by mattbaconz
SIGNAL — Agent Skills: terse structured output (tiers, templates, checkpoints), git workflow skills (commit, push, PR, review, ckpt), Karpathy-inspired coding norms. Claude Code, Cursor, Gemini CLI, Codex & other Agent Skills hosts.
# Add to your Claude Code skills
git clone https://github.com/mattbaconz/signalLast scanned: 5/30/2026
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}signal is an open-source ai agents skill for AI coding assistants such as Claude Code, Codex CLI, and ChatGPT, built by mattbaconz. SIGNAL — Agent Skills: terse structured output (tiers, templates, checkpoints), git workflow skills (commit, push, PR, review, ckpt), Karpathy-inspired coding norms. Claude Code, Cursor, Gemini CLI, Codex & other Agent Skills hosts. It has 3 GitHub stars.
Yes. signal passed SkillsLLM's automated security scan — a dependency vulnerability audit plus prompt-injection heuristics — with no high-severity issues. You can read the full report in the Security Report section on this page.
Clone the repository with "git clone https://github.com/mattbaconz/signal" and add it to your Claude Code skills directory (see the Installation section above).
signal is primarily written in PowerShell. It is open-source under mattbaconz on GitHub, so you can review or fork the full source.
Yes. SkillsLLM lists many other AI Agents skills you can browse and compare side by side. Open the AI Agents category from the badge at the top of this page, or use the Related Skills and comparison links further down to weigh signal against similar tools.
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SIGNAL is a brutalist compression layer for agentic workflows: minified .min.md skills, a small symbol vocabulary (→ ∅ Δ ! [n]), and checkpoints instead of pasting entire threads. Dense beats polite when the meter is running.
Repo · github.com/mattbaconz/signal · Protocol · skills/signal.min.md · Symbols · skills/signal-core.min.md
Latest changes: CHANGELOG.md (v0.3.1 patch notes, v0.3.0 “Shrinking Session”, and earlier). Contributing / min skills: CONTRIBUTING.md.

Heuristic token estimates use ceil(characters / 4) — useful for comparing shapes, not billed API tokens. Full tables: Benchmark. Reproduce: scripts/benchmark.ps1.
Video/GIF: A short install or benchmark run GIF is planned; see assets/README.md to record assets/signal-demo.gif and swap it into this section later.
| 👤 Verbose agent | 🌐 SIGNAL |
|---|---|
“I think the problem might be in auth.js around line 47…” |
auth.js:47 · null ref · guard — ~7× fewer tokens in the scripted benchmark. |
| Paste 10 turns of chat + tool noise into context. | CKPT atom: stack, progress, next step — transcript stays out of the window. |
One giant SKILL.md tree + references forever. |
Canonical .md for humans, .min.md for the agent — ~87% smaller on the seven main pairs (Benchmark). |
npx skills add mattbaconz/signal
Global:
npx skills add mattbaconz/signal -y -g
Quick start: read skills/signal.min.md → pick a tier → pull in workflow skills (signal-commit, signal-push, …) only when needed.
| Command | What it does |
|---|---|
/signal |
S1 — entry tier |
/signal2 |
S2 — strong default |
/signal3 |
S3 — auto-CKPT |
/signal-commit |
Stage + conventional commit |
/signal-push |
Commit + push |
/signal-pr |
Push + PR (gh) |
/signal-review |
One-line review, severity required |
/signal-state |
.signal_state.md |
/signal-diff |
Summarized changes |
/signal-search |
Summarized search |
Tier detail: Tiers.
There is no legacy top-level signal/ directory in this repo—ignore older docs that referred to it. This table is what you actually open after cloning.
| Location | What it is | You need it if… |
|---|---|---|
skills/ |
Canonical skill specs: *.md (readable) + *.min.md (dense) |
You install via npx skills add or copy skills into an agent |
gemini-signal/, claude-signal/ |
Mirrored host extension layouts (SKILL.md per tool) |
You ship the Gemini CLI or Claude Code plugin from this tree |
references/ |
Shared refs (symbols, Karpathy norms, benchmarks, checkpoint notes) | You cite norms or symbols |
templates/ |
Snippets to merge into a project’s GEMINI / CLAUDE files | You integrate SIGNAL into an app repo |
scripts/ |
shrink.ps1, sync-integration-packages.ps1, verify.ps1, benchmark.ps1 |
You contribute or verify locally (CONTRIBUTING.md) |
Long prompts and hedging eat context. SIGNAL standardizes how you shrink: symbols instead of paragraphs, .signal_state.md for durable state, signal-diff / signal-search for summarized context instead of raw dumps.
