Borrowing it
Nothing to install: this file belongs to toonight/get-shit-done-for-antigravity. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/toonight/get-shit-done-for-antigravity/main/.agents/skills/context-compressor/SKILL.mdgit clone --depth 1 https://github.com/toonight/get-shit-done-for-antigravityWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/toonight/get-shit-done-for-antigravity/context-compressor)<a href="https://agentmods.dev/skills/toonight/get-shit-done-for-antigravity/context-compressor"><img src="https://agentmods.dev/badge/skills/toonight/get-shit-done-for-antigravity/context-compressor/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/toonight/get-shit-done-for-antigravity/context-compressor"><img src="https://agentmods.dev/badge/skills/toonight/get-shit-done-for-antigravity/context-compressor.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00013 | $0.01104 |
| Opus 5.5 | $0.00005 | $0.00442 |
| Sonnet 5.5 | $0.00003 | $0.00221 |
| Haiku 4.5 | $0.00001 | $0.00110 |
Grade A, and why
context-compressor scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 202 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Context Compressor Skill
Core principle: Compress aggressively, decompress only when needed.
Compression Strategies
Strategy 1: Summary Mode
When: You've fully understood a file and may need to reference it later.
How:
## File Summary: src/auth/login.ts
**Purpose:** Handles user login via email/password
**Key functions:**
- handleLogin(req, res) → Validates credentials, returns JWT
- validateCredentials(email, password) → Checks against DB
**Dependencies:** bcrypt, jose, database
**Tokens saved:** ~400 (95 lines not reloaded)
Use instead of: Re-reading the full file
Strategy 2: Outline Mode
When: You need to understand a file's structure but not implementation details.
How:
## Outline: src/services/payment.ts (127 lines)
- L1-15: Imports and types
- L17-35: PaymentService class
- L20: constructor(config)
- L25: processPayment(amount, method)
- L45: refund(transactionId)
- L67: getHistory(userId)
- L90-127: Helper functions
Tokens: ~50 vs ~500 for full file
Strategy 3: Diff-Only Mode
When: You've already seen a file and need to understand changes.
How:
## Changes to: src/config.ts
Added:
- L45: TOKEN_BUDGET_THRESHOLD = 0.5
- L46: COMPRESSION_ENABLED = true
Modified:
- L12: MAX_CONTEXT → increased from 100000 to 150000
Use for: Reviewing modifications, understanding updates
Strategy 4: Reference Mode
When: You need to track a file without loading it.
How:
## References
| File | Last Seen | Summary | Load If |
|------|-----------|---------|---------|
| auth.ts | Task 2 | Login handling | Auth bugs |
| db.ts | Task 1 | Postgres client | DB errors |
| utils.ts | Never | Utility funcs | Helper needed |
Cost: ~10 tokens vs ~200+ per file
Strategy 5: Progressive Disclosure
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 202 lines · 13 tokens per session scan A 07b6de8bf870
context-compressor is a skill published in the GitHub repository toonight/get-shit-done-for-antigravity (975 stars, last pushed 2mo ago), licensed MIT. It adds 13 tokens to every session and 1,104 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
context-compressor compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| context-compressortoonight/get-shit-done-for-antigravity | Skill | 975 | 2mo ago | MIT | A | 13 | Claude Code, Codex |
| knowledge-ingestopenclaw/openclaw | Skill | 394k | yesterday | MIT | A | 80 | Claude Code, Codex |
| mem0-oss-to-platformmem0ai/mem0 | Skill | 68k | 2d ago | Apache-2.0 | A | 217 | Claude Code, Codex |
| forgetasgeirtj/system_prompts_leaks | Skill | 71k | 2d ago | CC0-1.0 | A | 74 | Claude Code, Codex |
| Cortexdanielmiessler/LifeOS | Skill | 20k | yesterday | MIT | A | 184 | Claude Code |
| memoryopensquilla/opensquilla | Skill | 7.1k | 6d ago | Apache-2.0 | A | 44 | Claude Code, Codex |
| ha-data-storesshiwenwen/hope-agent | Skill | 1.9k | yesterday | MIT | A | 115 | Claude Code, Codex |