DeepAnalyze

DeepAnalyze is the first agentic LLM for autonomous data science. 🎈你的AI数据分析师,自动分析大量数据,一键生成专业分析报告!

Research & Data Python Listed MIT

Is DeepAnalyze safe? Thin or incomplete trust evidence. Review carefully before production use.

OSSF Scorecard No result
Provenance None
Signed commits 14%
Last push 15d ago
Compare DeepAnalyze
Suggest a correction

In detail: DeepAnalyze scores 21.9/100 (Grade D), ranked #1340 of 1346 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; 14% of recent commits are signed; last pushed 2026-09-23. Every point is earned from checkable signals — never paid placement. How scoring works →

How DeepAnalyze could raise its score

Each line changes one public signal and recomputes with the live scoring function. The gains don't add up exactly, because the score is capped near the top.

Chain of custody

Scanners check what the code says. This traces who ships DeepAnalyze and whether that has changed: from the source repository, through how changes are reviewed and released, to the code you run. These are the checks for OWASP ASI04 Agentic Supply Chain Vulnerabilities.

  1. Source Partly signed

    github.com/ruc-datalab/DeepAnalyze, MIT, last pushed 2026-09-23. 14% of the last 100 commits carry a verified signature; the rest can't be tied to a verified identity.

  2. Review and release Not checked

    No OpenSSF Scorecard result yet, so branch protection, code review and release signing are unverified.

  3. Published packages None

    No registry package. DeepAnalyze is used from its repository, so what you run is whatever you check out: pin a release tag or commit.

Changes to this chain

No change to package provenance, package source links, Scorecard coverage or license in HVTracker's daily snapshots of DeepAnalyze.

Evidence behind this score

Coverage D: 1 of 5 independent evidence types found.

  • GitHub repository data
  • Package downloads (missing)
  • Supply-chain checks (missing)
  • Public actions (missing)
  • Community mentions (missing)

Verify this score yourself

Every build re-issues DeepAnalyze’s score as an Ed25519-signed credential, valid for 7 days. You can check it offline against HVTracker’s published key; if anyone changes a number after signing, verification fails.

What this score doesn’t check

It covers who ships the code, not what the code does. It doesn’t read tool descriptions or prompts for injected instructions, watch runtime behaviour, or find bugs nobody has disclosed yet. For that, run a content scanner before you connect it, such as Cisco MCP Scanner or Snyk Agent Scan.

How DeepAnalyze compares in Research & Data

  1. #31 SoL-Pi 23.2 +1.3
  2. #32 Agent Laboratory 23.0 +1.1
  3. #33 DeepAnalyze 21.9 this agent
  4. #34 Comp AI CRM 19.7 −2.2
  5. #35 ai-hedge-fund-crypto 16.2 −5.7

Bars show each HVTrust score; the tick marks DeepAnalyze’s 21.9.

Where the 21.9 comes from

HVTrust dimensions vs the Research & Data average

21.9 / 100 · 50.0% confidence

DeepAnalyze Research & Data average (36 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
0.7 / 25
7.4 below avg 8.1
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
1.0 below avg 11.8
Transparency50% declared license · 50% OSSF Scorecard
8.5 / 17
3.1 below avg 11.6
Maintenance60% last-push freshness · 40% commit activity
15.6 / 20
2.6 above avg 13.0
AdoptionLog-scaled stars · package downloads
8.8 / 20
2.0 below avg 10.8

Quick Trust Read

What Would Improve It
Add or improve OSSF Scorecard coverage so safety checks are easier to verify.
Recent Changes
2026-09-23
Rank Moved
Rank dropped 216 spots (#1100 → #1316)
2026-09-22
Rank Moved
Rank dropped 665 spots (#435 → #1100)
2026-09-21
Rank Moved
Rank rose 883 spots (#1318 → #435)
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.
72.7
Activity sub-score · out of 100
#33

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 2026-10-08 00:13 UTC · Repo last pushed 15 days ago

