ima-copilot

ima-copilot is a skill for Claude Code, Codex from daymade/claude-code-skills. It costs 118 tokens per session (3,261 once invoked), scanned A, original, MIT.

A setup and troubleshooting tool for Tencent IMA, an application that provides access to notes and searchable knowledge bases. It installs the official IMA skill, helps configure credentials, and supports searches across available data sources.

In plain words
What is it for?
Installing IMA, validating an API key, fixing known integration issues, and searching connected knowledge bases.
Why use it?
It reduces setup errors and helps diagnose problems in the upstream IMA integration. It also accounts for differences between installed data sources and sources that can actually be queried.

Skill for Claude CodeCodex

Which agent this was written for is unclear — built for openclaw. Also seen: reads .claude/ paths; names the AskUserQuestion tool; mentions Claude Code.

Good fit Installing IMA, validating an API key, fixing known integration issues, and searching connected knowledge bases.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/daymade/claude-code-skills/ima-copilot
About the project

Claude Code Skills Marketplace is a collection and marketplace of skills, plugins, agents, and instructions that extend Claude Code with specialized development workflows. It is for developers who want to install existing workflows or create, validate, and package their own Claude Code skills.

daymade/claude-code-skills · 1,473 stars · on GitHub

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 daymade/claude-code-skills --skill ima-copilot
Clone the repo
git clone --depth 1 https://github.com/daymade/claude-code-skills

Made for: Claude Code, Codex.

Its marketplace also offers this one on its own, as the plugin ima-copilot — /plugin install ima-copilot after adding the marketplace above.

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 ima-copilot

README.md
[![agentmods](https://agentmods.dev/badge/skills/daymade/claude-code-skills/ima-copilot/github.svg)](https://agentmods.dev/skills/daymade/claude-code-skills/ima-copilot)
Your own site
<a href="https://agentmods.dev/skills/daymade/claude-code-skills/ima-copilot"><img src="https://agentmods.dev/badge/skills/daymade/claude-code-skills/ima-copilot/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 ima-copilot

Your own site · 80×15
<a href="https://agentmods.dev/skills/daymade/claude-code-skills/ima-copilot"><img src="https://agentmods.dev/badge/skills/daymade/claude-code-skills/ima-copilot.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 118 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,261 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. Third-party audits
  • Socket warn 24 Sept 2026
  • Snyk warn 24 Sept 2026
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 3 findings, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium MCP Rug Pull · line 61
    npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.
    Fix: Pin the version: npx @scope/[email protected]
  • medium MCP Rug Pull · line 180
    npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.
    Fix: Pin the version: npx @scope/[email protected]
  • medium Rogue Agent · line 85
    Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.
    Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
How audits are shown
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 $0.00118 $0.03261
Opus 5.5 $0.00047 $0.01304
Sonnet 5.5 $0.00024 $0.00652
Haiku 4.5 $0.00012 $0.00326

Measured 17d ago against content hash 35b056c40786, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ima-copilot 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 17d ago.

The scan reads SKILL.md. This mod also ships 3 executable files (scripts/diagnose.sh, scripts/install_ima_skill.sh, scripts/search_fanout.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

ima-copilot/SKILL.md · 195 lines

How it starts

The opening of the file, as written. The whole thing — 195 lines — stays where its author put it; the contents beside it link to each section on GitHub.

IMA Copilot

One-command installer, troubleshooter, and personalization layer for the official Tencent IMA skill.

Overview

The official Tencent IMA skill (ima-skill) exposes a powerful OpenAPI for notes and knowledge base operations, but its installation flow is designed for a specific proprietary agent and recent releases have shipped submodule files that fail strict SKILL.md loaders. IMA Copilot solves both problems:

  1. Installs ima-skill to Claude Code, Codex, and OpenClaw in a single command via the vercel-labs/skills open installer.
  2. Walks the user through API key setup with a live validation call.
  3. Detects known upstream issues and — with explicit user consent — fixes them in place, without ever forking, vendoring, or mirroring any part of the upstream package.
  4. Provides a fan-out search strategy that respects user-configured knowledge base priorities and boosts, with awareness of the 100-result per-KB truncation limit.

Architectural principles (do not violate)

This skill is a wrapper layer around ima-skill. The wrapper contract is non-negotiable:

  • Never vendor upstream files. This skill directory does not contain any copy, fork, or excerpt of ima-skill's own content. When ima-skill ships a new release, users get the new release without any interference from this wrapper.
  • Repairs happen at runtime, not at ship time. If an upstream bug needs patching, this skill carries the instructions for how to patch, not the patched files. Running a repair is idempotent: rerunning after an upstream update re-detects and re-fixes anything that came back.
  • Always ask before touching upstream files. Modifying ~/.claude/skills/ima-skill/**, ~/.agents/skills/ima-skill/**, or any other upstream install directory requires explicit user consent via AskUserQuestion. No silent patching.
  • Teach rather than hide. When a fix is applied, show the user exactly what changed and where the backup was saved. This is how users learn to maintain their own installs.

Read the full file on GitHub · 195 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. 17d ago Changed · +7 lines · +9 tokens per session 35b056c40786
  2. 24d ago Changed · -3 lines · -43 tokens per session 5d7dae91eca6
  3. 1mo ago First seen · 191 lines · 152 tokens per session scan A 9e3c78c8c20a

Subscribe to this mod's changes

ima-copilot is a skill published in the GitHub repository daymade/claude-code-skills (1,473 stars, last pushed today), licensed MIT. It adds 118 tokens to every session and 3,261 once invoked, about $0.0005 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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