Knowerage — AI Analysis Coverage Management

Links: GitHub · Glama MCP listing · npm @mtimma/knowerage

Quick Start

Requirements: Node.js 18 or newer — npx must be on your PATH (it comes with npm, which is included with Node).

MCP server configuration

Register Knowerage wherever your MCP host expects server definitions (for example some clients use .cursor/mcp.json or .vscode/mcp.json; others use environment variables or a UI—follow your host’s documentation). Use the same server entry shape:

{
  "mcpServers": {
    "knowerage": {
      "command": "npx",
      "args": ["@mtimma/knowerage"],
      "env": {
        "KNOWERAGE_WORKSPACE_ROOT": "${workspaceFolder}",
        "KNOWERAGE_AUTO_FULL_RECONCILE": "true"
      }
    }
  }
}

Replace ${workspaceFolder} with your project root if your host does not expand that variable.

KNOWERAGE_AUTO_FULL_RECONCILE is optional: when unset, empty, or not a truthy value, the file watcher defaults to off. Set to 1, true, yes, or on (trimmed, case-insensitive) to enable. When on, the server watches knowerage/ and, after a short debounce, runs knowerage_reconcile_all on filesystem changes. That is not the same as running a full reconcile after every MCP tool call—it only reacts to file changes under knowerage/. Registry writes to registry.json are ignored by the watcher so saves do not loop.

How to use Knowerage

After the MCP server is configured, you talk to your assistant in normal sentences. You do not need to memorize tool names.

Analyse or document code

Point at files, classes, or behaviour you care about. For example:

- Using Knowerage, analyse the logical algorithm workflow in main.java.
- Analyze the data entity reconciliation and versioning logic in the ETL service.

The assistant creates or updates markdown under knowerage/analysis/ and records coverage in knowerage/registry.json (see How It Works below).

Coverage and gaps (same project, later chat or another agent)

When you already have analyses in the tree, you can ask:

- In percentage, how much of the code has our analysis covered?
- What part of this codebase is not yet analysed?

Knowerage answers these from the registry and coverage helpers (for example overview, per-file status, and stale lists)—not from hand-waving over the repo.

Alternative approaches

Install via npm

npx @mtimma/knowerage

Or build from source

cargo build --release
./target/release/knowerage-mcp

How It Works

1. AI agent creates analysis .md files with YAML frontmatter declaring source file and covered line ranges
2. Registry (knowerage/registry.json) tracks analysis records with SHA-256 hashes for freshness
3. MCP tools expose create, reconcile, query, and export operations
4. Agent says "analyze X" → full workflow runs automatically (create → reconcile → record)

Registry file shape (knowerage/registry.json)

The on-disk format is a JSON object whose keys are analysis paths (strings). Each value is one record (see contracts/contracts.md). A full sample with two records lives at examples/registry.sample.json.

flowchart TB
  subgraph file["knowerage/registry.json"]
    O["Top-level JSON object"]
    O --> K["Each key: analysis markdown path, e.g. knowerage/analysis/.../topic.md"]
    K --> V["Value: one RegistryRecord"]
  end
subgraph rec["RegistryRecord fields"]

    ap["analysis_path · source_path"]

    cr["covered_ranges: [[start,end], ...]"]

    h["analysis_hash · source_hash (sha256:… )"]

    t["record_created_at · record_updated_at (ISO 8601)"]

    st["status: fresh | stale_doc | stale_src | missing_src | dangling_doc"]

  end
V --> rec

Frontmatter for analysis .md files is specified separately in the contracts doc (metadata schema), not inside registry.json.

MCP Tools

| Tool | Purpose |
|------|---------|
| knowerage_create_or_update_doc | Create/update analysis document |
| knowerage_parse_doc_metadata | Parse and validate frontmatter |
| knowerage_reconcile_record | Reconcile one analysis record |
| knowerage_reconcile_all | Full rescan/rebuild |
| knowerage_get_file_status | Analyzed vs missing ranges |
| knowerage_list_stale | List stale/problematic records |
| knowerage_list_registry | Full registry snapshot (same shape as registry.json, sorted keys) |
| knowerage_get_tree | Tree/grouped coverage |
| registry_export_report | Export snapshot (JSON/YAML/TXT/HTML) |
| knowerage_generate_bundle | Chunked export of selected analyses (toc.md, combined.md, manifest.json) |

Project Structure

knowerage/                  # Created per-project
├── analysis/              # Analysis markdown files
│   └── /.md
└── registry.json          # Coverage registry
src/                       # Rust MCP server

├── main.rs

├── lib.rs

├── types.rs

├── parser.rs

├── registry.rs

├── mcp.rs

├── security.rs

└── export.rs

Parts of this project were written or refined with generative AI coding assistants*. Human review applies to design, security-sensitive behavior, and releases.