Rank Trend

2026-09-29 2026-10-07

Activity & Reach

Stars
4.7k
Forks
739
Last Push
2026-09-23
15 days ago
Commits (4 wk)
13
Downloads (7d)
—
HN mentions (30d)
—
Open Issues
17
Rank Change
=
was #1340

Analysis

Activity Inputs

72.7 / 100
StarsRepository reach
22.0 / 30
FreshnessLast push recency
22.9 / 25
ActivityRecent commits
14.3 / 25
CommunityFork signal
13.3 / 20

Common questions about DeepAnalyze

Public trust evidence for DeepAnalyze 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 DeepAnalyze publish package provenance?
No published build provenance is currently detected for DeepAnalyze. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does DeepAnalyze have an OpenSSF Scorecard?
No OpenSSF Scorecard data is currently published for DeepAnalyze. 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 DeepAnalyze actively maintained?
Maintained. Last push was 15 days ago.
What license does DeepAnalyze use?
DeepAnalyze ships under MIT. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are DeepAnalyze's commits signed?
14% of the last 100 commits to DeepAnalyze 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
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 DeepAnalyze?

For maintainers

HVTrust scores DeepAnalyze 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 22Score 3
2026-09-23
Rank Moved
Rank dropped 216 spots (#1100 → #1316)
2026-09-22
Rank Moved
Rank dropped 665 spots (#435 → #1100)
2026-09-21
Rank Moved
Rank rose 883 spots (#1318 → #435)
2026-09-05
Rank Moved
Rank dropped 12 spots (#1279 → #1291)
2026-09-04
Rank Moved
Rank dropped 12 spots (#1267 → #1279)
2026-09-03
Rank Moved
Rank dropped 31 spots (#1236 → #1267)
2026-09-02
Rank Moved
Rank dropped 34 spots (#1202 → #1236)
2026-09-01
Rank Moved
Rank dropped 35 spots (#1167 → #1202)
2026-08-31
Rank Moved
Rank dropped 29 spots (#1138 → #1167)
2026-08-30
Rank Moved
Rank dropped 44 spots (#1094 → #1138)
2026-08-29
Rank Moved
Rank dropped 37 spots (#1057 → #1094)
2026-08-28
Rank Moved
Rank rose 57 spots (#1114 → #1057)
2026-08-28
Activity Score Changed
Activity score up 14pts (66 → 80)
2026-08-27
Rank Moved
Rank dropped 21 spots (#1093 → #1114)
2026-08-26
Rank Moved
Rank rose 72 spots (#1165 → #1093)
2026-08-26
Activity Score Changed
Activity score up 14pts (53 → 66)
2026-08-16
Rank Moved
Rank dropped 24 spots (#1132 → #1156)
2026-08-10
Rank Moved
Rank dropped 66 spots (#1060 → #1126)
2026-08-08
Rank Moved
Rank dropped 561 spots (#497 → #1058)
2026-08-06
Rank Moved
Rank dropped 15 spots (#454 → #469)
2026-08-03
Rank Moved
Rank dropped 17 spots (#437 → #454)
2026-07-31
Activity Score Changed
Activity score down 8pts (64 → 56)
2026-07-28
Rank Moved
Rank dropped 17 spots (#415 → #432)
2026-07-14
Rank Moved
Rank dropped 45 spots (#366 → #411)
2026-07-13
Rank Moved
Rank dropped 40 spots (#326 → #366)

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 21.9 Grade D
Markdown:
[![HVTrust](https://hvtracker.net/badge/deepanalyze.svg)](https://hvtracker.net/agents/deepanalyze)
HTML:
<a href="https://hvtracker.net/agents/deepanalyze"><img src="https://hvtracker.net/badge/deepanalyze.svg" alt="HVTrust"></a>

Other agents in Research & Data

Data sources
GitHub REST API (repo, commits, stars, forks, license)
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.4 · Raw JSON