flowchart LR
subgraph inputs [Verbose]
V1[Long replies]
V2[Full thread history]
V3[Hedging and filler]
end
subgraph signal [SIGNAL]
S[Symbol grammar]
C[CKPT summaries]
M[Minified skills]
end
subgraph outputs [Dense]
D1[Terse pointers]
D2[Checkpoint atom]
D3[~87% smaller payloads]
end
V1 --> S
V2 --> C
V3 --> S
S --> D1
C --> D2
M --> D3
Use /signal, /signal2, or /signal3.
| Tier | You get | Rough habit savings |
|---|---|---|
| S1 | Symbols, no preamble, no hedge, terse | ~35% |
| S2 | S1 + BOOT, aliases, delta-friendly turns | another ~20% on top |
| S3 | S2 + auto-checkpoint every 5 turns | long sessions stay bounded |
| Symbol | Meaning | Example |
|---|---|---|
→ |
causes / produces | nullref→crash |
∅ |
none / remove / empty | cache=∅ |
Δ |
change / diff | Δ+cache→~5ms |
! |
required / must | !fix before deploy |
[n] |
confidence 0.0–1.0 | fix logic [0.95] |
Full reference: skills/signal-core.min.md.
Same chart as Demo; numbers below are the tables behind it.
Heuristic: ceil(characters / 4) — not billed API tokens; good for comparing shapes.
| Scenario | Verbose | SIGNAL | Saved |
|---|---|---|---|
| A: 10-turn history vs CKPT | ~167 | ~45 | ~73% · ~3.7× |
| B: Bug paragraph vs one line | ~51 | ~7 | ~86% · ~7.3× |
C: Hedging vs [conf] |
~8 | ~2 | ~75% · ~4× |
.md → .min.md)| Pair | Bytes (≈) | Est. tok (≈) | Shrink |
|---|---|---|---|
| signal | 2.8K → 0.7K | ~712 → ~182 | ~75% |
| signal-ckpt | 5.6K → 0.7K | ~1389 → ~163 | ~88% |
| signal-commit | 8.3K → 0.7K | ~2071 → ~178 | ~91% |
| signal-pr | 4.7K → 0.5K | ~1177 → ~130 | ~89% |
| signal-push | 3.7K → 0.5K | ~936 → ~131 | ~86% |
| signal-review | 5.5K → 0.6K | ~1378 → ~145 | ~90% |
| signal-state | 2.0K → 0.7K | ~511 → ~163 | ~68% |
| 7 pairs total | ~32.7K → ~4.4K | ~8173 → ~1090 | ~87% |
Min-only helpers (signal-core, signal-diff, signal-search) ≈ 1.6K bytes (~389 est. tokens).
Reproduce:
powershell -NoProfile -ExecutionPolicy Bypass -File .\scripts\benchmark.ps1
flowchart TB
subgraph protocol [Protocol layer]
P["signal.min.md"]
CORE["signal-core.min.md"]
end
subgraph workflow [Workflow skills]
CKPT["signal-ckpt"]
GIT["commit / push / pr"]
REV["signal-review"]
end
subgraph context [Context tools]
DIFF["signal-diff"]
SRCH["signal-search"]
ST["signal-state"]
end
subgraph persist [Persistence]
STATE[".signal_state.md"]
end
P --> CORE
P --> CKPT
P --> GIT
P --> REV
P --> DIFF
P --> SRCH
ST --> STATE
Tier ladder:
flowchart LR
S1["/signal — S1"] --> S2["/signal2 — S2"]
S2 --> S3["/signal3 — S3"]
S1 -.- D1["~35% vs loose chat"]
S2 -.- D2["BOOT · aliases · Δ"]
S3 -.- D3["Auto-CKPT every 5 turns"]
Tiers compress chat. For code edits, the bundle still points at Karpathy-style discipline: small diffs, clear assumptions, verify goals.
| Resource | Link |
|---|---|
| Full norms | references/karpathy-coding-norms.md |
| In skills | skills/signal.md, skills/signal-core.min.md (KarpathyNorms), skills/signal-commit.min.md (followKarpathy) |
| Host templates | templates/gemini-GEMINI.md, templates/claude-CLAUDE.md |
| Skill | Role |
|---|---|
skills/signal-commit.min.md |
Stage all, conventional commit (--draft / --split) |
skills/signal-push.min.md |
Commit + push |
skills/signal-pr.min.md |
Commit + push + gh pr create |
CI: .github/workflows/verify.yml runs [scripts/verify.ps1](scripts/verify.ps