Mistake Analyzer
mingchen666/Reviva
Analyze incorrect answers from text, documents, or images; identify root causes of mistakes; classify error types; explain correct reasoning; and generate targeted improvement suggestions…
A specialized skill for systematically classifying error patterns and constructing concept deficit maps.
$ npx skills add revfactory/harness-100 --skill error-pattern-analyzer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install revfactory/harness-100 error-pattern-analyzer --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .claude/skills && cp -r skills-src/en/57-exam-prep/.claude/skills/error-pattern-analyzer .claude/skills/error-pattern-analyzer && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "error-pattern-analyzer" agent skill from https://github.com/revfactory/harness-100/tree/main/en/57-exam-prep/.claude/skills/error-pattern-analyzer into .claude/skills/error-pattern-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "error-pattern-analyzer", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/revfactory/harness-100/tree/main/en/57-exam-prep/.claude/skills/error-pattern-analyzerType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add revfactory/harness-100 --skill error-pattern-analyzer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install revfactory/harness-100 error-pattern-analyzer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .agents/skills && cp -r skills-src/en/57-exam-prep/.claude/skills/error-pattern-analyzer .agents/skills/error-pattern-analyzer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "error-pattern-analyzer" agent skill from https://github.com/revfactory/harness-100/tree/main/en/57-exam-prep/.claude/skills/error-pattern-analyzer into .agents/skills/error-pattern-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "error-pattern-analyzer", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add revfactory/harness-100 --skill error-pattern-analyzer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install revfactory/harness-100 error-pattern-analyzer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/en/57-exam-prep/.claude/skills/error-pattern-analyzer .cursor/skills/error-pattern-analyzer && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "error-pattern-analyzer" agent skill from https://github.com/revfactory/harness-100/tree/main/en/57-exam-prep/.claude/skills/error-pattern-analyzer into .cursor/skills/error-pattern-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "error-pattern-analyzer", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/revfactory/harness-100.git --path en/57-exam-prep/.claude/skills/error-pattern-analyzer--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add revfactory/harness-100 --skill error-pattern-analyzer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install revfactory/harness-100 error-pattern-analyzer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/en/57-exam-prep/.claude/skills/error-pattern-analyzer .gemini/skills/error-pattern-analyzer && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "error-pattern-analyzer" agent skill from https://github.com/revfactory/harness-100/tree/main/en/57-exam-prep/.claude/skills/error-pattern-analyzer into .gemini/skills/error-pattern-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "error-pattern-analyzer", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install revfactory/harness-100 error-pattern-analyzerInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add revfactory/harness-100 --skill error-pattern-analyzer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .github/skills && cp -r skills-src/en/57-exam-prep/.claude/skills/error-pattern-analyzer .github/skills/error-pattern-analyzer && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "error-pattern-analyzer" agent skill from https://github.com/revfactory/harness-100/tree/main/en/57-exam-prep/.claude/skills/error-pattern-analyzer into .github/skills/error-pattern-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "error-pattern-analyzer", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add revfactory/harness-100 --skill error-pattern-analyzer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install revfactory/harness-100 error-pattern-analyzer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/en/57-exam-prep/.claude/skills/error-pattern-analyzer .opencode/skills/error-pattern-analyzer && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "error-pattern-analyzer" agent skill from https://github.com/revfactory/harness-100/tree/main/en/57-exam-prep/.claude/skills/error-pattern-analyzer into .opencode/skills/error-pattern-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "error-pattern-analyzer", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
error-pattern-analyzerA specialized skill for systematically classifying error patterns and constructing concept deficit maps.
Error Pattern Analyzer is an agent skill from revfactory/harness-100. A specialized skill for systematically classifying error patterns and constructing concept deficit maps. Used by error-analyst and diagnostician agents when analyzing learner error data to diagnose root causes and develop customized remediation strategies. Automatically applied in contexts such as 'error patterns', 'wrong answer analysis', 'concept deficits', 'weakness analysis', 'error types'. However, psychological testing and learning disability diagnosis are outside the scope of this skill.
