io.github.ardev-lab/star-trajectory
Transparent rule-based GitHub star-trajectory classifier + calibrated 100-star/48h projection
MCP server · by ardev-lab
About
io.github.ardev-lab/star-trajectory is an MCP server published by ardev-lab. Marketplaces we read that list it: 1 (Official MCP Registry). We first saw it on 2026-10-11 and have recorded no change since. As of our marketplace pass on 2026-10-15.
What it asks for
- Runs on your machine
None of the marketplaces we read publishes its tools or the settings it asks for.
What it declares, asks for and runs, in full
Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.
Package
PyPI star-trajectory (star-trajectory on PyPI)
- PyPI downloads/week: 17 (2026-10-13)
- PyPI downloads/month: 56 (2026-10-13)
- Latest version on PyPI: 0.1.0, published 2026-05-28
No known vulnerabilities in OSV for 0.1.0 (checked 2026-10-13)
PyPI facts come from pypi.org, PyPI downloads from pypistats.org. Each figure is the registry's own and is never added to another. A registry that publishes no figure shows none: no number is not zero. Vulnerability records come from OSV.dev (CC BY 4.0) and concern the declared version only; a listing that declares no version gets no answer. We do not scan code.
Works with
- Claude Code
- Codex
- Cursor
- VS Code
- Copilot CLI
A one-click link opens the client, which asks you to confirm before it adds the server.
From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.
Connect
Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.
As a local MCP server: PyPI package
Built from what Official MCP Registry declares.
claude mcp add --transport stdio star-trajectory -- uvx star-trajectory[mcp_servers.star-trajectory]
command = "uvx"
args = ["star-trajectory"]{
"mcpServers": {
"star-trajectory": {
"command": "uvx",
"args": [
"star-trajectory"
]
}
}
}Where it is published
| Marketplace | Status | Version | Figures | Verified | First seen |
|---|---|---|---|---|---|
| Official MCP Registry (Open the registry record) | Listed | 0.1.0 | Downloads/month (PyPI): 56 Downloads/week (PyPI): 17 Forks (GitHub): 0 Stars (GitHub): 0 |
Not marked |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
What changed
Nothing has moved on this plugin since we started watching it.
Similar plugins
Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.
-
fake-star-audit io.github.Armada735/fake-star-audit
Transparent rule-based GitHub fake-star detector — LOW/MEDIUM/HIGH with per-rule evidence.
-
github-mcp-server com.thenextgennexus/github-mcp-server
GitHub repo analytics: stars, trending, code search, contributor maps for project research.
-
x402-repohealth-mcp io.github.liminalpepe/x402-repohealth-mcp
Free MCP server: compute a GitHub repo maintenance/abandonment health score from live data.
-
github-stats io.github.ryudi84/github-stats
MCP server for GitHub repo stats: stars, forks, contributors, activity.
-
reposcout io.github.Rakesh1002/reposcout
Discover, enrich, and rank GitHub repos for an objective with weighted, evidence-based scoring.
-
github-analytics-mcp-server io.github.TheNextGenNexus/github-analytics-mcp-server
Get GitHub repository stats, search repos, analyze languages, and compare projects
-
github io.github.rog0x/github
GitHub analytics - repos, PRs, issues, releases, contributors
-
AI agent vision for GitHub repository monitoring — with ROI measurement.
-
reapx GitHub repos - repository metadata and activity
Scrape GitHub repository metadata, stars, forks, topics, licences and activity. Pay per row.
-
github-repo-mcp io.github.thedhruv-07/github-repo-mcp
MCP server for GitHub repo health, commit summaries, issue triage, and RAG Q&A.
Similar plugins by marketplace
The same question asked of one marketplace at a time: is there an analog of this plugin there?
Has a listing on Claude Code: claude-plugins-community (5)
-
Self-hosted GitHub MCP server. PAT auth, stdio transport, transport-agnostic so it works with…
-
Search public open-source code, documentation, metadata, vulnerabilities, changelogs, and examples.
-
A portable launch-readiness skill that helps maintainers prepare open-source repositories for a clear, trusted public launch. It audits the README, first-run path, proof/demo…
-
Deep code indexing for AI agents. FTS5 + embeddings + call graphs + git intelligence. Fully local.
-
Spins up a full AI dev team to implement GitHub issues end-to-end and deliver a PR
Has a listing on Claude Code: claude-plugins-official (5)
-
Official GitHub MCP server for repository management. Create issues, manage pull requests, review code, search repositories, and interact with GitHub's full API directly from…
-
AI code review agent for GitHub and GitLab. View and resolve Greptile's PR review comments, run reviews on your working branch, and search your organization's knowledge base and…
-
Analyze codebases and recommend tailored Claude Code automations such as hooks, skills, MCP servers, and subagents.
-
Code search and understanding across codebases. Search, read, and trace references across repositories; analyze refactor impact; investigate incidents via commit and diff search…
-
Automated code review for pull requests using multiple specialized agents with confidence-based scoring to filter false positives
Has a listing on Claude: knowledge-work-plugins (5)
-
Bring Qodo's codebase intelligence, coding standards, and code review into your coding agent.
