recent Changes
2026-08-11
Newly Listed
First tracked at rank #145
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.
Refresh maintenance signals The repo was last pushed 149 days ago. Fresh activity helps separate stable projects from stale ones.
Compare with another agent Get email alerts for Claude Reflect View Agent Skills Report missing data
32.6
Activity sub-score · out of 100
#145
In Agent Skills

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 D is separate — it grades how many independent signal types back the score (1 of 5), so a high score on thin evidence stays visible. Full methodology →

Signals refreshed 2026-08-12 05:02 UTC · Repo last pushed 149 days ago

Rank Trend

2026-08-11 2026-08-12

Activity & Reach

Stars
1.3k
Forks
110
Last Push
2026-03-16
149 days ago
Commits (4 wk)
0
Downloads (7d)
—
HN mentions (30d)
—
Open Issues
9
Rank Change
=
was #145

Analysis

HVTrust Dimensions vs Agent Skills

14.4 / 100 · 50.0% confidence

Claude Reflect Agent Skills average (148 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
0.4 / 25
2.3 below avg 2.7
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
0.5 below avg 11.3
Transparency50% declared license · 50% OSSF Scorecard
8.5 / 17
in line with avg 8.5
Maintenance60% last-push freshness · 40% commit activity
2.1 / 20
13.0 below avg 15.1
AdoptionLog-scaled stars · package downloads
7.5 / 20
1.7 below avg 9.2

Activity Inputs

32.6 / 100
StarsRepository reach
18.7 / 30
FreshnessLast push recency
4.3 / 25
ActivityRecent commits
0.0 / 25
CommunityFork signal
9.5 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
—
Not available
Signed Commits
8%
of last 100 commits verified

Is Claude Reflect safe?

Public trust evidence for Claude Reflect 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 Claude Reflect publish package provenance?
No published build provenance is currently detected for Claude Reflect. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does Claude Reflect have an OpenSSF Scorecard?
No OpenSSF Scorecard data is currently published for Claude Reflect. 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 Claude Reflect actively maintained?
Slowing down. Last push was 149 days ago — keep an eye on whether activity resumes.
What license does Claude Reflect use?
Claude Reflect ships under MIT. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are Claude Reflect's commits signed?
8% of the last 100 commits to Claude Reflect 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
None detected
No MCP server signal detected.
Detailed evidence is not shown in the public view.
External Service Dependencies
medium confidence
1 detected
Public provider/service dependencies detected.
Credential signal: No explicit API-key/config marker detected.
Tool / Plugin Surface
high confidence
Declared
Declared 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 Claude Reflect?

For maintainers

HVTrust scores Claude Reflect 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
Listed 1
2026-08-11
Newly Listed
First tracked at rank #145
GitHub →

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 14.4 Grade D
Markdown:
[![HVTrust](https://hvtracker.net/badge/claude-reflect.svg)](https://hvtracker.net/agents/claude-reflect)
HTML:
<a href="https://hvtracker.net/agents/claude-reflect"><img src="https://hvtracker.net/badge/claude-reflect.svg" alt="HVTrust"></a>

Other agents in Agent Skills

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