Borrowing it
Nothing to install: this file belongs to conradkoh/raggrep. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/conradkoh/raggrep/master/.cursor/commands/refine.mdgit clone --depth 1 https://github.com/conradkoh/raggrepWrote 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.
[](https://agentmods.dev/commands/conradkoh/raggrep/refine)<a href="https://agentmods.dev/commands/conradkoh/raggrep/refine"><img src="https://agentmods.dev/badge/commands/conradkoh/raggrep/refine/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.
<a href="https://agentmods.dev/commands/conradkoh/raggrep/refine"><img src="https://agentmods.dev/badge/commands/conradkoh/raggrep/refine.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00000 | $0.01029 |
| Opus 5.5 | $0.00000 | $0.00412 |
| Sonnet 5.5 | $0.00000 | $0.00206 |
| Haiku 4.5 | $0.00000 | $0.00103 |
Grade A, and why
refine 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 1mo ago.
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.
How it starts
The opening of the file, as written. The whole thing — 116 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Refine RAGgrep Search Quality
Run manual sanity checks on the RAGgrep search system to ensure ranking quality.
Instructions
-
Setup the test scenario (if not already done):
- The
scenarios/basicfolder contains realistic test files - Run
cd scenarios/basic && bun run ../../src/app/cli/main.ts indexto index
- The
-
Run sanity checks:
cd scenarios/basic # Test 1: User authentication (expect: src/auth/login.ts) bun run ../../src/app/cli/main.ts query "user authentication" --top 5 # Test 2: Database connection (expect: src/database/connection.ts) bun run ../../src/app/cli/main.ts query "database connection pool" --top 5 # Test 3: Password handling (expect: hashPassword function) bun run ../../src/app/cli/main.ts query "password hashing" --top 5 # Test 4: Session management (expect: src/auth/session.ts) bun run ../../src/app/cli/main.ts query "session validation" --top 5 # Test 5: Email service (expect: src/services/email.ts) bun run ../../src/app/cli/main.ts query "send welcome email" --top 5 # Test 6: Cache (expect: src/services/cache.ts) bun run ../../src/app/cli/main.ts query "redis cache" --top 5 # Test 7: JWT (expect: verifyToken function) bun run ../../src/app/cli/main.ts query "JWT token verification" --top 5 # Test 8: API routes (expect: src/api/routes/users.ts) bun run ../../src/app/cli/main.ts query "user registration endpoint" --top 5 # Test 9: JSON config files bun run ../../src/app/cli/main.ts query "rate limit configuration" --top 5 # Test 10: SQL files bun run ../../src/app/cli/main.ts query "seed test users" --top 5 -
Analyze ranking results:
- Top result should match expected file
- Score should be > 40% for good matches
- Related files should appear in top 5
-
If ranking issues found:
- Create a formal test case in
src/tests/integration.test.ts - Investigate the scoring in
src/domain/services/bm25.tsorsrc/modules/core/index.ts - Check tokenization in
src/domain/services/keywords.ts - For semantic search, check
src/modules/language/typescript/index.ts
- Create a formal test case in
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.
- 1mo ago First seen · 116 lines · 0 tokens per session scan A 9169fe638af9
refine is a command published in the GitHub repository conradkoh/raggrep (22 stars, last pushed 6mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 1,029 tokens. 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 2026-08-30.
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