FIT is an enterprise AI development framework with a multilingual function engine, a flow orchestration engine, and Java tools for connecting language models, knowledge bases, and external tools. It is for Java-oriented teams building AI applications that can run locally or in distributed deployments with plugins. The catalogue add-ons provide commands, skills, instructions, and settings for working with FIT.
Borrowing it
Nothing to install: this file belongs to ModelEngine-Group/fit-framework. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/ModelEngine-Group/fit-framework/main/.agents/skills/create-release-note/SKILL.mdgit clone --depth 1 https://github.com/ModelEngine-Group/fit-frameworkWrote 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/modelengine-group/fit-framework/create-release-note)<a href="https://agentmods.dev/skills/modelengine-group/fit-framework/create-release-note"><img src="https://agentmods.dev/badge/skills/modelengine-group/fit-framework/create-release-note/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/modelengine-group/fit-framework/create-release-note"><img src="https://agentmods.dev/badge/skills/modelengine-group/fit-framework/create-release-note.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00068 | $0.00445 |
| Opus 5.5 | $0.00027 | $0.00178 |
| Sonnet 5.5 | $0.00014 | $0.00089 |
| Haiku 4.5 | $0.00007 | $0.00044 |
Grade A, and why
create-release-note 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 2mo 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.
What it actually says
生成 Release Notes
自动从 PR、commit 和 Issue 中收集变更信息，按模块和类型分类，生成符合项目格式的 Release Notes。
参数
<version>: 当前发布版本号，格式为 X.Y.Z（必需）<prev-version>: 上一版本号（可选，不提供则自动推断）
执行流程
步骤 1-3：公共步骤
- 解析参数并验证版本号格式（X.Y.Z）
- 确定版本范围（当前 tag 和上一 tag）
- 判断版本类型: PATCH == 0 走合并路径，PATCH > 0 走常规路径
合并路径（x.y.0 版本）
从 GitHub 已发布的 release 中合并前一 minor 系列的所有 release notes。
常规路径（x.y.z, z > 0）
- 收集两个 tag 之间合并的 PR 和直接 commit
- 收集关联的 Issue
- 按模块分组（FIT/FEL/Waterflow/AI Config）
- 按类型分组（Enhancement/Bugfix/Documentation）
- 生成格式化的 Release Notes
公共步骤
- 展示并确认，询问用户是否调整
- 创建 GitHub Draft Release:
gh release create v<version> --title "v<version>" --notes-file /tmp/release-notes-v<version>.md --draft
注意事项
- 需要
ghCLI 且已认证 - Tag 必须已存在（通常由 release skill 完成）
- 创建的是 Draft Release，需人工审核后发布
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.
- 2mo ago First seen · 44 lines · 68 tokens per session scan A 53dc7f1a947e
create-release-note is a skill published in the GitHub repository ModelEngine-Group/fit-framework (2,117 stars, last pushed 7mo ago), licensed MIT. It adds 68 tokens to every session and 445 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 2026-08-30.
Other skills, from other repositories
checkpoint-management
Git-backed state management for safe rollback. Create and restore checkpoints with tagged commits and metadata tracking.
docs
Use when documentation generally needs to catch up with a branch before pushing or merging, covering internal developer docs, external customer-facing docs, and release notes together — "update the docs", "do a docs pass before I merge", "make sure everything's documented". Prefer this when no single documentation…
develop-inspection-feature
End-to-end workflow for adding a new inspection or quick-fix feature to the explyt/spring-plugin repository: duplicate check, fact verification against authoritative javadoc, base-class and gating choice (isAvailableForFile), visible-element highlighting, registration, platform tests, branch and PR. Use when the user…
workspace-finder
Natural language file and content search within SwarmWS workspace. Find files by name, content, modification time, size, type, or git status. Returns structured results the agent can reference or act on. TRIGGER: "find files", "search workspace", "where is", "find all". NOT FOR: tavily-search, github-research use…
fix-once-auto-inject
One-time fixes get repeated manually.
skills-release
Release workflow for the edloidas/skills collection. Validates git state, analyzes commits since the last tag, recommends a version bump (major/minor/patch), updates Claude and Codex packaging metadata, commits, tags, and pushes.