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// Skill profile

Funnlp

name: Funnlp

by bytesagain1 · published 2026-03-22

开发工具数据处理
Total installs
0
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★ 0
Last updated
2026-03
// Install command
$ claw add gh:bytesagain1/bytesagain1-funnlp
View on GitHub
// Full documentation

---

name: Funnlp

description: "Detect sensitive words, extract phone/ID numbers, and run Chinese NLP tasks. Use when filtering content, extracting entities, or detecting text language."

version: "2.0.0"

license: MIT-0

runtime: python3

---

# 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](https://github.com/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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