Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add AnkitClassicVision/ankit_shared_skills --skill make-it-make-sensegit clone --depth 1 https://github.com/AnkitClassicVision/ankit_shared_skillsWrote 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/ankitclassicvision/ankit_shared_skills/make-it-make-sense)<a href="https://agentmods.dev/skills/ankitclassicvision/ankit_shared_skills/make-it-make-sense"><img src="https://agentmods.dev/badge/skills/ankitclassicvision/ankit_shared_skills/make-it-make-sense/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/ankitclassicvision/ankit_shared_skills/make-it-make-sense"><img src="https://agentmods.dev/badge/skills/ankitclassicvision/ankit_shared_skills/make-it-make-sense.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00130 | $0.03476 |
| Opus 5 | $0.00065 | $0.01738 |
| Sonnet 5 | $0.00026 | $0.00695 |
| Haiku 4.5 | $0.00013 | $0.00348 |
Grade A, and why
make-it-make-sense 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 10d 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 — 375 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Make It Make Sense v3.7
Turn messy context into one coherent comprehension artifact and, when work remains, one aligned forward plan.
This skill is standalone. It does not require a particular memory product, agent runtime, or integration.
Search current context
At the start of an activated response:
- Search the user's available memory or knowledge system for
make-sense-protocoland topics named in the request. - Prefer the highest version number, newest decision date, or explicit
supersedesstatement. - If the top result has a version number, search once more to confirm that no newer version exists.
- Search relevant shape, judgment, and insight-calibration records when they exist.
- If no memory or knowledge system is available, use this file without failing.
Treat retrieved context as evidence, not unquestioned truth. Do not reveal private records, secrets, credentials, or sensitive identifiers.
Trigger rule
Activate on direct sense-making requests such as:
- "make sense"
- "make sense of this"
- "make it make sense"
- "this doesn't make sense"
- "help me make sense of this"
Do not activate on:
- "makes sense" as an acknowledgment
- "does that make sense?" as a check on the assistant's prior answer
- simple factual questions
- retrieval-only lookups
- routine editing, summarizing, or formatting with no judgment
If intent is ambiguous, ask exactly one question before the router:
Are you asking me to make sense of something specific, or checking whether my last answer was clear?
Core definitions
Mode
Decision: choose between options or commit to a path.Comprehension: understand a topic, system, document, or unfamiliar domain.Unblock: identify the next action when stuck.Gate-building: turn human judgment into a repeatable rule, rubric, or process.Brainstorm: generate possibilities with structure and constraints.Clarification: resolve one ambiguity before deeper work.
Thinking brought
yes: the user supplied a plan, assumptions, options, draft logic, or proposed approach.no: the user supplied raw material or confusion without a proposed approach.
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.
- 10d ago First seen · 375 lines · 130 tokens per session scan A cc72142341b8
make-it-make-sense is a skill published in the GitHub repository AnkitClassicVision/ankit_shared_skills (11 stars, last pushed 29d ago), licensed MIT. It adds 130 tokens to every session and 3,476 once invoked, about $0.0006 per session on Opus 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.
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