-
gk-cli com.gitkraken/gk-cli
The GitKraken MCP Server for managing repos, PRs, issues across GitHub, GitLab, Bitbucket and more.
-
DataRobot skills for AI/ML workflows — model training, deployment, predictions, feature engineering, monitoring, explainability, data preparation, App Framework CI/CD, and…
-
AI-first project auditor and re-engineer based on the 9 design principles and 7 design patterns from the TechWolf AI-First Bootcamp
-
Streamline engineering workflows — standups, code review, architecture decisions, incident response, and technical documentation. Works with your existing tools or standalone.
Has a listing on Codex: openai-curated (openai/plugins) (5)
-
Inspect repositories, triage pull requests and issues, debug CI, and publish changes through a hybrid GitHub connector and CLI workflow.
-
AI-powered code review in Codex, powered by CodeRabbit.
-
Evaluate Codex skills and plugins from chat with a beginner-friendly start command, local-first reports, token budget explanations, and guided benchmarking.
-
Inspect recent issues and events in Sentry from Codex.
-
Build with OpenAI APIs, Agents SDK, and ChatGPT Apps, and create and save OpenAI API keys from Codex.
Has a listing on Community GitHub marketplaces (5)
-
Dependency picker for coding agents: recommends, compares and scores GitHub repos with a verdict.
-
ai-architect-mcp-codebase io.github.cdeust/ai-architect-mcp-codebase
Codebase intelligence MCP — index any repo into a property graph; 26 tools for agents.
-
Evidence-backed open-source project decisions through Git.Top REST and MCP.
-
oss-autopilot io.github.costajohnt/oss-autopilot
Open source contribution manager with PR tracking, issue discovery, and CI diagnosis
-
Self-hosted GitHub MCP server. PAT auth, stdio transport, transport-agnostic so it works with…
Has a listing on Copilot CLI: github/awesome-copilot (5)
-
Analyze any repository and generate AI-ready configuration — AGENTS.md, copilot-instructions.md, CI workflows, issue templates, and more. Mines your PR review patterns and creates…
-
Generic cross-repo command center canvas for GitHub Copilot with onboarding, focus planning, repo health, work signals, and session cleanup.
-
Shows live prompt-cache reuse, expiry, token composition, and AI Credit cost for the current GitHub Copilot session without making model calls.
-
Model, visualize, and deploy applications with Radius from the GitHub Copilot app and CLI.
-
Meta prompts that help you discover and generate curated GitHub Copilot agents, instructions, prompts, and skills.
Has a listing on Copilot CLI: github/copilot-plugins (5)
-
Advanced Security plugin for GitHub Copilot.
-
Bring Azure DevOps work-item, repository, and pull-request workflows into GitHub Copilot.
-
Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.
-
Navigate and interact with your C++ code using the Microsoft C++ Language Server.
-
mcp-apps
Generate MCP App widgets for MCP tools. Produces self-contained HTML widgets using the MCP Apps protocol.
Has a listing on Cursor: cursor/plugins (5)
-
Manage repos, issues, pull requests, and Actions.
-
Skills for building on the Cursor Origin API. Fetch the live spec first, then follow the Origin rules for credentials, scopes, webhooks, paging, and errors. Includes a skill that…
-
Build apps, scripts, and automations with the TypeScript SDK.
-
if you want to go fast, go deep first. pstack helps you write less, but higher quality code. rigorous agent workflows you can parallelize with confidence.
-
Render PR diffs as review canvases grouped by importance.
Has a listing on Docker MCP Catalog (5)
-
A Model Context Protocol (MCP) for analyzing and querying GitHub repositories using the GitHub Chat API.
-
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
-
Tools for interacting with the GitHub API, enabling file operations, repository management, search functionality, and more.
-
Tools for interacting with Git repositories.
-
MCP Server for the GitLab API, enabling project management, file operations, and more.
Has a listing on Official MCP Registry (5)
-
fake-star-audit io.github.Armada735/fake-star-audit
Transparent rule-based GitHub fake-star detector — LOW/MEDIUM/HIGH with per-rule evidence.
-
github-mcp-server com.thenextgennexus/github-mcp-server
GitHub repo analytics: stars, trending, code search, contributor maps for project research.
-
x402-repohealth-mcp io.github.liminalpepe/x402-repohealth-mcp
Free MCP server: compute a GitHub repo maintenance/abandonment health score from live data.
-
github-stats io.github.ryudi84/github-stats
MCP server for GitHub repo stats: stars, forks, contributors, activity.
-
reposcout io.github.Rakesh1002/reposcout
Discover, enrich, and rank GitHub repos for an objective with weighted, evidence-based scoring.
Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.
Want this mark on your plugin in our catalog?
Prove you maintain it with a file in its repository, a file on your domain or a DNS record, and you can show this mark on the card, with live banners for your site and README. How verification works
You also get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.
Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.