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Education, covering Root cause analysis. The licence is Apache-2.0.
Read from SKILL.md and the folder at commit 8e8d35c. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Error Pattern Analyzer loads about 1.1k tokens when it runs. Until then it costs about 131 tokens; SKILL.md has 278 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from revfactory/harness-100 at commit 8e8d35c, republished under its Apache-2.0 licence (© revfactory). 278 words, ~1,148 tokens.
.claude/skills/error-pattern-analyzer/SKILL.md (or your agent's skills folder).A specialized skill that enhances the error-analyst and diagnostician agents' error analysis capabilities.
Definition: The core concept is not understood or is misunderstood Signal: Repeated errors on questions related to the same concept Prescription: Concept re-learning -> varied examples -> self-explanation
Example: All normalization questions answered incorrectly
-> Functional dependency concept itself is inaccurate
-> Prescription: Re-learn functional dependency + step-by-step normalization practiceDefinition: The concept is understood but mistakes occur during application Signal: Errors occur at a specific step in the solution process Prescription: Step-by-step checklist + repeated practice
Example: Understands SQL JOIN concept but gets wrong results with multiple JOINs
-> JOIN order and condition application procedure error
-> Prescription: Step-by-step JOIN worksheet + progressively increasing complexityDefinition: Understands the material but makes errors due to inattention Signal: Same question type is sometimes right, sometimes wrong; increases under time pressure Prescription: Verification habits + time management training
Definition: Falls for intentional error-inducing devices set by the question writer Signal: Repeatedly selects attractive distractors Prescription: Trap pattern learning + "Why is this NOT the answer?" training
Definition: The area has not been studied at all Signal: Guessing-level accuracy (25%) on a specific topic Prescription: New study of the area is required
### Error Analysis Results
#### 1. Error Type Distribution
| Error Type | Count | Ratio | Severity |
|-----------|-------|-------|---------|
| Conceptual gap | 8 | 32% | High |
| Procedural error | 5 | 20% | Medium |
| Careless mistake | 4 | 16% | Low |
| Trap error | 5 | 20% | Medium |
| Knowledge gap | 3 | 12% | High |
#### 2. Concept Deficit Map
[Concept A] <- Prerequisite concept
|
[Concept B] <- Deficit discovered here
|
[Concept C] <- Cannot learn (requires B first)
#### 3. Remediation Priority Order
1st: Re-learn Concept B (affects downstream Concept C)
2nd: New study of knowledge gap areas
3rd: Trap pattern recognition trainingTrack inter-concept dependencies to find the root deficit:
If the learner got "tree traversal" wrong:
-> Check understanding of "recursion"
-> Check understanding of "stack"
-> Check understanding of "function call structure"
The lowest-level deficit = root causePriority = Deficit Severity x Impact Scope x Exam Frequency
Deficit severity: Complete deficit (3), Partial deficit (2), Unstable (1)
Impact scope: Number of downstream concepts (more = higher)
Exam frequency: Exam weight over last 3 years| Exam Type | Primary Error Patterns | Key Countermeasures |
|---|---|---|
| Certification (written) | Similar concept confusion, memorization gaps | Comparison tables, flashcards |
| Certification (practical) | Procedural errors, time overrun | Hands-on practice, timed drills |
| Standardized tests | Trap errors, time allocation | Trap pattern training, time strategy |
| Civil service | Detail confusion, statute memorization | Keyword mnemonics, past exam repetition |
| TOEIC | Listening concentration, vocabulary confusion | Shadowing, similar vocabulary organization |
© revfactory, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in en/57-exam-prep/.claude/skills/error-pattern-analyzer of revfactory/harness-100.
