evidence-based-development

evidence-based-development is a skill for Claude Code from synaptiai/synapti-marketplace. It costs 80 tokens per session (773 once invoked), scanned A, original, Apache-2.0.

A development rulebook for supporting claims about code with file locations, test results, or other direct evidence.

In plain words
What is it for?
It helps report findings, rank their priority, and distinguish an assertion from the evidence that verifies it.
Why use it?
It reduces guesses and unsupported recommendations by requiring the current implementation to be inspected before decisions are made.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Part of the flow plugin — 33 skills, 20 commands, 10 agents shipped together

Good fit It helps report findings, rank their priority, and distinguish an assertion from the evidence that verifies it.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/synaptiai/synapti-marketplace/evidence-based-development
Install

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.

Any agent
npx skills add synaptiai/synapti-marketplace --skill evidence-based-development
Clone the repo
git clone --depth 1 https://github.com/synaptiai/synapti-marketplace

Made for: Claude Code.

Or install flow, the plugin that ships this one along with the rest of its 33 skills, 20 commands, 10 agents.

Wrote 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.

agentmods badge for evidence-based-development

README.md
[![agentmods](https://agentmods.dev/badge/skills/synaptiai/synapti-marketplace/evidence-based-development/github.svg)](https://agentmods.dev/skills/synaptiai/synapti-marketplace/evidence-based-development)
Your own site
<a href="https://agentmods.dev/skills/synaptiai/synapti-marketplace/evidence-based-development"><img src="https://agentmods.dev/badge/skills/synaptiai/synapti-marketplace/evidence-based-development/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.

agentmods 80×15 button for evidence-based-development

Your own site · 80×15
<a href="https://agentmods.dev/skills/synaptiai/synapti-marketplace/evidence-based-development"><img src="https://agentmods.dev/badge/skills/synaptiai/synapti-marketplace/evidence-based-development.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 80 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 773 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00080 $0.00773
Opus 5.5 $0.00032 $0.00309
Sonnet 5.5 $0.00016 $0.00155
Haiku 4.5 $0.00008 $0.00077

Measured 1mo ago against content hash 14ac9ecf1658, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

evidence-based-development 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 1mo 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.

plugins/flow/skills/evidence-based-development/SKILL.md · 60 lines

How it starts

The opening of the file, as written. The whole thing — 60 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Evidence-Based Development

Iron Law

EVIDENCE BEFORE CLAIMS, ALWAYS. If you haven't read the code, you don't know what it does.

No recommendation without a citation. No behavioral claim without verification. Confidence is not evidence.

Show Before Decide

Never propose a change without first showing the current state: "Here's what I found at file.rb:42 → here's what I recommend → here's why."

Citation Requirements

Every claim about code carries a file_path:line_number reference. When reviewing diffs, cite the file and the specific hunk. When reporting issues, show the exact code snippet.

Finding Prioritization

All findings, review comments, and issues use P1/P2/P3. This operationalizes the organizational hard boundary "No Ungrounded Claims": every finding carries evidence (file:line, test output, runtime observation) proportional to its priority.

Priority Meaning Action
P1 Must fix — blocks merge, security issue, data loss risk, broken functionality Fix before proceeding
P2 Should fix — logic error, missing edge case, test gap, convention violation Fix in this PR
P3 Consider — style preference, optimization opportunity Fix in-PR by default. Cosmetic P3 in untouched files: fix-if-bounded or document inline (default) / follow-up issue (minimalScope mode only). Finding triage is NEVER a valid escalation trigger — see skills/llm-operator-principles/SKILL.md.

ASSERTION/EVIDENCE/VERIFIED Pattern

For any non-trivial claim about code behavior (behavioral claims, security assessments, performance analysis — not obvious facts):

  1. ASSERTION: what you believe to be true
  2. EVIDENCE: the code/output/test that supports it
  3. VERIFIED: confirmed by running a test, reading the actual code, or checking behavior

Finding-First Display

Show findings BEFORE recommendations or actions: the finding table (sorted P1 → P2 → P3), then affected files with citations, then proposed actions, then decisions (if needed). Never bury findings after narrative.

Read the full file on GitHub · 60 lines

Changes

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.

  1. 1mo ago Changed · -48 lines 14ac9ecf1658
  2. 1mo ago First seen · 108 lines · 80 tokens per session scan A 4a4e29b7c3ae

Subscribe to this mod's changes

evidence-based-development is a skill published in the GitHub repository synaptiai/synapti-marketplace (7 stars, last pushed 12d ago), licensed Apache-2.0. It adds 80 tokens to every session and 773 once invoked, about $0.0003 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 2026-09-03.

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