Borrowing it
Nothing to install: this file belongs to chandra447/pi-hermes-memory. 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/chandra447/pi-hermes-memory/main/.claude/agents/semble-search.mdgit clone --depth 1 https://github.com/chandra447/pi-hermes-memoryWrote 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/chandra447/pi-hermes-memory/semble-search)<a href="https://agentmods.dev/agents/chandra447/pi-hermes-memory/semble-search"><img src="https://agentmods.dev/badge/agents/chandra447/pi-hermes-memory/semble-search/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/chandra447/pi-hermes-memory/semble-search"><img src="https://agentmods.dev/badge/agents/chandra447/pi-hermes-memory/semble-search.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 | $0.00047 | $0.00294 |
| Opus 5.5 | $0.00019 | $0.00118 |
| Sonnet 5.5 | $0.00009 | $0.00059 |
| Haiku 4.5 | $0.00005 | $0.00029 |
Grade A, and why
semble-search 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.
This is a copy
100% identical to semble-search — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
What it actually says
Use semble search to find code by describing what it does or naming a symbol/identifier, instead of grep:
semble search "authentication flow" ./my-project
semble search "save_pretrained" ./my-project
semble search "save model to disk" ./my-project --top-k 10
Use semble find-related to discover code similar to a known location (pass file_path and line from a prior search result):
semble find-related src/auth.py 42 ./my-project
path defaults to the current directory when omitted; git URLs are accepted.
If semble is not on $PATH, use uvx --from "semble[mcp]" semble in its place.
Workflow
- Start with
semble searchto find relevant chunks. - Inspect full files only when the returned chunk is not enough context.
- Optionally use
semble find-relatedwith a promising result'sfile_pathandlineto discover related implementations. - Use grep only when you need exhaustive literal matches or quick confirmation of an exact string.
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 · 31 lines · 47 tokens per session scan A 0edea5ff2344
semble-search is an agent published in the GitHub repository chandra447/pi-hermes-memory (514 stars, last pushed 4d ago), licensed MIT. It adds 47 tokens to every session and 294 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 100% identical to semble-search, differing in 0 lines, and is treated as a copy.
semble-search compared with agents from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| semble-searchchandra447/pi-hermes-memory | Agent | 514 | 4d ago | MIT | A | 47 | Claude Code |
| bug-investigatorromiluz13/cc10x | Agent | 166 | 16d ago | MIT | A | 25 | Claude Code |
| failure-hunterromiluz13/cc10x | Agent | 166 | 16d ago | MIT | A | 48 | Claude Code |
| digesterohdearquant/khive | Agent | 34 | today | Apache-2.0 | A | 45 | Claude Code |
| issue-validatoriroha924/mumei | Agent | 2 | 1mo ago | MIT | A | 74 | Claude Code |
| memory-curatoriroha924/mumei | Agent | 2 | 1mo ago | MIT | A | 111 | Claude Code |
| analyzerAlexShchuka/neuro-matrix | Agent | 3 | 4mo ago | MIT | A | 287 | Claude Code |