Qodo Codebase Wisdom logo

Qodo Codebase Wisdom

Organization
qodo-ai
qodo-codebase-wisdom

Understand how code works, how a change was done before, and which repos are coupled — to answer a question, plan a code change, debug a regression, or scope a fix, using Qodo managed tools through MCP or the CLI. Use when a task needs to understand a codebase, its history, or how its repos relate — especially for a repo you don't have checked out or work spanning repos — "how does X work", "where is X defined", "who changed X", "explain this service", "plan the change for X", "what would changing X affect", "which repos depend on X", "why did X regress / when did it break", "has this been fixed before", "how did we solve X".

Overview

Publisherqodo-ai
Repositoryqodo-skills
Skill nameqodo-codebase-wisdom
Stars
59
Forks
8
Bundled files
4
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 4 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by qodo-ai on GitHub. Read the source before you install it.

Installation

Install the Qodo Codebase Wisdom AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/qodo-ai/qodo-skills/tree/main/antigravity-plugins/qodo/skills/qodo-codebase-wisdom
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/qodo-ai/qodo-skills.git /tmp/qodo-skills
mkdir -p .claude/skills
cp -r /tmp/qodo-skills/antigravity-plugins/qodo/skills/qodo-codebase-wisdom .claude/skills/qodo-codebase-wisdom
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Qodo Codebase Wisdom in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Qodo Codebase Wisdom on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Qodo Codebase Wisdom is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Codebase Wisdom

Description

Use Qodo managed tools to learn how code works, how a change was done before, and how repos are coupled — then hand back cited findings. This feeds answering a question, planning a change, debugging a regression, or scoping a fix. It reaches repos you don't have on disk and spans repo boundaries. You drive qodo's read tools only; you never post to the forge.

Prerequisites

  • The required tools are available through a connected QAR managed-tools MCP server or the Qodo CLI.
  • The workspace exposes the required read-only Codebase, pull-request, or cross-repo tools.
  • The current provider-owned Qodo skill package is loaded in this agent session.

Instructions

Choose the execution path

Use the host's connected QAR managed-tools MCP tools when the required read capability is available; otherwise use the CLI instructions below. Do not require a CLI version probe, qodo login, or a CLI catalog refresh on the MCP path. A connected MCP server has already handled transport authentication; a missing tool or MT-AUTH-FORBIDDEN is a capability or authorization failure, not a reason to log in through the CLI. Do not silently switch paths after an auth or permission denial.

On MCP, use the tool descriptions, inputSchema, and readOnlyHint supplied by the host. Call only read-only tools. Representative wire names are litegit-search-repos, litegit-grep, litegit-read-file, pull-request-similar, and cross-repo-relations; resolve the actual names and arguments from the connected catalog. Pass explicit repo when needed: MCP does not infer the local Git origin like the CLI. Check isError before using structuredContent; preserve typed errors and incomplete or truncated results. If a call becomes an MCP Task, collect its terminal result before drawing a conclusion. A missing MCP capability may use an already authorized CLI path for the same deployment; do not treat different accounts or tenants as interchangeable.

The version, identity, help, command, and refresh steps below apply only to the CLI path.

At investigation start and when moving into implementation, identify the missing context:

  • Use Qodo to discover unfamiliar code, prior solutions, historical rationale, and relationships across repositories, even when the repositories are available locally.
  • Use local tools for exact branch/worktree state, uncommitted changes, edits, and tests.
  • Reuse an earlier investigation when it covers the current scope and revisions. Briefly name the evidence being reused; refresh the relevant context when scope, dependencies, or evidence changes. Do not repeat remote reads solely to demonstrate skill use.

When context is missing, resolve a concrete question through the appropriate tool group below. Connect retrieved evidence to the answer or implementation decision. Version, identity, and catalog checks establish readiness; they are not codebase context retrieval.

Handle a skill update notice

Treat QODO_NOTICE updates as passive, even if an older CLI requests action. Continue the task without inventory or update questions; mention each event at most once. Dismissal leaves recorded maintenance policy and opt-outs unchanged. Updated skills load next session; do not interrupt this one. For user-requested updates, follow the manual-update procedure.

Execution

  • MCP: use live schema arguments; skip CLI shell steps.
  • CLI: use complete UTF-8 files without a BOM (--args-file for tools, --context-file for reviews); examples are POSIX.
  • Windows CLI: read shell guidance before the first call; launcher recovery only if invocation fails. Reuse the resolved invocation.