Open the folder on GitHubat commit 8e8d35c
Error Pattern Analyzer next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Error Pattern Analyzer this skillrevfactory/harness-100 | 1.3k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Mistake Analyzermingchen666/Reviva | 236 | — | ~2.7k | Automated safety check: Pass | None | |
| Pfmea Processhashgraph-online/awesome-codex-plugins | 1.2k | — | ~2.9k | Automated safety check: Pass | MIT | |
| Agent Evaluationseb1n/awesome-ai-agent-skills | 206 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Kdrive Sentry RcaInfomaniak/desktop-kDrive | 120 | — | ~4.1k | Automated safety check: Pass | GPL-3.0 | |
| Incident Alert Ticketslangfuse/langfuse | 35k | — | ~1.6k | Automated safety check: Pass | Custom licence |
mingchen666/Reviva
Analyze incorrect answers from text, documents, or images; identify root causes of mistakes; classify error types; explain correct reasoning; and generate targeted improvement suggestions…
hashgraph-online/awesome-codex-plugins
Build a PFMEA worksheet, process risk analysis, or AP table using the AIAG-VDA FMEA Handbook 2019 7-step approach.
seb1n/awesome-ai-agent-skills
Design reproducible evaluations for AI agents with representative task sets, explicit rubrics, appropriate graders, baselines, regression gates, and failure analysis.
Infomaniak/desktop-kDrive
Investigate kDrive crashes, Sentry issues, and application logs to produce source-grounded root cause analyses.
langfuse/langfuse
Read and record root causes in the Linear incident-alert knowledge base.
cursor/plugins
Digs into why code is shaped the way it is by checking git history, pull requests and connected tools in parallel, then reporting a cited read on the tradeoffs.
revfactory/harness-100
A skill for analyzing website anti-bot defense mechanisms and developing legitimate evasion strategies.
revfactory/harness-100
Reference for designing how an API reports failures: structured error codes, response shapes, client-friendly messages, an error catalog and retry or fallback advice.
revfactory/harness-100
Walks a backend-dev agent through OWASP API Top 10 checks, authentication and authorization patterns, and defense code during API design.
revfactory/harness-100
Methodology for systematically designing and generating CLI tool argument parser structures.
revfactory/harness-100
Audience segmentation skill used by the analyst and curator agents.
revfactory/harness-100
Audio storytelling skill used by the podcast scriptwriter and show note editor.
Categories
A specialized skill for systematically classifying error patterns and constructing concept deficit maps. Error Pattern Analyzer is an agent skill from revfactory/harness-100. A specialized skill for systematically classifying error patterns and constructing concept deficit maps.
Error Pattern Analyzer fits situations like: tasks that involve Root cause analysis.
Run `npx skills add revfactory/harness-100 --skill error-pattern-analyzer -a claude-code`. Or copy the skill folder (en/57-exam-prep/.claude/skills/error-pattern-analyzer in revfactory/harness-100) into .claude/skills/error-pattern-analyzer in your project. Claude Code loads it when a task matches its description.
Run `npx skills add revfactory/harness-100 --skill error-pattern-analyzer -a codex`. Or copy the skill folder (en/57-exam-prep/.claude/skills/error-pattern-analyzer in revfactory/harness-100) into .agents/skills/error-pattern-analyzer in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add revfactory/harness-100 --skill error-pattern-analyzer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/error-pattern-analyzer, .gemini/skills/error-pattern-analyzer, .github/skills/error-pattern-analyzer and .opencode/skills/error-pattern-analyzer in your project.
SKILL.md names no scripts, command-line tools or credentials: Error Pattern Analyzer is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Error Pattern Analyzer is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.1k tokens (SKILL.md is roughly 4.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Error Pattern Analyzer: Mistake Analyzer (mingchen666/Reviva, 236 stars), Pfmea Process (hashgraph-online/awesome-codex-plugins, 1.2k stars), Agent Evaluation (seb1n/awesome-ai-agent-skills, 206 stars) and Kdrive Sentry Rca (Infomaniak/desktop-kDrive, 120 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
revfactory (a GitHub user) maintains it in revfactory/harness-100, which has 1,290 GitHub stars. The repository holds 464 skills in this directory. The repository was last updated on March 22, 2026.
Source: revfactory/harness-100 on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.