evidence-based-development

evidence-based-development is a skill for Claude Code from synaptiai/synapti-marketplace. It costs 80 tokens per session (1,049 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 — 31 skills, 21 commands, 9 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 31 skills, 21 commands, 9 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 1,049 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 $0.01049
Opus 5 $0.00040 $0.00524
Sonnet 5 $0.00016 $0.00210
Haiku 4.5 $0.00008 $0.00105

Measured 6d ago against content hash 4a4e29b7c3ae, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, 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 6d 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 · 108 lines

How it starts

The opening of the file, as written. The whole thing — 108 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Evidence-Based Development

Foundation skill that governs how Claude gathers, presents, and acts on evidence during development.

Iron Law

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

This is non-negotiable. 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. Read the file, cite the line, then suggest.

Pattern: "Here's what I found at file.rb:42 → here's what I recommend → here's why."

Citation Requirements

Every claim about code must include a file:line reference. No exceptions.

  • Use file_path:line_number format in all findings
  • When reviewing diffs, cite both the file and the specific hunk
  • When reporting issues, show the exact code snippet as evidence

Finding Prioritization

All findings, review comments, and issues use P1/P2/P3 classification. This priority system operationalizes the organizational hard boundary "No Ungrounded Claims" — every finding must carry evidence (file:line citation, test output, runtime observation) proportional to its priority, and no recommendation may be made without verification against current sources.

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:

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

Read the full file on GitHub · 108 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. 6d 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 (6 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 80 tokens to every session and 1,049 once invoked, about $0.0004 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 2026-09-03.