Agent Reliability Skills

io.github.trustablPublished by GitHub account trustablv0.1.0-rc.2Updated Nov 6, 2026

Generates a pre-coding reliability skill (SKILL.md) for your agent repo from Trustabl's rules.

VerifiedSTDIODesktop onlyDeveloper ToolsAI & ML

Overview

AI-generated overview

Generates a repository-specific pre-coding reliability skill (SKILL.md) for agent codebases by detecting the agent SDKs they use.

What you can do
  • Generate a reliability skill for a repository: the tool reads dependency manifests, detects the agent SDKs in use and builds a SKILL.md from Trustabl's rules for those SDKs.
  • Optionally extend the detected coverage by naming extra SDK categories or target languages (python, typescript, go).
  • Write the generated skill into the repository at a chosen relative path, such as .claude/skills/trustabl-pre-coding/SKILL.md.
  • Return a short summary of the SDKs covered and where the skill was written, plus the SKILL.md content.
When to use it
Use it when you are about to write or refactor agent code in a repository and want the coding agent to follow reliability rules while it writes, rather than discovering them later in a scan. It suits projects built on agent SDKs such as the Claude Agent SDK, OpenAI Agents SDK, Google ADK, MCP, LangChain, CrewAI, Pydantic AI, Vercel AI SDK or AutoGen.
Requirements
Runs locally over stdio; Node.js 22 or later. The first call downloads the Trustabl analyzer binary for your OS and architecture from GitHub and fetches Trustabl's rules repository, then works from cache. Optional settings: TRUSTABL_VERSION to pin the analyzer release (v0.1.14 or later), GITHUB_TOKEN to avoid GitHub's anonymous rate limit, TRUSTABL_BIN to use a local analyzer build. A repository path is required unless the client reports its workspace through MCP roots.
Before you install
The tool writes files into your repository when output_path is given; it refuses paths outside the repository and only replaces files it generated itself. On first use it downloads and executes a third-party analyzer binary from GitHub, verified against the release checksums. GITHUB_TOKEN is used only for that download. The analyzer's own TRUSTABL_TELEMETRY setting applies to the binary it runs, so check it before enabling.

Installation

In SourceWeft

  1. Open Agent Reliability Skills in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

README

Agent Reliability Skills MCP server

Forge Claude Code skills generate more reliable agents.

Agent Reliability Skills is the MCP server for Trustabl Forge. It writes a pre-coding reliability skill for your repository: Forge reads the repository's dependency manifests (package.json, pyproject.toml, requirements.txt, go.mod and others), finds the agent SDKs it uses, and builds a SKILL.md from Trustabl's detection rules for exactly those SDKs. An agent that reads the skill applies the rules while it writes code, instead of meeting them later as findings in a scan.

The skill is generated per repository. It is not a fixed skill to install, and it changes as your dependencies and Trustabl's rules change.

Supported SDKs include the Claude Agent SDK, OpenAI Agents SDK, Google ADK, MCP, LangChain and LangGraph, CrewAI, Pydantic AI, the Vercel AI SDK and AutoGen.

Install

Requires Node.js 22 or later. Every install below downloads the release file from GitHub.

Claude Code

bash
claude mcp add agent-reliability-skills -- npx -y https://github.com/trustabl/agent-reliability-skills/releases/download/v0.1.0-rc.2/agent-reliability-skills-0.1.0-rc.2.tgz

Cursor

Add to .cursor/mcp.json in your project, or ~/.cursor/mcp.json for every project:

json
{  "mcpServers": {    "agent-reliability-skills": {      "command": "npx",      "args": ["-y", "https://github.com/trustabl/agent-reliability-skills/releases/download/v0.1.0-rc.2/agent-reliability-skills-0.1.0-rc.2.tgz"]    }  }}

Claude Desktop

Open Settings → Developer → Edit Config and add the same mcpServers entry to claude_desktop_config.json, then restart Claude Desktop.

Claude Desktop has no project folder, so name the repository when you ask, for example: "Generate the Trustabl pre-coding skill for /Users/me/code/my-agent and write it to .claude/skills/trustabl-pre-coding/SKILL.md."

The trustabl_forge tool

InputRequiredMeaning
pathsee belowAbsolute path of the repository. A relative path is resolved against the client's workspace.
policynoSDK categories to add on top of the detected ones, for an SDK not yet in a manifest (for example openai_sdk).
langnoLanguages to add: python, typescript, go.
output_pathnoWrite the skill here, relative to the repository. Usually .claude/skills/trustabl-pre-coding/SKILL.md.

It returns a short summary (the SDKs covered, where the skill was written) and the SKILL.md content.

It writes a file only when output_path is given. The path must stay inside the repository, and an existing file is replaced only if Forge generated it, so regenerating a stale skill works but a hand-written file is never overwritten.

When path is needed

path is optional when your client reports its workspace through MCP roots, and required otherwise. Forge never guesses from the server's working directory, because some clients start servers from your home directory.

ClientReports its workspace
Claude Codepending
Cursorpending
Claude Desktoppending

Settings

VariableDefaultMeaning
TRUSTABL_VERSIONlatestAnalyzer release to run, for example v0.1.15. Must be v0.1.14 or later.
GITHUB_TOKENunsetUsed only to download the analyzer. Avoids GitHub's anonymous limit of 60 requests an hour.
TRUSTABL_BINunsetPath to a local trustabl build to run instead of downloading one.

The server runs the Trustabl analyzer's trustabl forge. On first use it downloads the analyzer release for your OS and architecture, checks it against the release's checksums.txt (a mismatch is a hard failure), and caches it in ~/.agent-reliability-skills/<version>/. The analyzer's own TRUSTABL_TELEMETRY setting applies to the binary it runs; analyzer telemetry is off until you configure it.

Network

The first call fetches two things: the analyzer binary, and Trustabl's rules repository, which the analyzer caches. After that both work offline from cache. No git binary is needed.

Download counts

Each release attaches agent-reliability-skills-<version>.tgz and checksums.txt, and every install above downloads the .tgz, so GitHub counts it. pending. A weekly workflow records the counts in .github/stats/download-history.json. They are downloads, not users, and include automated installs such as CI.

Releasing

  1. In one pull request, set version in package.json, update the release URLs in this README and mcp.json (CI fails until they match), run npm run build in server/, and commit dist/index.js.
  2. After it merges, tag the merge commit v<version> and push the tag. The release workflow checks the tag against package.json, packs the server, and publishes the .tgz with checksums.txt.

Security

See SECURITY.md.

Source: README.md at commit dc66b80

Tools

1

trustabl_forge

Generate a pre-coding reliability skill

Generate a pre-coding reliability skill (SKILL.md) for a repository with Trustabl Forge. Forge reads the repository's dependency manifests, finds the agent SDKs it uses (Claude Agent SDK, OpenAI Agents SDK, Google ADK, MCP, LangChain, CrewAI, Pydantic AI, Vercel AI SDK, AutoGen and more), and builds the skill from Trustabl's detection rules for those SDKs, so the rules are applied while code is written. Returns a short summary and the SKILL.md content. Writes a file only when output_path is given; the usual destination is .claude/skills/trustabl-pre-coding/SKILL.md. An existing file is replaced only if Forge generated it.

Parameterslangpathpolicyoutput_path

Version history

1
  1. v0.1.0-rc.2LatestNov 6, 2026

Score

90% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts
  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts