Codescout

codescout

A codebase search is only half the job: once a search returns dozens of files, someone still has to decide which ones to open first. codescout makes that decision with one fixed, inspectable rule. You hand it the hits you already have — for each one, the file it is in, how many matches the file holds, how many days have passed since the file last changed, and, when you know it, who owns the file — and it hands back the hits ranked, best first, each with its score and the owner context attached. It runs no search of its own and touches no index; the ranking rule is the whole tool.

Every hit is scored the same way: matches * 100 - last_modified_days. A hundred points per match means relevance dominates, while each day of age quietly drags a file down — an old file with a single match can score below zero, and that negative score is reported as-is rather than clamped. Ranking follows the score, and ties are settled in a fixed order: more matches first, then the more recently changed file, then the path in code-unit order. Because the rule never changes, the same set of hits always produces the same ranked list, whatever order you supplied them in.

Only the top of the list comes back: limit caps how many results are returned and defaults to 10. Each returned entry carries a rank, its 1-based position in the returned list, alongside the echoed path, matches, last_modified_days, and owner. Ownership has one pinned judgement call: an owner that is absent, empty, or only whitespace means the file is unowned, and its owner is reported as null; any other owner string is echoed exactly as supplied. The counts report how many hits went in and how many came back.

Malformed input — a missing or empty hit list, a hit that is not an object, a missing, empty, or non-string path, a matches count that is missing, fractional, or below 1, a last_modified_days that is missing, fractional, or negative, a non-string owner, or a limit below 1 — is a validation error naming the offending path, with no partial result. Two hits for the same path are an error naming the duplicated path. Unknown extra fields are ignored.

CLI

npx @reneturcios/codescout rank --input args.json

npx @reneturcios/codescout --version

args.json contains the full arguments object:

{

"hits": [ { "path": "src/search/rank.ts", "matches": 14, "last_modified_days": 2, "owner": "alice" }, { "path": "src/legacy/old-index.ts", "matches": 1, "last_modified_days": 240 }, { "path": "src/search/tokenize.ts", "matches": 9, "last_modified_days": 30, "owner": "bob" } ], "limit": 2 }

The ranked list is printed as JSON:

{

"results": [ { "path": "src/search/rank.ts", "matches": 14, "last_modified_days": 2, "owner": "alice", "score": 1398, "rank": 1 }, { "path": "src/search/tokenize.ts", "matches": 9, "last_modified_days": 30, "owner": "bob", "score": 870, "rank": 2 } ], "counts": { "hits": 3, "returned": 2 } }

The third hit scores 1 * 100 - 240 = -140, so the limit of 2 leaves it out entirely.

Exit codes: 0 on success, 1 on a runtime error (including an unreadable or invalid input file, or invalid input), 2 on a usage error.

MCP server

npx -y @reneturcios/codescout mcp

MCP client config:

{

"mcpServers": { "codescout": { "command": "npx", "args": ["-y", "@reneturcios/codescout", "mcp"] } } }

Tools

• rank_search_results — Rank caller-supplied codebase search hits by a pinned relevance and recency score, with file-owner context attached.
• hits (array, required, at least 1 item) — the search hits to rank, in the caller's order; each item:
• path (string, required, non-empty) — file the hit is in
• matches (integer, required, at least 1) — number of matches in the file
• last_modified_days (integer, required, at least 0) — days since the file last changed
• owner (string, optional) — file owner; absent, empty, or whitespace-only means unowned
• limit (integer, optional, at least 1, default

1. — maximum results to return

Returns {results, counts}, where results holds one {path, matches, last_modified_days, owner, score, rank} per returned hit in ranking order (owner is null when unowned, score is matches * 100 - last_modified_days, and rank is 1-based by position in the returned list), and counts is {hits, returned}.

Docker

docker run -i ghcr.io/cloudcorprecords/codescout

docker run --rm -v "$PWD:/w" ghcr.io/cloudcorprecords/codescout rank --input /w/args.json

Development

npm install

npm run build # tsc -> dist/ npm test # tsx --test test/*.test.ts (pure local, no network) npm run dev # run the CLI from source

License

MIT — Copyright (c) 2026 Rene Turcios