firstmate
The first mate has a fleet
Calling this firstmate is modest for a Shell project that appears to have recruited a sizable audience; the name sounds like one helper, while the portfolio makes it look like the ship has a whole crew.
#12 · Top 98.9%
kunchenguid
Kun Chen
Member of the Technical Community. Former L8 engineer at Meta, Microsoft, Atlassian.
A
Ship machine
silver medal
Overall
0.0/ 100
Roasts
gnhf
Acronym with altitude
gnhf is a wonderfully compact name for a project carrying heavyweight visible interest: four letters, several questions, and apparently enough momentum to make the acronym feel like a launch code.
no-mistakes
No mistakes, apparently
no-mistakes is a bold promise for a Go repository; the premise sets the bar at perfection, while the metadata at least shows it is being kept in the ring and attracting serious attention.
dotfiles
Configuration as lifestyle
dotfiles turns personal setup into a public artifact, which is the programmer equivalent of publishing the contents of a junk drawer and somehow making it look like infrastructure.
wheelhouse
The wheelhouse has wheels
wheelhouse is an excellent name for a Python project because it sounds both nautical and practical—like a tool that arrived ready to steer, even though the supplied metadata leaves its exact voyage pleasantly mysterious.
Category breakdown
Impact
25% weight
The portfolio contains numerous apparently owned, non-forked projects with substantial visible interest and a mix of utility, application, and tooling-oriented names; ambition and usefulness are suggested, though implementation details are,
Consistency
15% weight
The supplied repositories show recent push dates clustered across late July and August 2026, indicating an unusually active current contribution pattern across many projects.
Quality
25% weight
Metadata supports signals of project maturity such as multiple actively maintained repositories, varied technologies, and several projects with substantial external interest. The supplied metadata does not establish source, tests, CI, or
Depth
20% weight
Seventy public repositories, twelve listed active non-forks, concentrated recent updates, and several projects with sustained visible interest indicate substantial ownership and ongoing investment.
Breadth
10% weight
The listed work spans Shell, HTML, JavaScript, TypeScript, Go, and Python, with apparent coverage of command-line tools, configuration, web-oriented projects, and application utilities.
Community
5% weight
The profile has substantial follower evidence and several repositories with notable stars, providing a positive but limited community signal. Popularity is treated only as a tie-breaker and does not drive the other scores.
Stats
52-week commit heatmap
195 active daysLanguage distribution
6 langs
- TypeScript42%
- Go17%
- Shell17%
- HTML8%
- JavaScript8%
- Python8%
Based on the bounded repository sample saved with this analysis.
Numbers
Owned repos
Non-fork sample
12
Commits
Last 12 months
1687
Followers
Accepted fact
4408
Joined GitHub
Profile date
Jan 2013
Top repos
Scores marked Profile rating use bounded public repository metadata. Full repo analysis appears only when a separate accepted repository analysis exists.
kunchenguid /
no-mistakes
87/100
A recently updated, non-forked Go project with the strongest visible interest in the supplied set, suggesting an ambitious and distinctive owned project without allowing claims about implementation quality.
OwnedActiveProfile ratingGo
★ 7503 · 1d agoOpen on GitHub ↗
kunchenguid /
gnhf
84/100
A recently maintained, non-forked TypeScript project with very substantial visible interest, indicating a prominent owned project whose engineering details cannot be assessed from metadata alone.
OwnedActiveProfile ratingTypeScript
★ 3611 · 1d agoOpen on GitHub ↗
kunchenguid /
firstmate
82/100
An actively updated, non-forked Shell project with substantial visible interest; the metadata supports a serious utility or tooling effort, but not specific implementation-quality claims.
OwnedActiveProfile ratingShell
★ 3097 · 1d agoOpen on GitHub ↗
kunchenguid /
axi
79/100
An actively updated TypeScript project with substantial visible interest, contributing to a coherent cluster of current application or tooling work.
OwnedActiveProfile ratingTypeScript
★ 1795 · 3d agoOpen on GitHub ↗
kunchenguid /
lavish-axi
78/100
A recently maintained, non-forked JavaScript project with substantial visible interest, suggesting a distinctive or useful application/tooling premise without exposing its internals.
OwnedActiveProfile ratingJavaScript
★ 2668 · 1d agoOpen on GitHub ↗
kunchenguid /
treehouse
76/100
A recently maintained, non-forked Go project with strong visible interest, adding systems-oriented language variety and evidence of sustained ownership.
OwnedActiveProfile ratingGo
★ 1303 · 10d agoOpen on GitHub ↗
kunchenguid /
dotfiles
68/100
An actively updated Shell configuration/tooling repository with meaningful visible interest, reinforcing the portfolio's practical systems focus.
OwnedActiveProfile ratingShell
★ 474 · 9d agoOpen on GitHub ↗
kunchenguid /
baby-menu
65/100
A recently maintained TypeScript project with moderate visible interest and an approachable utility-oriented name, showing continued work beyond the highest-profile projects.
