developer-toolstoken-metricsleaderboard
The supplied README documents SignalAF/SigRank and a separate sigrank-mcp project, not Contribution Exchange.
Quick Install
Automated & IDE SetupCopy the AI prompt to install this server into Claude Code, Cursor, or another agent — or use 1-click editor setup below.
Not yet automatically verified
We haven't yet run this listing's install command through our automated sandbox check. This isn't a red flag — we're steadily working through the catalog.
Manual Client & Custom JSON ConfigExpand JSON ▾
Client Config & Setup
Choose your client or environment
Target File:
💡 Paste the JSON block into your client's configuration file under mcpServers, then restart the application.
Overview
Use cases
Calculate token cascade efficiency from four token counts
Inspect the SigRank public leaderboard
Submit verified runs to SigRank
Review operator cascade metrics
Key features
Computes Yield from four token counts
Measures token cascade efficiency
Provides a public operator leaderboard
Supports optional SigRank submission
Excludes transcript content from measurements
Capabilities & Tool Schemas
Inspect callable tools, capabilities, and parameters exposed to AI agents by Contribution Exchange.
Extracted Tool Capabilities
Computes Yield from four token counts
Measures token cascade efficiency
Provides a public operator leaderboard
Supports optional SigRank submission
Excludes transcript content from measurements
How Contribution Exchange works
What Contribution Exchange MCP server does
The supplied repository material does not describe a product or package named Contribution Exchange. It documents SignalAF and SigRank, an application built around Upsilon, a privacy-preserving measurement engine for AI operator sessions. The documented web application provides a public leaderboard, operator profiles, wiki, account, billing, and ingest surfaces.
The README identifies sigrank-mcp as a separate repository in the same ecosystem. That project is described as a compatibility instrument that extracts four token measurements, computes results locally, and can optionally submit them to SigRank. The README does not provide its MCP tool names, protocol configuration, connection targets, or implementation details. It therefore cannot establish that those capabilities belong to the Contribution Exchange MCP server.
How it works
The documented Upsilon engine accepts four token counts: input, output, cache creation, and cache read. It uses those values to calculate Yield and other cascade measurements, then places operators into signal classes and ranks them by Yield. The stated formula is Υ = (cache_read × output) / input².
The README says session message content is not used and that submissions contain token measurements rather than transcript content. It also describes local calculation and an optional submission flow for the separate sigrank command-line package. These details explain the SignalAF ecosystem, not a confirmed Contribution Exchange implementation.
Limitations and notes
Contribution Exchange MCP server cannot be evaluated from this material as an MCP integration. No supported external service, tool list, transport, configuration schema, environment variables, client compatibility information, or installation instructions are provided for that name. The README also does not show a Contribution Exchange package or identify the repository as its source.
The repository carries an MIT license, but the excerpt does not clarify whether that license applies to a separate Contribution Exchange server. It does show commands for the unrelated sigrank package, including npx sigrank, enrollment, submission, and dry-run inspection. Those commands should not be presented as installation steps for Contribution Exchange MCP server without documentation from the relevant project.
Related MCP Servers
Adoption & maintenance
Factual signals from GitHub, npm, and our automated checks — not a rating.
GitHub stars
6
Stargazers on the source repository.
npm downloads
3.1k
Package downloads in the last 30 days.
Last commit
1d ago
Most recent push to the default branch.
Reviews
No reviews yet — be the first to share how this listing worked for you.
Frequently Asked Questions about Contribution Exchange
AllMCPs Directory Badge
Showcase your server listing on GitHub or your project documentation. Embed this dynamic SVG badge to highlight official listing status and live engagement.
Badge Style:
Live Dynamic SVG Preview
Markdown (GitHub README)
[](https://allmcps.com/mcp/contribution-exchange)HTML Embed
<a href="https://allmcps.com/mcp/contribution-exchange"><img src="https://allmcps.com/api/badge/contribution-exchange?style=directory" alt="Contribution Exchange on AllMCPs" /></a>Technical Specs & Signals
CategoryDeveloper Tools
6/6 checks healthy over the last 43d
47Quality signal: Fair · 47/100How this signal is calculated ▾
Server availabilityNot measured
Not scored for repo-hosted servers — we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.
Verified ownership10/20
Documentation & tools16/30
Adoption & activity9/15
Community engagement0/10
A guidance signal from public completeness & health data — not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.
Supply-chain signal
No high-severity advisories surfaced by our automated scan.
Critical 0High 0Medium 0Low 0
Scanned 4d ago via OSV.dev · sigrank (npm)
Own this project?
This directory is pre-filled from public sources. Claim via GitHub README, site badge, or DNS TXT to unlock edit access and the Official badge — proof is checked automatically, then reviewed by our team.
Free dofollow backlink: add your website and place the AllMCPs badge on it — no claim needed. We detect it automatically and keep it verified as long as the badge stays live.
Claim & get free dofollowShare & Embed
Add our SVG badge (dark/light directory styles) or embeddable widget to your site.