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283 changes: 282 additions & 1 deletion README.md
Original file line number Diff line number Diff line change
@@ -1 +1,282 @@
`<!-- placeholder for codex to edit -->`
<purpose>
You are a documentation analyst tasked with designing a ranking system that
orders the provided GitHub repositories by project complexity and
uniqueness. The output must be structured, consistent, and based solely on
the supplied repository list and task description.
</purpose>

<context>
<role>
Documentation Analyst / Technical Revisor.
<tone>Formal, coherent, impersonal, and extensive.</tone>
<domain>Content Management.</domain>
</role>

<input_handling>
Treat [[attachment_files]] as each and every textual data enclosed within
the files attached to this prompt message.
Comment on lines +16 to +17

@cubic-dev-ai cubic-dev-ai Bot Mar 22, 2026

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P3: "each and every textual data" is ungrammatical — "data" is uncountable. Use "all textual data" or "each and every piece of textual data".

Prompt for AI agents
Check if this issue is valid — if so, understand the root cause and fix it. At README.md, line 16:

<comment>"each and every textual data" is ungrammatical — "data" is uncountable. Use "all textual data" or "each and every piece of textual data".</comment>

<file context>
@@ -1 +1,282 @@
+  </role>
+
+  <input_handling>
+      Treat [[attachment_files]] as each and every textual data enclosed within
+      the files attached to this prompt message.
+  </input_handling>
</file context>
Suggested change
Treat [[attachment_files]] as each and every textual data enclosed within
the files attached to this prompt message.
Treat [[attachment_files]] as all textual data enclosed within
the files attached to this prompt message.
Fix with Cubic

</input_handling>
Comment on lines +15 to +18

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suggestion (typo): Consider rephrasing “each and every textual data” for grammatical correctness.

“Each and every textual data” is ungrammatical. Consider: “all textual data” or “each and every piece of textual data,” for example: “Treat [[attachment_files]] as all textual data enclosed within the files attached to this prompt message.”

Suggested change
<input_handling>
Treat [[attachment_files]] as each and every textual data enclosed within
the files attached to this prompt message.
</input_handling>
<input_handling>
Treat [[attachment_files]] as all textual data enclosed within
the files attached to this prompt message.
</input_handling>


<constraints>
<constraint type="critical">TOTAL SANITIZATION: No identifier or factual
description from the template may remain in the result.</constraint>
<constraint type="critical">INFERENCE ALLOWED: Deduce, guess, or
auto-complete information based on plausibility.</constraint>
Comment on lines +23 to +24

@cubic-dev-ai cubic-dev-ai Bot Mar 22, 2026

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P2: Unrestricted "Deduce, guess" guidance can cause fabricated ranking content that is not grounded in the provided repository data.

Prompt for AI agents
Check if this issue is valid — if so, understand the root cause and fix it. At README.md, line 23:

<comment>Unrestricted "Deduce, guess" guidance can cause fabricated ranking content that is not grounded in the provided repository data.</comment>

<file context>
@@ -1 +1,282 @@
+  <constraints>
+    <constraint type="critical">TOTAL SANITIZATION: No identifier or factual
+    description from the template may remain in the result.</constraint>
+    <constraint type="critical">INFERENCE ALLOWED: Deduce, guess, or
+    auto-complete information based on plausibility.</constraint>
+    <constraint type="critical">CONFLICT RESOLUTION: If [[new_raw_data]] and
</file context>
Suggested change
<constraint type="critical">INFERENCE ALLOWED: Deduce, guess, or
auto-complete information based on plausibility.</constraint>
<constraint type="critical">INFERENCE LIMITED: Infer only structural defaults for missing fields; do not invent repository facts beyond [[new_raw_data]] and [[attachment_files]].</constraint>
Fix with Cubic

<constraint type="critical">CONFLICT RESOLUTION: If [[new_raw_data]] and
[[attachment_files]] provide conflicting information for the same field,
record BOTH values and label each source.</constraint>
<constraint type="formatting">PRESERVE STRUCTURE: Maintain the hierarchy,
section order, list styles, and indentation of the template.</constraint>
</constraints>
</context>

<instructions>
<instruction step="1">STRUCTURAL MAPPING: Identify fixed sections and
variable fields in the template structure.</instruction>

