analyze-leaderboard-dynamics SKILL.md skillA
analyze-leaderboard-dynamics from yogsoth-ai/de-anthropocentric-research-engine is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add yogsoth-ai/de-anthropocentric-research-engine/analyze-leaderboard-dynamics@git:20260923.cbc38aaPins git:20260923.cbc38aa in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- yogsoth-ai/de-anthropocentric-research-engine
- Path
skills/analyze-leaderboard-dynamics/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260923.cbc38aa, committed Sep 23, 2026
- Size
- 1,508 bytes
- Repository stars
- 508
- License
- Apache-2.0
Analyze leaderboard score distributions, compression/saturation, anomalies, selective reporting, and regime shifts.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# analyze-leaderboard-dynamics ## Purpose Analyze leaderboard score distributions, compression or saturation, anomalies, selective reporting, and regime shifts. ## Input contract ```yaml required: [leaderboard_records, metric_schema, time_or_version_field] optional: [evaluation_protocols, source_quality, method_metadata] constraints: [scores require task, metric, condition, source, and observation provenance] ``` ## Procedure 1. Normalize scores and evaluation conditions into comparable groups. 2. Inspect distributions, rank movement, compression, and missingness. 3. Identify anomalies, selective reporting, and regime changes. 4. State whether additional evidence is continuing, near-saturated, or saturated. ## Output contract ```yaml produces: [leaderboard_distribution, regime_segments, anomaly_report, saturation_assessment] delta_fields: [findings, evidence_updates, uncertainties, decisions] ``` ## Quality gates - Every reported regime or anomaly must cite the records and comparison basis. - Do not compare scores across incompatible protocols without an explicit limitation. ## Failure and counterexamples …
Read the whole file at its exact version.
How to install
mdr add yogsoth-ai/de-anthropocentric-research-engine/analyze-leaderboard-dynamics@sha256:5be2f9e70a32e1acThe line at the top of this page pins the label git:20260923.cbc38aa, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_fqdvc3dqkjrrqxtt)
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Versions
The registry has recorded 1 version of this file, committed on Sep 23, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (1508 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
yogsoth-ai/de-anthropocentric-research-engine · 508 stars · license Apache-2.0 · pushed 2026-10-23 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_fqdvc3dqkjrrqxtt GET https://markdownregistry.com/api/v1/resolve?ref=yogsoth-ai/de-anthropocentric-research-engine/analyze-leaderboard-dynamics GET https://markdownregistry.com/api/v1/blob/5be2f9e70a32e1ac42a786d0919dc4b3420059125e85ef85925bfbd8ea106445
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.