CLAUDE CODE MARKETPLACES

ccc

This skill should be used when code search, file/directory summary lookup, or concept-guide lookup is needed (whether explicitly requested or as part of completing a task), when indexing the codebase after changes, or when the user asks about ccc, cocoindex-code, or the codebase index. Trigger phrases include 'search the codebase', 'find code related to', 'describe this file', 'read the concept guide', 'update the index', 'ccc', 'cocoindex-code'.

npx skills add https://github.com/cocoindex-io/cocoindex-code --skill ccc
SKILL.md

ccc - Semantic Code Search & Indexing

ccc is the CLI for CocoIndex Code, providing semantic search over the current codebase and index management.

Ownership

The agent owns the ccc lifecycle for the current project — initialization, indexing, and searching. Do not ask the user to perform these steps; handle them automatically.

  • Initialization: If ccc search or ccc index fails with an initialization error (e.g., "Not in an initialized project directory"), run ccc init from the project root directory, then ccc index to build the index, then retry the original command.
  • Index freshness: Keep the index up to date by running ccc index (or ccc search --refresh) when the index may be stale — e.g., at the start of a session, or after making significant code changes (new files, refactors, renamed modules). There is no need to re-index between consecutive searches if no code was changed in between.
  • Installation: If ccc itself is not found (command not found), refer to management.md for installation instructions and inform the user.

Searching the Codebase

To perform a semantic search:

ccc search <query terms>

The query should describe the concept, functionality, or behavior to find, not exact code syntax. For example:

ccc search database connection pooling
ccc search user authentication flow
ccc search error handling retry logic

Filtering Results

  • By language (--lang, repeatable): restrict results to specific languages.

    ccc search --lang python --lang markdown database schema
    
  • By path (--path): restrict results to a glob pattern relative to project root. If omitted, defaults to the current working directory (only results under that subdirectory are returned).

    ccc search --path 'src/api/*' request validation
    

Pagination

Results default to the first page. To retrieve additional results:

ccc search --offset 5 --limit 5 database schema

If all returned results look relevant, use --offset to fetch the next page — there are likely more useful matches beyond the first page.

Working with Search Results

Search results include file paths and line ranges. To explore a result in more detail:

  • Use the editor's built-in file reading capabilities (e.g., the Read tool) to load the matched file and read lines around the returned range for full context.
  • When working in a terminal without a file-reading tool, use sed -n '<start>,<end>p' <file> to extract a specific line range.

Following Hints in Search Output

Search results are a mixed ranking of code chunks, per-file/dir summaries, and (when configured) curated concept guides — all scored against the same query. Two kinds of hit come with a follow-up command embedded in the output:

  • [summary] — a file or directory summary. Read with ccc describe <path>.
  • [guide] — a curated concept guide. Read with ccc guide <slug>.

When a hit carries one of these tags, follow the hint: the synthesised text is usually a faster read than chasing through individual files. Conversely, do not run ccc describe . or ccc guide proactively as a triage step — let search rank what's relevant and act on what it returns.

Describing Files and Directories

Per-file and per-directory summaries (when configured for the project) condense each file's public API, contracts, and role into a short markdown block. They are typically faster to consult than reading the source.

ccc describe src/auth/session.py        # one file
ccc describe src/auth/                  # directory: summary + children tree
ccc describe .                          # project root overview

Use describe when you already know the path you want; let ccc search find paths for you when you don't.

Concept Guides

Some projects configure cross-cutting concept guides in .cocoindex_code/guides.yml — synthesised markdown documents for architectural topics that span many files (e.g. memoization, plugin-SDK boundary, channel routing). Each guide names canonical files, end-to-end flow, and contracts/invariants.

ccc guide                               # list available guides + descriptions
ccc guide <slug>                        # print one guide

Discovery is search-driven: a relevant guide will surface in ccc search results tagged [guide] with a ccc guide <slug> hint. Run ccc guide (no args) only when first orienting in an unfamiliar codebase or when the user explicitly asks for the guide list — not as a routine first step.

Authoring guides.yml Interactively

When the user wants to add or improve concept guides, collaborate on the slug list rather than dumping a finished YAML. Good guide candidates are named subsystems the codebase obviously has — cross-cutting lifecycles, registration/dispatch protocols, end-to-end data paths. Single-file or symbol-specific topics do not warrant a guide; per-file summaries already cover those.

Recommended flow:

  1. Survey the codebase. Use ccc describe . and a few likely subdirectory summaries to enumerate the project's subsystems and inter-edge boundaries.
  2. Propose candidates. Suggest 5–10 slugs with one-line descriptions, framed to name the canonical starting file or directory for each topic. Show them to the user as a list.
  3. Iterate. Ask which to keep, drop, rename, or merge. Surface non-obvious dependencies (deps:) so a higher-level guide can cite a lower-level one rather than restate it. Cycles are rejected at load time.
  4. Write the YAML. Add the agreed entries to .cocoindex_code/guides.yml (creating the file if absent). Confirm defaults.enabled: true and that the project's summary feature is enabled — guides require summaries.
  5. Generate. Run ccc index to drive the per-guide agent loop and produce <slug>.md files under .cocoindex_code/guides/. Re-run after editing descriptions to refresh.

Schema:

defaults:
  enabled: true                     # disables all guides when false
  model: openai/gpt-5.4-nano        # falls back to summary.model when omitted
  session_budget: 200
  max_logical_depth: 3
  max_turns_per_session: 18

guides:
  - slug: memoization                          # [a-z0-9][a-z0-9-]*
    description: |
      What this guide covers, framed for the reader.
      Name the canonical starting files (e.g. "start with src/cache.py").
    deps: [other-slug]                         # optional; must not cycle
    max_turns_per_session: 28                  # optional per-entry overrides

A multi-line description is fine and often clearer than one terse sentence — the description seeds the guide-generation agent's question, so concrete file/directory anchors pay off.

Settings

To view or edit embedding model configuration, include/exclude patterns, or language overrides, see settings.md.

Management & Troubleshooting

For installation, initialization, daemon management, troubleshooting, and cleanup commands, see management.md.

Installs1.3K
GitHub Stars1.7k
LanguagePython
AddedFeb 1, 2026
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