Borrowing it
Nothing to install: this file belongs to zzhang82/Agent-Memory-Bridge. 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/zzhang82/Agent-Memory-Bridge/main/AGENTS.mdgit clone --depth 1 https://github.com/zzhang82/Agent-Memory-BridgeWrote 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/instructions/zzhang82/agent-memory-bridge/agents-md)<a href="https://agentmods.dev/instructions/zzhang82/agent-memory-bridge/agents-md"><img src="https://agentmods.dev/badge/instructions/zzhang82/agent-memory-bridge/agents-md/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/instructions/zzhang82/agent-memory-bridge/agents-md"><img src="https://agentmods.dev/badge/instructions/zzhang82/agent-memory-bridge/agents-md.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 | $0.01090 | $0.01090 |
| Opus 5.5 | $0.00436 | $0.00436 |
| Sonnet 5.5 | $0.00218 | $0.00218 |
| Haiku 4.5 | $0.00109 | $0.00109 |
Grade A, and why
Agent-Memory-Bridge AGENTS.md 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 6d 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 — 108 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Agent Memory Bridge Contributor Instructions
These instructions are self-contained. Contributors only need this repository, Python, and the documented toolchain; no external profile, memory service, or machine-specific setup is required.
Setup And Checks
- Use Python 3.11 or newer.
- Install dev dependencies from the repo root:
python -m venv .venv
python -m pip install -e ".[dev]"
- Run the main test suite:
python -m pytest
- Run lint and format checks:
ruff check src tests scripts
ruff format --check src tests scripts
- Run the Linux CI typecheck target. On Windows, add
--platform linuxso mypy checks the same platform contract as CI instead of rejecting POSIX-only process APIs during local analysis:
mypy src/agent_mem_bridge/schema.py src/agent_mem_bridge/storage.py src/agent_mem_bridge/provenance.py src/agent_mem_bridge/repository.py src/agent_mem_bridge/signals.py src/agent_mem_bridge/query.py src/agent_mem_bridge/state_io.py src/agent_mem_bridge/command_provider.py src/agent_mem_bridge/database_maintenance.py src/agent_mem_bridge/release_contract.py src/agent_mem_bridge/run_ledger.py src/agent_mem_bridge/run_outcome_authority.py src/agent_mem_bridge/run_projection.py src/agent_mem_bridge/run_consolidation.py src/agent_mem_bridge/server.py src/agent_mem_bridge/mcp_boundary.py src/agent_mem_bridge/stdio_probe.py
- For release-facing or public-surface changes, also run:
python ./scripts/run_benchmark.py
python ./scripts/run_deterministic_proof.py
python ./scripts/check_release_contract.py
python ./scripts/check_public_surface.py
python ./scripts/check_onboarding_contract.py
Architecture Boundaries
- Runtime code lives in
src/agent_mem_bridge; tests live intests; proof and regression fixtures live inbenchmark; operational entry points live inscripts. server.pydefines the public MCP surface. Keep the tool contract small and explicit:store,recall,browse,stats,forget,feedback,promote,annotate,revise,export,begin_run,record_run_event,get_run,complete_run,claim_signal,extend_signal_lease, andack_signal.storage.py,repository.py, andschema.pyown durable record behavior.signals.pyowns Signal lifecycle rules.query.pyand index modules own retrieval and derived indexes.- CLI reports, review queues, Task Briefs, activation receipts, benchmarks, and context assembly are not separate public MCP tools unless a reviewed contract change explicitly adds them.
- Worker execution, hosted identity, OAuth, general per-namespace ACLs, sandboxing, remote multi-user coordination, and distributed locking are outside the core bridge boundary unless the implementation and public docs both change.
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.
- 6d ago Changed · +1 tokens per session e919234e3770
- 2mo ago First seen · 108 lines · 1,089 tokens per session scan A cacaab48ea5d
Agent-Memory-Bridge AGENTS.md is an instructions file published in the GitHub repository zzhang82/Agent-Memory-Bridge (7 stars, last pushed 3d ago), licensed MIT. It adds 1,090 tokens to every session, about $0.0044 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.
Agent-Memory-Bridge AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| Agent-Memory-Bridge AGENTS.mdzzhang82/Agent-Memory-Bridge | Instructions file | 7 | 3d ago | MIT | A | 1,090 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |