How SkillIndex works

How SkillIndex turns public source material into comparable profiles for agent skills and MCP servers.

Source repositories

Repository metadata, declared files, READMEs, licenses, activity, and release signals.

Packages and documentation

Published setup instructions, package references, configuration examples, and linked docs.

Declared behavior

Authentication, permissions, clients, runtimes, transports, and destructive-action indicators when evidence exists.

Normalized signals

Consistent categories and project-health fields that make otherwise different projects easier to compare.

1. Discover the source

SkillIndex discovers public agent skills and MCP servers, identifies the canonical repository or skill file, and retains a link to the source. A profile is an evaluation layer, not a replacement for that source.

2. Extract supported facts

Public metadata and declared documentation are used to identify installation methods, compatible clients, runtimes, transports, requirements, licensing, authentication, permissions, and project activity. Undetected information remains unknown rather than being presented as fact.

3. Normalize for comparison

Projects describe similar capabilities in very different ways. SkillIndex maps those details into consistent fields so developers can search and compare without manually translating every README.

4. Monitor and correct

Repository signals can change. Profiles surface source recency where available, and every profile provides a way to report outdated or incorrect information. Claimed profiles identify an owner, but verification is not an endorsement.

Reading the signals

What the scores mean

Trust

Source clarity, licensing, documentation, and setup evidence available to evaluate.

Maintenance

Public recency and repository-health signals that suggest whether a project is active.

Adoption

Public usage proxies such as stars and forks, used as context rather than proof of quality.

Automated signals are not a security audit, warranty, or endorsement. Review the source, requested permissions, and project documentation before installing software or connecting it to sensitive data.

The source stays one click away.

Use SkillIndex to discover, evaluate, and compare. Use the linked repository to inspect the implementation and make the final call.

Find your fit