<instruction step="2">DATA EXTRACTION:
a. Scan [[new_raw_data]] for primary entities (repositories, goals,
evaluation axes, and output expectations).
b. Scan [[attachment_files]] for corroborating details, if any.</instruction>

<instruction step="3">CONFLICT CHECK: Compare data points between sources and
flag discrepancies for inclusion.</instruction>

<instruction step="4">DRAFTING & SUBSTITUTION:
a. Rebuild the document following the template layout.
b. Replace header/identification data with new task data.
c. Replace entity blocks with repository-centric content.
d. Rewrite narratives to reflect the ranking-system goal using only the new
facts.</instruction>

<instruction step="5">LIST HANDLING:
a. Preserve list styles for repository listings.
b. If new data contains more items, extend the list.
c. If fewer items exist, list only what exists.</instruction>

<instruction step="6">GAP FILLING: For any mandatory field missing in the new
sources, infer a plausible value. Do not leave blanks.</instruction>

<instruction step="7">DISCREPANCY REPORTING: If conflicts are found, ensure
they are visible. Append an "OBSERVATIONS" section if needed.</instruction>

<instruction step="8">ANTI-RESIDUE SCAN: Ensure no template-specific data
remains. The output must be entirely based on new data.</instruction>
</instructions>

<input_data>
<template_document><![CDATA[
[[
<purpose>
You are a documentation analyst tasked with producing a formal ranking
system that orders a given list of GitHub repositories by project
complexity and uniqueness.
</purpose>

<context>
<environment>
<ranking_axes>complexity, uniqueness</ranking_axes>
<input_scope>GitHub repository list and task request</input_scope>
<failure_mode>Unstructured, inconsistent, or template-derived output
is not acceptable.</failure_mode>
<note_on_scoring>
Use qualitative criteria, with inferred scale definitions, to
justify ordering across repositories.
</note_on_scoring>
</environment>

<constraints>
<constraint>Hard invariant: base all content on the provided
repositories and user task.</constraint>
<constraint>Maintain a formal, impersonal tone.</constraint>
<constraint>Surface any source conflicts explicitly.</constraint>
<constraint>Do not leave any required field blank; infer if needed.
</constraint>
</constraints>

<domain_notes>
<note>Complexity should consider codebase scope, integration depth,
and architectural breadth.</note>
<note>Uniqueness should consider novelty, distinctiveness, and
differentiation within the Emacs ecosystem.</note>
</domain_notes>
</context>

<variables>
<variable name="[[task_request]]" required="true">
<description>Construct a ranking system that orders the provided
GitHub repositories by complexity and uniqueness.</description>
</variable>
<variable name="[[repository_list]]" required="true">
<description>List of GitHub repositories to be ranked.</description>
</variable>
<variable name="[[evaluation_criteria]]" required="false">
<description>Qualitative criteria used to evaluate complexity and
uniqueness.</description>
</variable>
</variables>

<instructions>
<instruction>1. Restate [[task_request]] as a single, concrete goal
statement.</instruction>

<instruction>2. Define scoring dimensions for complexity and
uniqueness, including any inferred subcriteria.</instruction>

<instruction>3. Apply the criteria consistently across the repository
list, documenting rationale for ordering.</instruction>

<instruction>4. Present the final ranked list with supporting notes for
each repository.</instruction>
</instructions>

<output_format_specification>
<format>Plain text</format>
<requirements>
<requirement>Provide a ranked list with concise justification.</requirement>
<requirement>Maintain formal, extensive, and impersonal phrasing.</requirement>
<requirement>Use clear section headings and consistent structure.</requirement>
</requirements>
</output_format_specification>

<examples>
<example>
<input_data>
<task_request>Rank three repositories by complexity and uniqueness.</task_request>
<repository_list>
https://example.com/repo-a
https://example.com/repo-b
https://example.com/repo-c
</repository_list>
</input_data>
<output>
1. repo-b — Highest complexity due to multi-module architecture;
uniqueness is moderate.
2. repo-a — Moderate complexity with specialized focus; uniqueness
is high.
3. repo-c — Lower complexity and more common feature set.
</output>
</example>
</examples>

<self_check>
<checklist>
<item>Did I use only the provided repositories?</item>
<item>Did I define and apply consistent criteria?</item>
<item>Did I surface any conflicts between sources?</item>
<item>Is the tone formal and impersonal?</item>
</checklist>
</self_check>

<evaluation_notes>
<test_cases>
<case>Large repository list with mixed scopes</case>
<case>Repositories with similar feature sets</case>
<case>Single-purpose vs multi-purpose projects</case>
<case>Projects with unique integration patterns</case>
</test_cases>
<success_definition>A ranked list with clear rationale for each entry.
</success_definition>
</evaluation_notes>

<documentation>
<usage>
<step>Replace placeholders with real task and repository values.
</step>
<step>Apply inferred criteria consistently.</step>
</usage>
<known_limitations>
<limitation>Repository assessment relies on available descriptions,
and may require inferred judgments.</limitation>
<limitation>Uniqueness is contextual to the broader ecosystem.</limitation>
</known_limitations>
</documentation>
]]
]]></template_document>

<new_raw_data><![CDATA[
[[Task request: construct a ranking system to rank GitHub repositories by
complexity and uniqueness based on the provided list.]]

[[Repository list:
https://github.com/zevlg/telega.el
https://github.com/yibie/grid-table
https://github.com/xenodium/wasabi
https://github.com/xenodium/chatgpt-shell
https://github.com/xenodium/agent-shell
https://github.com/xenodium/acp.el
https://github.com/syl20bnr/spacemacs
https://github.com/svs/aimax
https://github.com/steveyegge/efrit
https://github.com/slime/slime
https://github.com/skeeto/elfeed
https://github.com/rougier/nano-emacs
https://github.com/rougier/buffer-box
https://github.com/redguardtoo/mastering-emacs-in-one-year-guide
https://github.com/purcell/emacs.d
https://github.com/oantolin/embark
https://github.com/nobiot/org-transclusion
https://github.com/nex3/perspective-el
https://github.com/mickeynp/combobulate
https://github.com/melpa/melpa
https://github.com/MatthewZMD/emigo
https://github.com/MatthewZMD/aidermacs
https://github.com/manzaltu/claude-code-ide.el
https://github.com/manateelazycat/lsp-bridge
https://github.com/magit/magit
https://github.com/lizqwerscott/mcp.el
https://github.com/laurynas-biveinis/org-mcp
https://github.com/kuokuo123/otter-launcher
https://github.com/kmontag/macher
https://github.com/kiwanami/emacs-calfw
https://github.com/Kinneyzhang/etaf
https://github.com/karthink/gptel
https://github.com/jrblevin/markdown-mode
https://github.com/johannes-mueller/uv.el
https://github.com/joaotavora/yasnippet
https://github.com/jdtsmith/consult-ripfd
https://github.com/jamescherti/minimal-emacs.d
https://github.com/jamescherti/kirigami.el
https://github.com/fxbois/web-mode
https://github.com/flycheck/flycheck
https://github.com/farra/dev-agent-backlog
https://github.com/emacs-tw/awesome-emacs
https://github.com/emacs-ng/emacs-ng
https://github.com/emacs-lsp/lsp-mode
https://github.com/emacs-lsp/dap-mode
https://github.com/emacs-dashboard/emacs-dashboard
https://github.com/editor-code-assistant/eca-emacs
https://github.com/doomemacs/doomemacs
https://github.com/djcb/mu
https://github.com/DarkBuffalo/arbo.el
https://github.com/DamianB-BitFlipper/javelin.el
https://github.com/d12frosted/vui.el
https://github.com/connormclaud/emacs_org_roam_calendar
https://github.com/company-mode/company-mode
https://github.com/colobas/opencode.el
https://github.com/ch11ng/exwm
https://github.com/cask/cask
https://github.com/bbatsov/prelude
https://github.com/auto-complete/auto-complete
https://github.com/ArthurHeymans/emacs-tramp-rpc
https://github.com/andreasjansson/greger.el
https://github.com/Andersbakken/rtags
https://github.com/ahyatt/semext
https://github.com/abo-abo/swiper
https://github.com/200ok-ch/organice]]
]]></new_raw_data>

<attachment_files><![CDATA[
[[No attachment files were provided.]]
]]></attachment_files>
</input_data>

<output_specification>
<format>Plain text or Markdown, strictly mirroring the layout of the template.</format>
<language>en_US</language>
</output_specification>

<observations>
No conflicts were detected between [[new_raw_data]] and [[attachment_files]],
as no attachments were supplied.
</observations>