implementation-discovery

implementation-discovery is a skill for Claude Code from gtrabanco/agentic-workflow. It costs 77 tokens per session (1,974 once invoked), scanned A, original, MIT.

Internal contract: the single owner of the bounded pre-write implementation discovery step. One read-only mapper that closes seven evidence questions, emits one fixed compact map, and routes READY | REPLAN | NEEDS-DESIGN | BLOCKED before any branch, planning, or source write. Consumed only by execute-phase on the…

Skill for Claude Code

Written for Claude Code: user-invocable in frontmatter.

Install with agentmods
npx agentmods add skills/gtrabanco/agentic-workflow/implementation-discovery
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 gtrabanco/agentic-workflow --skill implementation-discovery
Clone the repo
git clone --depth 1 https://github.com/gtrabanco/agentic-workflow

Made for: Claude Code.

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 implementation-discovery

README.md
[![agentmods](https://agentmods.dev/badge/skills/gtrabanco/agentic-workflow/implementation-discovery.svg)](https://agentmods.dev/skills/gtrabanco/agentic-workflow/implementation-discovery)
Your own site
<a href="https://agentmods.dev/skills/gtrabanco/agentic-workflow/implementation-discovery"><img src="https://agentmods.dev/badge/skills/gtrabanco/agentic-workflow/implementation-discovery.svg" alt="Measured on agentmods" height="20"></a>
Per session 77 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,974 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 unknown 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 $0.00077 $0.01974
Opus 5 $0.00039 $0.00987
Sonnet 5 $0.00015 $0.00395
Haiku 4.5 $0.00008 $0.00197

Measured today against content hash f83c00d4c84d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

implementation-discovery 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 today.

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.

packages/pi-agentic-workflow/skills/implementation-discovery/SKILL.md · 210 lines

How it starts

The opening of the file, as written. The whole thing — 210 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Implementation Discovery (internal)

The one authoritative owner of the bounded, read-only pre-write mapper consumed by execute-phase. A phase does not touch the repository until this step has closed its questions and said READY. Nothing else may define what a valid pre-write discovery pass is.

When to use

  • execute-phase — before any branch/planning/source write, after the read-only dependency/status/acceptance/phase/feature-28 receipt checks.
  • The step runs only on the pre-write route; it is never a general-purpose orientation pass and never a substitute for planning.

Inputs (exact, only these)

The mapper receives only:

  • the governing SPEC/fix obligations for the current phase;
  • the current feature-28 SPEC and Plan receipt digests;
  • the phase-relevant rows from frozen planning evidence, with source revision, affected decision/obligation, freshness, and declared unknowns;
  • the phase fingerprint, ordered tasks, acceptance/obligation ids, and the last progress receipt;
  • source HEAD plus clean-source / allowed-planning-path evidence;
  • applicable NRS / decision / invariant evidence;
  • the repository discovery tools available in this environment.

Advisory locators

Semantic/symbol navigation and Engram/memory tools are optional adapters that may locate evidence faster; they are never authority. Direct repository/Git/search/ read/test fallback must satisfy the identical evidence contract, and only repository bytes answer a map field. The tool that found a citation does not excuse a missing path:line or a contradictory claim.

Seven evidence questions

Every pass must answer — each answer citing repository-relative path:line, symbol, or test plus exact source revision / content identity:

  1. Which entry points and public/internal interfaces own current behaviour?
  2. Which callers, adapters, roles, compatibility surfaces, and failure paths can this phase affect?
  3. Which helpers, patterns, decisions, and invariants constrain the change?
  4. Which tests, fixtures, probes, and production-like scenarios establish current behaviour?
  5. Which exact writes are expected, and which reviewed obligation does each serve?
  6. Which carried planning-evidence claims and Plan assumptions are directly confirmed, refined, stale, missing, or contradicted by source?
  7. Which relevant unknowns remain, who owns them, and what evidence resolves them?

Read the full file on GitHub · 210 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. today First seen · 210 lines · 77 tokens per session scan A f83c00d4c84d

Subscribe to this mod's changes

implementation-discovery is a skill published in the GitHub repository gtrabanco/agentic-workflow (21 stars, last pushed today), licensed MIT. It adds 77 tokens to every session and 1,974 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 2026-09-07.

Related

Other skills, from other repositories

meanest-editor

Roast a pitch or press release with the eye of a veteran PR director. Honest, sharp, constructive — never cruel for its own sake.

elvisun/newsjack · 33 tokens

headline-generator

Generate headline candidates from a story's raw facts: news-style headlines, press-release headlines, and pitch subject lines. A pure generation skill — it finds the charge in the facts, then runs ten proven moves (consequence, picture, number-as-hero, two-beat turn, naming, reader's-own-story, open question, voice…

elvisun/newsjack · 88 tokens

ai-visibility-writing

Audit, question, suggest, or fact-preservingly revise a press release, blog post, contributed article, or expert explainer so AI answer systems can more easily retrieve, understand, quote, and cite its useful information. Use when someone asks for AI visibility, AI search, answer-engine, AEO, GEO, AI Overview, or…

elvisun/newsjack · 137 tokens

apply-semantic-versioning

Apply semantic versioning (SemVer 2.0.0) to determine the correct version bump based on change analysis. Covers major/minor/patch classification, pre-release identifiers, build metadata, and breaking change detection. Use when preparing a new release to determine the correct version number, after merging changes…

pjt222/agent-almanac · 94 tokens

configure-git-repository

Configure a Git repository with proper .gitignore, branch strategy, commit conventions, hooks, and remote setup. Covers initial setup and common patterns for R, Node.js, and Python projects. Use when initializing version control for a new project, adding a .gitignore for a specific language or framework, setting up…

pjt222/agent-almanac · 78 tokens

conscientiousness

Thoroughness and diligence in execution — systematic checking, completeness verification, follow-through on commitments, and the discipline of finishing well. Maps the personality trait of conscientiousness to AI task execution: not cutting corners, verifying results, and ensuring that what was promised is what was…

pjt222/agent-almanac · 108 tokens