Tokenqrusher
Token optimization system for OpenClaw reducing costs 50-80%.
- Rating
- 4.7 (457 reviews)
- Downloads
- 39,545 downloads
- Version
- 1.0.0
Overview
Token optimization system for OpenClaw reducing costs 50-80%.
Complete Documentation
View Source →
tokenQrusher Skill
Overview
tokenQrusher reduces OpenClaw API costs by 50-80% through:
- Context Filtering – Loads only necessary workspace files (up to 99% reduction for simple messages)
- Heartbeat Optimization – Reduces heartbeat API calls by 75%
Components
1. Context Hook (token-context)
Event: agent:bootstrap
Filters which workspace files are loaded based on message complexity.
Config: ~/.openclaw/hooks/token-context/config.json
{
"enabled": true,
"logLevel": "info",
"dryRun": false,
"files": {
"simple": ["SOUL.md", "IDENTITY.md"],
"standard": ["SOUL.md", "IDENTITY.md", "USER.md"],
"complex": ["SOUL.md", "IDENTITY.md", "USER.md", "TOOLS.md", "AGENTS.md", "MEMORY.md", "HEARTBEAT.md"]
}
}
How it works:
- Extracts the user's latest message
- Classifies complexity (simple/standard/complex)
- Keeps only allowed files, discards the rest
- Sets
context.bootstrapFilesto the filtered list
- Simple greetings → 2 files (99% token reduction)
- Standard tasks → 3 files (90%+ reduction)
- Complex tasks → all files (full context)
2. Heartbeat Optimizer (token-heartbeat)
Event: agent:bootstrap (for heartbeat polls)
Optimizes heartbeat check schedule to dramatically reduce API calls.
Config: ~/.openclaw/hooks/token-heartbeat/config.json
{
"enabled": true,
"intervals": {
"email": 7200,
"calendar": 14400,
"weather": 14400,
"monitoring": 7200
},
"quietHours": { "start": 23, "end": 8 }
}
How it works:
- Determines if enough time has elapsed since last check
- Skips checks that are not due
- Honors quiet hours (23:00–08:00 by default)
- Returns
HEARTBEAT_OKwhen nothing needs checking
| Check | Default Interval | Optimized | Reduction |
|---|---|---|---|
| 60 min | 120 min | 50% | |
| Calendar | 60 min | 240 min | 75% |
| Weather | 60 min | 240 min | 75% |
| Monitoring | 30 min | 120 min | 75% |
3. Shared Module (token-shared)
Pure functions used by both hooks:
classifyComplexity(message)→ complexity levelgetAllowedFiles(level, config)→ file listisValidFileName(name)→ path traversal protectionloadConfigCached(logFn)→ 60s TTL config caching- Maybe/Either patterns (no exceptions for control flow)
External Endpoints
This skill does not call any external network endpoints. All operations are local to your machine.
Security & Privacy
- 100% local execution – No data leaves your system.
- No external telemetry – No calls to third‑party servers.
- Configuration read only from local hook configs.
- File validation prevents path traversal attacks.
- No environment secrets required.
Model Invocation Note
Hooks run automatically:
token-contextruns on everyagent:bootstrap(every user message).token-heartbeatruns on heartbeat polls.
Trust Statement
By installing this skill, you trust that the code operates locally and does not transmit your workspace data. Review the open‑source implementation on GitHub before installing.
CLI Commands
After installation, the tokenqrusher command is available.
tokenqrusher context
Recommends which context files should be loaded for a given prompt.
$ tokenqrusher context "hi"
Complexity: simple (confidence: 95%)
Files: SOUL.md, IDENTITY.md
Savings: 71%
tokenqrusher status [--verbose]
Shows system status.
$ tokenqrusher status
=== tokenQrusher Status ===
Hooks:
✓ token-context (Filters context)
✓ token-heartbeat (Optimizes heartbeat)
tokenqrusher install [--hooks] [--all]
Installs/enables hooks.
$ tokenqrusher install --hooks
✓ Enabled: token-context
✓ Enabled: token-heartbeat
Configuration
All hook configs are JSON files stored in:
~/.openclaw/hooks/
You can edit these to customize behavior (e.g., adjust file lists, intervals, or quiet hours). Changes are reloaded after 60 seconds (config cache TTL).
Design Principles
- Deterministic – Same input → same output.
- Pure functions – No hidden side effects.
- Immutability – Frozen data structures.
- No exceptions for control flow – Uses Result/Either types.
- Thread‑safe – RLock protected shared state.
- Exhaustive typing – Full type hints.
Performance
| Operation | Latency | Memory |
|---|---|---|
| Context classification | <1 ms | <1 MB |
| Heartbeat check | <0.5 ms | <0.5 MB |
Troubleshooting
Hook not loading?
# Check status
openclaw hooks list
# Should show "✓ ready" next to token-context and token-heartbeat
# Enable if missing
openclaw hooks enable token-context
openclaw hooks enable token-heartbeat
# Restart gateway
openclaw gateway restart
Changes not taking effect?
Config cache TTL is 60 seconds. Restart the gateway for immediate effect.
Migration from v2.0.x
v2.1.0 removes non‑functional components. If upgrading:
- Disable and remove old hooks:
openclaw hooks disable token-model
openclaw hooks disable token-usage
openclaw hooks disable token-cron
rm -rf ~/.openclaw/hooks/token-model
rm -rf ~/.openclaw/hooks/token-usage
rm -rf ~/.openclaw/hooks/token-cron
- Update the skill:
clawhub update tokenQrusher
- Re‑install remaining hooks:
tokenqrusher install --hooks
- Restart gateway:
openclaw gateway restart
Removed commands: tokenqrusher model, budget, usage, optimize. They no longer exist.
