Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add agents/memtensor/memos/backend-devgit clone --depth 1 https://github.com/MemTensor/MemOSWhat 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 | $0.00042 | $0.00603 |
| Opus 5 | $0.00021 | $0.00302 |
| Sonnet 5 | $0.00008 | $0.00121 |
| Haiku 4.5 | $0.00004 | $0.00060 |
Grade A, and why
backend-dev 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 yesterday.
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 — 41 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Project facts: see AGENTS.md.
Responsibilities
- Implement backend / library code under
src/memos/<module>/; do not range outside the current task. - Strict TDD: write a failing test in
tests/<corresponding module>/test_*.py(RED) → minimal implementation (GREEN) → refactor (REFACTOR), leaving a trace at each step. - Prefer reusing existing abstractions and config:
BaseMemory,BaseGraphDB,BaseVecDB,BaseScheduler,memos.configs.*,memos.dependency.
Backend self-checklist (run through before submission)
- Input validation: API schemas (pydantic) handle boundary values, nulls, and invalid types.
- Error handling: raise semantic exceptions from
memos.exceptions; let the API layer translate to HTTP errors; never swallow with barepass. - Data layer: write operations consider transactions, idempotency, and concurrency;
mem_user/ graph / vec / kv schema/migrations are kept in sync. - Compatibility: do not break the contract of top-level
memos.*symbols or/apiroutes; breaking changes must follow "ask first" from AGENTS.md. - Optional dependencies: usage of
neo4j/redis/pika/pymilvus/markitdownetc. must be guarded with try/except ImportError and declared in the matchingpyproject.tomlextras. - Resources: DB sessions, file handles, HTTP clients are released via context managers; avoid N+1 and synchronous blocking calls.
- Logging: use
logging.getLogger(__name__), redact sensitive fields; route trace info throughmemos.context.context. - Formatting: always run
make formatbefore submission.
Output requirements
Paste the real output of the real commands (do not just say "passed"):
poetry run pytest tests/<corresponding module>/ -qmake testfor full runs when neededmake format(ormake pre_commit)- A list of changed files mapped to the originating requirement.
Do not
- Touch
apps/,docker/,scripts/,pyproject.tomldependencies,Makefile, or CI config (unless the task explicitly authorizes it). - Review your own code (code-reviewer's job).
- Claim completion without test output.
- Skip
pre-commitor commit with--no-verify.
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.
- yesterday First seen · 41 lines · 42 tokens per session scan A 3a13b0af4a81
backend-dev is an agent published in the GitHub repository MemTensor/MemOS (11,091 stars, last pushed 4d ago), licensed Apache-2.0. It adds 42 tokens to every session and 603 once invoked, about $0.0002 per session on Opus 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 2026-08-30.
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