Funnlp
by bytesagain1
Detect sensitive words, extract phone/ID numbers, and run Chinese NLP tasks. Use when filtering content, extracting entities, or detecting text language.
安装
claude skill add --url github.com/openclaw/skills/tree/main/skills/bytesagain1/funnlp文档
Funnlp
Funnlp v2.0.0 — an AI toolkit for managing NLP workflows from the command line. Log configurations, benchmarks, prompts, evaluations, fine-tuning runs, and more. Each entry is timestamped and persisted locally. Works entirely offline — your data never leaves your machine.
Inspired by fighting41love/funNLP (79,378+ GitHub stars).
Commands
Domain Commands
Each domain command works in two modes: log mode (with arguments) saves a timestamped entry, view mode (no arguments) shows the 20 most recent entries.
| Command | Description |
|---|---|
funnlp configure <input> | Log a configuration note (model settings, parameters, etc.) |
funnlp benchmark <input> | Log a benchmark result or observation |
funnlp compare <input> | Log a model/tool comparison note |
funnlp prompt <input> | Log a prompt template or prompt engineering note |
funnlp evaluate <input> | Log an evaluation result or metric |
funnlp fine-tune <input> | Log a fine-tuning run or hyperparameter note |
funnlp analyze <input> | Log an analysis observation or insight |
funnlp cost <input> | Log cost tracking data (API costs, compute, etc.) |
funnlp usage <input> | Log usage metrics or consumption data |
funnlp optimize <input> | Log optimization attempts or improvements |
funnlp test <input> | Log test results or test case notes |
funnlp report <input> | Log a report entry or summary finding |
Utility Commands
| Command | Description |
|---|---|
funnlp stats | Show summary statistics across all log files |
funnlp export <fmt> | Export all data to a file (formats: json, csv, txt) |
funnlp search <term> | Search all log entries for a term (case-insensitive) |
funnlp recent | Show the 20 most recent entries from the activity log |
funnlp status | Health check — version, data dir, entry count, disk usage |
funnlp help | Show the built-in help message |
funnlp version | Print the current version (v2.0.0) |
Data Storage
All data is stored locally at ~/.local/share/funnlp/. Each domain command writes to its own log file (e.g., configure.log, benchmark.log). A unified history.log tracks all actions across commands. Use export to back up your data at any time.
Requirements
- Bash (4.0+)
- No external dependencies — pure shell script
- No network access required
When to Use
- Tracking Chinese NLP experiments (sensitive word detection, entity extraction, etc.)
- Logging benchmark results for text classification, NER, or sentiment models
- Comparing NLP tools and libraries with persistent, searchable notes
- Managing prompt engineering iterations for Chinese language tasks
- Recording fine-tuning runs and evaluation metrics
- Building a local knowledge base of NLP experiment results
- Exporting experiment logs for team sharing or archival
Examples
# Log a new configuration
funnlp configure "BERT-base-chinese, max_len=512, batch=32"
# Record a benchmark result
funnlp benchmark "NER F1=0.91 on MSRA dataset"
# Compare two approaches
funnlp compare "jieba vs pkuseg: pkuseg +3% on news domain"
# Log a prompt template
funnlp prompt "Extract all phone numbers from: {text}"
# Track fine-tuning
funnlp fine-tune "Epoch 5/10, loss=0.23, lr=2e-5"
# Search across all logs
funnlp search "BERT"
# Export everything as CSV
funnlp export csv
# Check overall status
funnlp status
# View recent activity
funnlp recent
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