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Token Saver 75+
by
mariovallereyes
· GitHub ↗
· v1.0.0
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Install in OpenClaw
/install token-saver-75plus
Description
Automatically classifies requests to optimize cost by routing to the cheapest capable model and applies maximum output compression for 75%+ token savings.
Usage Guidance
What to consider before installing:
- Do not add this skill to your system prompt or otherwise make it mandatory without a careful review. The README explicitly recommends forcing the skill into every session — that's a prompt-injection/persistence escalation and should be avoided.
- Because the SKILL.md tells spawned sessions to include "ALL context," verify how your platform implements sessions_spawn. Confirm that sensitive or private context will not be sent to third-party models or logs unintentionally.
- The skill references model IDs (openai/..., anthropic/..., groq/...). Map those to your environment carefully and be aware of cost implications; routing could increase usage of expensive models if misconfigured.
- Test in an isolated, auditable environment first: limit the skill to user-invocable (not always-on), enable request/response logging, and monitor which models are actually invoked and what context is forwarded.
- If you like the behavior, implement the protocol in a reviewed internal policy rather than blindly following the README's "mandatory" instruction. Remove or neutralize the recommendation to edit system prompts.
- Consider restricting autonomous invocation for this skill (or requiring explicit human approval for spawns) until you're confident it won't leak data or escalate costs.
If you want a safer path forward: ask the author for clarification on why they recommend forcing the skill into system prompts, request a version that does not require including full context in spawn tasks, and get explicit documentation on what gets forwarded to spawned models. Because the SKILL.md includes a prompt-injection signal, proceed cautiously and prefer a manual opt-in model.
Capability Analysis
Type: OpenClaw Skill
Name: token-saver-75plus
Version: 1.0.0
The skill is designed for token optimization and model routing, which are benign goals. However, the `SKILL.md` instructions create significant prompt injection vulnerabilities. Specifically, it instructs the agent to use `sessions_spawn` for 'ALL code generation' via `openai/gpt-5.3-codex` and for T4 strategy tasks via `anthropic/claude-opus-4-6` with the explicit instruction 'You have full tool access.' These broad capabilities, while not inherently malicious in their design, allow a malicious user prompt to coerce the agent into generating and potentially executing harmful code or performing unauthorized actions using its 'full tool access', thus posing a high risk of exploitation.
Capability Assessment
Purpose & Capability
The name/description (token savings + model routing) match the SKILL.md: it defines tiering, routing rules, and compact output templates. It is instruction-only and does not request credentials or binaries, which is proportionate. One caveat: it assumes a runtime that supports sessions_spawn and the specific model IDs; those model IDs may not exist in every environment and must be adapted.
Instruction Scope
The SKILL.md instructs the agent to classify every incoming request and to spawn other model sessions with 'ALL context' included in the spawn task string. It also (in README) explicitly recommends making the skill 'mandatory' by adding a line to the system prompt so the skill is enforced every session. This is effectively a prompt-injection attempt that expands the skill's scope beyond normal user-invocable behavior and can cause sensitive conversation context to be forwarded to other models.
Install Mechanism
There is no install spec and no code files — it's instruction-only. That is low-risk from an installation/executable standpoint (nothing is written to disk).
Credentials
The skill requests no environment variables, credentials, or file paths. The routing table references third-party model IDs, but those are configuration-level mapping decisions rather than secret requests; the lack of requested credentials is proportionate to the stated purpose.
Persistence & Privilege
Although the skill metadata does not set always:true, the README encourages operators to add mandatory instructions to the system prompt (i.e., make it always-on). That recommendation is an attempt to escalate the skill's persistence/privilege beyond the declared metadata. Combined with the instruction to include SKILL.md every session, this is a persistence/prompt-injection concern.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install token-saver-75plus - After installation, invoke the skill by name or use
/token-saver-75plus - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release: T1-T4 tier classifier, model routing, output compression, tool gating protocol.
Metadata
Frequently Asked Questions
What is Token Saver 75+?
Automatically classifies requests to optimize cost by routing to the cheapest capable model and applies maximum output compression for 75%+ token savings. It is an AI Agent Skill for Claude Code / OpenClaw, with 886 downloads so far.
How do I install Token Saver 75+?
Run "/install token-saver-75plus" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Token Saver 75+ free?
Yes, Token Saver 75+ is completely free (open-source). You can download, install and use it at no cost.
Which platforms does Token Saver 75+ support?
Token Saver 75+ is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Token Saver 75+?
It is built and maintained by mariovallereyes (@mariovallereyes); the current version is v1.0.0.
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