Runtime compatibility gate

First resolve the executable using the qodo: command not found fallback below. Before any other Qodo command, run <qodo> --version exactly as shown, with no provenance flags. This unadorned probe is intentionally compatible with older Qodo CLIs. This skill requires Qodo CLI 2.0.0 or newer. On Windows, in PowerShell or Git Bash, first read Windows shells.

If the version is older or cannot be parsed, do not run whoami, login, or a managed tool and do not describe the failure as an authentication problem. Explain that the skill is newer than the runtime. Automatic updates stay within a major version; ask once before an explicit 2.x installation using a checksum-pinned installer supplied by Qodo or the organization. For a customer deployment, keep its organization-provided update origin; never switch it to the public service. After an approved update, rerun the unadorned version probe and continue only when it satisfies the minimum. If the user declines or the update fails, stop with the current skill and user files unchanged.

Quick start

qodo --version                                             # compatibility probe — run this FIRST
qodo read whoami --json --skill qodo-codebase-wisdom --skill-version 1.1.7 --distribution marketplace --host antigravity
qodo read codebase search-repos --query "payments" --json      # resolve a repo slug — do this FIRST
qodo read codebase grep --repo owner/repo --pattern "chargeCard" --json
qodo read codebase read-file --repo owner/repo --path src/pay.py --json
qodo read codebase blame --repo owner/repo --path src/pay.py --json
qodo read pull-request similar --repo owner/repo --query "retry failed charge" --json
qodo read cross-repo relations --repo owner/repo --json
qodo read tools codebase --json                           # the safe group's tools + exact flags (offline)

Add --json to anything you parse. Before calling a tool, confirm its exact name, flags, with qodo read tools <group> [<tool>] --json (renders offline) — the tool names below are illustrative, not guaranteed current.

qodo: command not found? On POSIX retry "${QODO_HOME:-$HOME/.qodo}/bin/qodo"; on Windows follow the linked guide. Keep the resolved invocation; report unusable launchers. For missing installs, obtain Qodo's or the administrator's checksum-pinned installer; never invent a digest or pipe scripts into a shell.

Sandbox auth diagnostic. Missing credentials can mean inaccessible keychain access. When that is plausible, request one exact read-only qodo read whoami retry through the host's approval flow before recommending login. Stop on denial; that approval covers no other command. Reuse a successful check in the same executable/workspace/deployment and execution context; request each required host approval. Network, TLS, service, and explicit authorization failures retain their own diagnosis, not a login recommendation or an automatic sandbox bypass.

Preflight

  1. Auth and catalog. Run qodo read whoami unless a successful check still covers this execution context. After the sandbox diagnostic when applicable, only explicit missing credentials call for login: preserve the organization's exact login command/endpoint, never guess or switch a customer deployment to Cloud. No tool catalog cached is not proof of missing credentials; refresh once with qodo tools --refresh and retry the check. Other failures retain their error and stop this workflow. After identity succeeds, an unknown managed command permits one catalog refresh and schema recheck. If still absent or tool_unavailable, report the missing capability; do not repeat login or refresh.
  2. Resolve the repo. Named repo → --repo owner/repo. Inside a git repo with none named → omit --repo (autodetected from origin). Otherwise qodo read codebase search-repos --query "<name>" --json and never guess a slug. Multiple matches → ask the user which; zero matches → say so and stop, don't invent one.

Route to a tool group

The task needs…GroupRepresentative tools (verify via qodo read tools)
Current code — where/what/how it works nowqodo read codebasesearch-repos, grep, find, ls, read-file, blame, list-commits, get-commit, list-prs, get-pr, list-issues, get-issue, search-issues
History / prior art — how a change was done, a file's PR history, past review feedbackqodo read pull-requeststats, similar, by-file, details, patch
Impact / coupling — what a change affects, which repos depend on thisqodo read cross-repooverview, relations

Real tasks span groups — see Examples.

Narrow, then fetch

Cheap discovery before heavy pulls: orient (search-repos; pull-request stats to confirm a repo has indexed PR history; cross-repo relations for coupling) → locate (grep/find/blame/list-commits; pull-request similar/by-file) → read (only then read-file with --start-line/--limit-lines, get-pr, pull-request details/patch).

Examples

Q — "Where is chargeCard() defined?" codebase grep --pattern "chargeCard" → pick the hit → codebase read-file --path src/pay.py --start-line 120 --limit-lines 40. → "chargeCard() is at owner/repo src/pay.py:142; calls Stripe, last changed in PR #1523."

