python-api-using
API apprentice
python-api-using is admirably direct: no grandiose branding, just a Python project announcing that APIs are, in fact, being used. It has the energy of a lab coat with the experiment still warming up.
Roasts
Repository binding unavailable
One-repo orchestra
With a portfolio this compact, every repository gets a solo. This one has chosen Python and APIs for its entire setlist—an efficient concert, assuming the encore is eventually scheduled.
Historical result · no repository binding was retained
python-api-using
Naming by invoice
The name reads like a task description that escaped into the repository list: python-api-using. Crystal-clear intent, zero mystery, and just enough open runway for the title to become more specific later.
Category breakdown
Impact
25% weight
A Python API-using project suggests a practical integration-oriented premise, but the supplied metadata does not establish scope, originality, or broader usefulness.
Consistency
15% weight
The portfolio contains one repository with a single recorded push date, so there is limited evidence of sustained activity or maintenance.
Quality
25% weight
The repository is non-forked and not archived, which are modest maturity signals; no source, tests, CI, documentation, or architecture evidence is available.
Depth
20% weight
There is one owned, active-looking repository, but the available metadata does not show sustained ownership, meaningful scope, or maintenance depth.
Breadth
10% weight
Only one Python repository is listed, providing little evidence of language or project-type variety.
Community
5% weight
Community evidence is unavailable apart from one follower and zero listed stars; this is treated as neutral rather than as a penalty.
Stats
52-week commit heatmap
3 active daysLanguage distribution
1 langs
- Python100%
Based on the bounded repository sample saved with this analysis.
Numbers
Owned repos
Non-fork sample
1
Commits
Last 12 months
5
Followers
Accepted fact
1
Joined GitHub
Profile date
Apr 2026
Top repos
Scores marked Profile rating use bounded public repository metadata. Full repo analysis appears only when a separate accepted repository analysis exists.
Timeline
- Created z-h-u-g-e/python-api-using - 一个用python调用siliconflow上大模型api的程序，类似大模型客户端
- Joined GitHub
- Most recent push to z-h-u-g-e/python-api-using
Compare
Z-H-U-G-E · 6DMEDIAN CODER
Rubric
How this score was produced
Overall = Σ(category × weight) + deterministic top-end curve
| Category | Weight | Score | Contribution |
|---|---|---|---|
| Impact | 25% | 28 | 7.00 |
| Quality | 25% | 30 | 7.50 |
| Depth | 20% | 23 | 4.60 |
| Consistency | 15% | 22 | 3.30 |
| Breadth | 10% | 20 | 2.00 |
| Community | 5% | 50 | 2.50 |
Impact · 28/100
What it measures. Project usefulness, ambition, originality, and coherence. Popularity is not impact.
Evidence for z-h-u-g-e. A Python API-using project suggests a practical integration-oriented premise, but the supplied metadata does not establish scope, originality, or broader usefulness.
Quality · 30/100
What it measures. Engineering and project-maturity signals supported by the available public metadata.
Evidence for z-h-u-g-e. The repository is non-forked and not archived, which are modest maturity signals; no source, tests, CI, documentation, or architecture evidence is available.
Depth · 23/100
What it measures. Sustained ownership, meaningful scope, and continued maintenance rather than one-shots.
Evidence for z-h-u-g-e. There is one owned, active-looking repository, but the available metadata does not show sustained ownership, meaningful scope, or maintenance depth.
Consistency · 22/100
What it measures. Recency and contribution patterns across the supplied activity window.
Evidence for z-h-u-g-e. The portfolio contains one repository with a single recorded push date, so there is limited evidence of sustained activity or maintenance.
Breadth · 20/100
What it measures. Language entropy and project-type diversity across owned repos.
Evidence for z-h-u-g-e. Only one Python repository is listed, providing little evidence of language or project-type variety.
Community · 50/100
What it measures. A weak positive tie-breaker for supplied community signals, never a popularity penalty.
Evidence for z-h-u-g-e. Community evidence is unavailable apart from one follower and zero listed stars; this is treated as neutral rather than as a penalty.
- Raw total
- 26.90
- Top-end curve
- +0.00
- Final overall
- 26.9
Tier thresholds
S 90-100 Mass-producing humansA 80-89 Ship machineB 70-79 Solid engineerC 60-69 Getting thereD 40-59 README enthusiastF 0-39 GitHub tourist
I. How this saved profile rating was produced
- 01
Validate. The server validates the login, signed browser session, attempts, cooldown, daily ceiling, and the single provider permit.
- 02
Collect. The VPS collector reads bounded public profile metadata and up to 12 recent repository metadata rows in volatile memory.
- 03
Rate. One pinned provider returned a closed profile-rating object with no tools, browsing, shell, or repository-content access.
- 04
Verify. Server checks bound the subject, rejected unsafe or echoed text, validated the schema, and recomputed rubric-v3 final arithmetic.
- 05
Save. Only a valid completion and allowlisted post-completion facts commit atomically; the public projection is then rebuilt.
This saved profile analysis is metadata-only and did not read repository trees, README files, or source code. Availability of new analysis is separate from this historical result.
Rated 2026-08-11 · rating-rubric/3
II. Data sources & caveats
- Scores summarize one accepted, subject-bound analysis; they are not a security audit or endorsement.
- Rank, percentile, and median use 1095 currently accepted public profiles and can change as the leaderboard changes.
- Repository and language details reflect the bounded analyzed sample, not necessarily every repository.
- Missing data is shown as unavailable or not evaluated instead of being inferred as zero.
- Analysis completed Aug 11, 2026, 12:05 AM UTC and is marked aging.