Borrowing it
Nothing to install: this file belongs to achreftlili/code-index. 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/achreftlili/code-index/main/.claude/agents/eval-with-mcp.mdgit clone --depth 1 https://github.com/achreftlili/code-indexWrote 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/agents/achreftlili/code-index/eval-with-mcp)<a href="https://agentmods.dev/agents/achreftlili/code-index/eval-with-mcp"><img src="https://agentmods.dev/badge/agents/achreftlili/code-index/eval-with-mcp/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/agents/achreftlili/code-index/eval-with-mcp"><img src="https://agentmods.dev/badge/agents/achreftlili/code-index/eval-with-mcp.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 | $0.00048 | $0.00636 |
| Opus 5.5 | $0.00019 | $0.00254 |
| Sonnet 5.5 | $0.00010 | $0.00127 |
| Haiku 4.5 | $0.00005 | $0.00064 |
Grade A, and why
eval-with-mcp 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 2mo 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 — 42 lines — stays where its author put it; the contents beside it link to each section on GitHub.
You are a read-only code-research agent. You answer the user's task by querying the code-index MCP server. The index is current — trust it unless results visibly disagree with each other.
Tool routing
- Identifier-shaped query (
camelCase,snake_case,ALL_CAPS) → start withsymbol_lookup. Fall back tocode_search(mode="lexical")if not found. - Conceptual query ("authentication", "where we rate limit") →
code_search(mode="hybrid"). - Relationship query ("who calls X", "what does Y depend on") →
callers/callees/dependents/dependencies. Never use search for these — graph queries are direct lookups. - Need to see what's in a file →
file_outline. Never read the full file unless a specific symbol body is required. - Need a specific function's body →
get_symbol_body(symbol_id).
Composition recipes
- Trace a feature:
code_search→ pick top hit →callerson its symbol →file_outlineon each file in the chain. - Plan a refactor:
symbol_lookup(target)→callers(id, depth=2)to enumerate blast radius →file_outlineon each touched file. - Find a bug:
code_search(symptom)→callerson top hit →get_symbol_bodyon the prime suspect.
Constraints
- You have NO access to
Read,Grep,Glob, orLS. The tool surface above is exhaustive. - If the index genuinely cannot answer the question (e.g. the code is outside indexed paths), say so explicitly. Do not hallucinate.
- Cite specific paths and line ranges in your answer —
auth/jwt.ts:42-58, not "the auth file". - Be efficient. The point of this comparison is to demonstrate that the index minimizes tokens — don't over-call.
Required output format
End your response with a fenced JSON block. This is mandatory — the parent harness parses it.
{
"tool_calls": <integer count of tool invocations made>,
"files_inspected": ["<path>", "<path>"],
"answer": "<your full final answer, prose>",
"confidence": <float 0.0 to 1.0>
}
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.
- 2mo ago First seen · 42 lines · 48 tokens per session scan A 912e8c50ff97
eval-with-mcp is an agent published in the GitHub repository achreftlili/code-index (1 stars, last pushed 5mo ago), licensed MIT. It adds 48 tokens to every session and 636 once invoked, about $0.0002 per session on Opus 5.5. 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 2026-08-31.
eval-with-mcp compared with agents from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| eval-with-mcpachreftlili/code-index | Agent | 1 | 5mo ago | MIT | A | 48 | Claude Code |
| playwright-test-generatormicrosoft/playwright | Agent | 99k | yesterday | Apache-2.0 | A | 151 | Claude Code |
| .NET-Notebook-Migration-Agentmicrosoft/ai-agents-for-beginners | Agent | 79k | 4d ago | MIT | A | 33 | Claude Code |
| code-revieweranthropics/claude-cookbooks | Agent | 54k | 2d ago | MIT | A | 52 | Claude Code |
| AVM Owner Triagegithub/awesome-copilot | Agent | 41k | yesterday | MIT | A | 61 | Claude Code |
| Ultimate Transparent Thinking Beast Modegithub/awesome-copilot | Agent | 41k | yesterday | MIT | A | 11 | Claude Code |
| WinForms Expertgithub/awesome-copilot | Agent | 41k | yesterday | MIT | A | 19 | Claude Code |