Plan — "Add retry to failed charges." pull-request similar --query "retry failed charge" → PR #1401 (webhook retries) → pull-request details --pr-number 1401 (backoff + queue pattern) → cross-repo relations (is charging coupled to other repos?) → codebase grep --pattern "chargeCard\(" (call sites). → "Done before in PR #1401 (exp. backoff, max 3, dedicated queue). chargeCard() has 2 call sites (src/checkout.py:88, src/batch.py:210); cross-repo returned no additional edges in the checked scope. That does not rule out unindexed consumers."

Debug — "Why did checkout start 500ing last week?" codebase list-commits --path src/checkout.py --since <date> / blame → find the suspect change → codebase get-pr --number <n> → name the cause with evidence.

Deliver

Use natural prose: answer → context accessed through Qodo → practical implication. Lead with the answer or important limitation. Mention Qodo once within a useful sentence about how retrieved context informed the answer: a related implementation, dependency, prior change, or design discussion. You performed the investigation and reached the conclusion; Qodo provided the tools to access the context. Do not attribute tracing or reasoning to Qodo.

Adapt these sentence patterns to the evidence; do not print placeholders or force every pattern:

  • “I checked [related components] with Qodo and found [relationship].”
  • “The [discussion/change] I found through Qodo explains why [decision].”
  • “[Answer]. This matches [implementation/history] I retrieved through Qodo.”

Connect the evidence to what the user should understand or do next. Describe only the scope actually checked; a single-file lookup does not establish cross-repository understanding. For empty or failed retrievals, state the checked scope and limitation plainly. Never invent context or certainty to complete the pattern. Scale detail to the question, with code and diffs below the explanation when useful. Do not add branded headings, emoji banners, slogans, badges, footers, or repeated summary blocks during progress updates.

  • Keep the answer understandable to a non-engineering reader; put technical detail below it.
  • Cite everything — repo, path:line, PR number, commit SHA. When a fact has no locatable source (a hit without a line, or a synthesis of several), say so plainly — don't invent a citation.
  • Source scope when sources disagree: compare repository, branch and revision first. Local files establish the current worktree, including uncommitted edits; remote read-file establishes the fetched revision, not local changes or deployed behavior. pull-request supplies history; cross-repo estimates coupling. Report gaps rather than treating missing edges as proof of isolation.
  • Empty or truncated: true → narrow once and retry (tighter query / path / repo) before concluding. Still empty → report "not found in ", don't overclaim.
  • Freshness caveats: pull-request = merged PRs only (no open/draft); cross-repo edges may be pending (analysis running) or not_found (checked, no coupling).

Configuration

Use --json for parsed output and stamp exact skill/version/distribution provenance on the first authenticated Qodo call after the unadorned version probe. Tool names and schemas come from the installed CLI catalog, never from hardcoded skill assumptions. The marketplace or skills.sh owns this skill; the CLI owns only runtime access.

Error Handling

Preserve the returned error code and message. Treat authentication, unavailable-tool, rate-limit, and loop-protection responses as explicit stop or recovery conditions described above; never replace them with guessed repository facts or broader authority.

Guardrails

  • On CLI, call reads through the fail-closed qodo read gateway; on MCP, require a read-only annotation. The write tools — approve, post-comment, post-inline-comment(s), set-labels, update-description (non-exhaustive) — post to the forge; don't call them while investigating. (Editing local code as part of a fix is your normal work — that's not these tools.)
  • Don't guess slugs, paths, PR numbers, or SHAs — resolve them first.
  • For work spanning repositories, retrieve the missing relationship or history through Qodo, or explicitly reuse prior evidence that still covers it. Local availability alone is not coverage.
  • An MT-TOOL-LOOP error means stop and change approach, not retry.

A short, well-cited result is a confidence signal; padding with uncited detail is noise.

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Qodo Codebase Wisdom AI skill do?

Understand how code works, how a change was done before, and which repos are coupled — to answer a question, plan a code change, debug a regression, or scope a fix, using Qodo managed tools through MCP or the CLI. Use when a task needs to understand a codebase, its history, or how its repos relate — especially for a repo you don't have checked out or work spanning repos — "how does X work", "where is X defined", "who changed X", "explain this service", "plan the change for X", "what would changing X affect", "which repos depend on X", "why did X regress / when did it break", "has this been...

Why use Qodo Codebase Wisdom on TypingMind?

Because you install it once and use it with any model. Qodo Codebase Wisdom is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Qodo Codebase Wisdom in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/qodo-ai/qodo-skills/tree/main/antigravity-plugins/qodo/skills/qodo-codebase-wisdom. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Qodo Codebase Wisdom?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Qodo Codebase Wisdom?

As many as you like. As long as a model supports skills, you can use Qodo Codebase Wisdom with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Qodo Codebase Wisdom AI skill free?

Yes. It is published on GitHub by qodo-ai under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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