License
MIT. See LICENSE file in repository.
Credits
- Design & Implementation: Lieutenant Qrusher (qsmtco)
- Review: Captain JAQ (SMTCo)
- Framework: OpenClaw Team
Installation
openclaw install tokenqrusher
💻Code Examples
}
**How it works:**
- Extracts the user's latest message
- Classifies complexity (simple/standard/complex)
- Keeps only allowed files, discards the rest
- Sets `context.bootstrapFiles` to the filtered list
**Savings:**
- Simple greetings → 2 files (99% token reduction)
- Standard tasks → 3 files (90%+ reduction)
- Complex tasks → all files (full context)
**Rationale:** Simple messages don’t need documentation, memory logs, or tool references. Only identity and personality are required.
### 2. Heartbeat Optimizer (`token-heartbeat`)
**Event:** `agent:bootstrap` (for heartbeat polls)
Optimizes heartbeat check schedule to dramatically reduce API calls.
**Config:** `~/.openclaw/hooks/token-heartbeat/config.json`}
**How it works:**
- Determines if enough time has elapsed since last check
- Skips checks that are not due
- Honors quiet hours (23:00–08:00 by default)
- Returns `HEARTBEAT_OK` when nothing needs checking
**Optimization Table:**
| Check | Default Interval | Optimized | Reduction |
|-------|------------------|-----------|-----------|
| Email | 60 min | 120 min | 50% |
| Calendar | 60 min | 240 min | 75% |
| Weather | 60 min | 240 min | 75% |
| Monitoring | 30 min | 120 min | 75% |
**Result:** 48 checks/day → 12 checks/day (**75% fewer API calls**)
### 3. Shared Module (`token-shared`)
Pure functions used by both hooks:
- `classifyComplexity(message)` → complexity level
- `getAllowedFiles(level, config)` → file list
- `isValidFileName(name)` → path traversal protection
- `loadConfigCached(logFn)` → 60s TTL config caching
- Maybe/Either patterns (no exceptions for control flow)
---
## External Endpoints
This skill does **not** call any external network endpoints. All operations are local to your machine.
---
## Security & Privacy
- **100% local execution** – No data leaves your system.
- **No external telemetry** – No calls to third‑party servers.
- **Configuration** read only from local hook configs.
- **File validation** prevents path traversal attacks.
- **No environment secrets** required.
---
## Model Invocation Note
Hooks run automatically:
- `token-context` runs on every `agent:bootstrap` (every user message).
- `token-heartbeat` runs on heartbeat polls.
No manual intervention needed after enabling the hooks.
---
## Trust Statement
By installing this skill, you trust that the code operates locally and does not transmit your workspace data. Review the open‑source implementation on GitHub before installing.
---
## CLI Commands
After installation, the `tokenqrusher` command is available.
### `tokenqrusher context <prompt>`
Recommends which context files should be loaded for a given prompt.Savings: 71%
### `tokenqrusher status [--verbose]`
Shows system status.✓ token-heartbeat (Optimizes heartbeat)
### `tokenqrusher install [--hooks] [--all]`
Installs/enables hooks.✓ Enabled: token-heartbeat
---
## Configuration
All hook configs are JSON files stored in:
`~/.openclaw/hooks/<hook-name>/config.json`
You can edit these to customize behavior (e.g., adjust file lists, intervals, or quiet hours). Changes are reloaded after 60 seconds (config cache TTL).
---
## Design Principles
- **Deterministic** – Same input → same output.
- **Pure functions** – No hidden side effects.
- **Immutability** – Frozen data structures.
- **No exceptions for control flow** – Uses Result/Either types.
- **Thread‑safe** – RLock protected shared state.
- **Exhaustive typing** – Full type hints.
---
## Performance
| Operation | Latency | Memory |
|-----------|---------|--------|
| Context classification | <1 ms | <1 MB |
| Heartbeat check | <0.5 ms | <0.5 MB |
Negligible overhead per agent message.
---
## Troubleshooting
### Hook not loading?openclaw gateway restart
### Changes not taking effect?
Config cache TTL is 60 seconds. Restart the gateway for immediate effect.
---
## Migration from v2.0.x
v2.1.0 removes non‑functional components. If upgrading:
1. Disable and remove old hooks:{
"enabled": true,
"logLevel": "info",
"dryRun": false,
"files": {
"simple": ["SOUL.md", "IDENTITY.md"],
"standard": ["SOUL.md", "IDENTITY.md", "USER.md"],
"complex": ["SOUL.md", "IDENTITY.md", "USER.md", "TOOLS.md", "AGENTS.md", "MEMORY.md", "HEARTBEAT.md"]
}
}{
"enabled": true,
"intervals": {
"email": 7200,
"calendar": 14400,
"weather": 14400,
"monitoring": 7200
},
"quietHours": { "start": 23, "end": 8 }
}$ tokenqrusher context "hi"
Complexity: simple (confidence: 95%)
Files: SOUL.md, IDENTITY.md
Savings: 71%$ tokenqrusher status
=== tokenQrusher Status ===
Hooks:
✓ token-context (Filters context)
✓ token-heartbeat (Optimizes heartbeat)Tags
Quick Info
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