OwnedActiveProfile ratingTypeScript
★ 167 · 10d agoOpen on GitHub ↗
kunchenguid /
quota-axi
62/100
A recently updated TypeScript project with moderate visible interest; it appears to be part of a broader active project family, though its standalone scope is unclear.
OwnedActiveProfile ratingTypeScript
★ 61 · 2d agoOpen on GitHub ↗
kunchenguid /
tasks-axi
59/100
A recently maintained TypeScript project with modest visible interest, adding another current project to the apparent family of related utilities or applications.
OwnedActiveProfile ratingTypeScript
★ 33 · 1d agoOpen on GitHub ↗
kunchenguid /
wheelhouse
55/100
A recently updated, non-forked Python project with modest visible interest, extending the language range and indicating experimentation or utility work.
OwnedActiveProfile ratingPython
★ 25 · 4d agoOpen on GitHub ↗
kunchenguid /
vision
45/100
A recently updated, non-forked HTML project with limited visible interest; it adds a lightweight web-facing dimension, though the supplied metadata reveals little about scope.
OwnedActiveProfile ratingHTML
★ 3 · 1d agoOpen on GitHub ↗
Timeline
- Joined GitHub
- Created kunchenguid/treehouse - Manage worktrees without managing worktrees.
- Created kunchenguid/axi - Design principles for agent ergonomics. Higher accuracy with lower token cost than both MCP and regular CLI.
- Created kunchenguid/gnhf - Before I go to bed, I tell my agents: good night, have fun
- Created kunchenguid/no-mistakes - git push no-mistakes
- Created kunchenguid/lavish-axi - HTML is the new markdown. Lavish is the new editor for your HTML artifacts.
- Created kunchenguid/baby-menu - A menu bar app that can become anything you ask it to be.
- Created kunchenguid/firstmate - Talk to one agent. Ship with a crew.
- Created kunchenguid/tasks-axi - Agent-ergonomic CLI for task/backlog management with pluggable backends (markdown, sqlite, remote trackers)
- Created kunchenguid/wheelhouse - Wheelhouse - steer your open-source maintenance from one place. A portable IssueOps command center: cross-repo decision cards driven by GitHub Actions, decided by checkbox or plain English.
- Created kunchenguid/dotfiles - Kun's dotfiles for agentic engineering
- Created kunchenguid/quota-axi - Allow your agents to see your LLM subscription quota windows.
- Created kunchenguid/vision - Agent skill that mines your repo's history to draft a VISION.md, stress-tests it with hard hypotheticals, and iterates with you on an interactive review board.
- Most recent push to kunchenguid/firstmate
Compare
KUNCHENGUID · 6DMEDIAN CODER
Rubric
How this score was produced
Overall = Σ(category × weight) + deterministic top-end curve
| Category | Weight | Score | Contribution |
|---|---|---|---|
| Impact | 25% | 88 | 22.00 |
| Quality | 25% | 72 | 18.00 |
| Depth | 20% | 86 | 17.20 |
| Consistency | 15% | 93 | 13.95 |
| Breadth | 10% | 74 | 7.40 |
| Community | 5% | 78 | 3.90 |
Impact · 88/100
What it measures. Project usefulness, ambition, originality, and coherence. Popularity is not impact.
Evidence for kunchenguid. The portfolio contains numerous apparently owned, non-forked projects with substantial visible interest and a mix of utility, application, and tooling-oriented names; ambition and usefulness are suggested, though implementation details are,
Quality · 72/100
What it measures. Engineering and project-maturity signals supported by the available public metadata.
Evidence for kunchenguid. Metadata supports signals of project maturity such as multiple actively maintained repositories, varied technologies, and several projects with substantial external interest. The supplied metadata does not establish source, tests, CI, or
Depth · 86/100
What it measures. Sustained ownership, meaningful scope, and continued maintenance rather than one-shots.
Evidence for kunchenguid. Seventy public repositories, twelve listed active non-forks, concentrated recent updates, and several projects with sustained visible interest indicate substantial ownership and ongoing investment.
Consistency · 93/100
What it measures. Recency and contribution patterns across the supplied activity window.
Evidence for kunchenguid. The supplied repositories show recent push dates clustered across late July and August 2026, indicating an unusually active current contribution pattern across many projects.
Breadth · 74/100
What it measures. Language entropy and project-type diversity across owned repos.
Evidence for kunchenguid. The listed work spans Shell, HTML, JavaScript, TypeScript, Go, and Python, with apparent coverage of command-line tools, configuration, web-oriented projects, and application utilities.
Community · 78/100
What it measures. A weak positive tie-breaker for supplied community signals, never a popularity penalty.
Evidence for kunchenguid. The profile has substantial follower evidence and several repositories with notable stars, providing a positive but limited community signal. Popularity is treated only as a tie-breaker and does not drive the other scores.
- Raw total
- 82.45
- Top-end curve
- +0.00
- Final overall
- 82.5
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 2026-08-10 · 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 10, 2026, 12:19 AM UTC and is marked aging.