
Axiom 为 AI 编程助手加本地防护,阻止其臆造代码中不存在的限制
来源标题:Axiom – blocks AI agents from inventing limits your code never defined
Axiom 是一款针对 AI 编程助手的本地守卫工具,可在代码写入前拦截 AI 臆造的、代码中并不存在的限制。它以 Claude Code 和 Cursor 的 pre-write hook 形式运行,也可作为 stdin/stdout 过滤器接入其他 agent,无需依赖、API key 或 token。检测基于正则和 AST 模式而非语义,因此能拦截常见误写,但无法防御刻意混淆的对抗性绕过。
以下正文同步自 Hacker News 最新,版权归原站所有,已转换为易读排版。
Axiom is a local guardrail for AI coding agents. It runs as a pre-write hook in Claude Code and Cursor, and as a stdin/stdout filter for any agent that can pipe tool calls through a subprocess. Zero dependencies. No API keys. No tokens. Blocks before the write.
Detection is regex and AST-pattern based, not semantic. A motivated agent or attacker can bypass these checks with minor obfuscation. This tool catches the most common accidental violations, not adversarial ones. For adversarial resistance, pair it with container isolation and branch protection.
[ Claude Code / AI Agent Pipeline ] | ( PreToolUse Hook ) | +───────────────────────────────────────────────────+ | Axiom Core Engine | | +─────────────────────────────────────────────+ | | | Noema: Scope-Aware AST Lowering Pipeline | | | +─────────────────────+───────────────────────+ | | | | | +─────────────────────+───────────────────────+ | | | Lemma: Relational Logic Solver (Python) | | | +─────────────────────+───────────────────────+ | | | | | +─────────────────────+───────────────────────+ | | | Manam: Tri-State Epistemic Controller | | | +─────────────────────+───────────────────────+ | +───────────────────────────────────────────────────+ | +───────────────+───────────────+ v v [TRUE / FALSE] [UNKNOWN] (Permit Tool Run) (Fail-Closed Halt)
Install
Project-level (recommended)
curl -fsSL https://raw.githubusercontent.com/axiom-csc/axiom-claude-skill/v1.2.2/install.sh | bash
Global — all projects on this machine
curl -fsSL https://raw.githubusercontent.com/axiom-csc/axiom-claude-skill/v1.2.2/install.sh | bash -s -- --global
That's it. The installer downloads the hook, registers it in .claude/settings.json, and generates .axiom/invariants.yaml from your codebase — all in one step. Axiom runs automatically in every Claude Code and Cursor session from this point on.
Why curl | bash is safe here: The installer is a bash script that downloads 6 Python files and registers a hook in .claude/settings.json. It makes no network calls after install, never runs as root, and writes only to your project directory (or ~/.claude/ with --global). Read it: https://github.com/axiom-csc/axiom-claude-skill/blob/v1.2.2/install.sh
curl -fsSL .../install.sh | bash -s -- --agents=cursor # Claude Code + Cursor curl -fsSL .../install.sh | bash -s -- --agents=cursor,vscode # + VS Code file-save task
Uninstall
bash install.sh uninstall
How it works
Pass Component What it does
1 Noema Extracts typed constraints from task context via regex patterns
2 Lemma Evaluates them against your invariants (deterministic Python logic)
3 Manam Enforces 3-state logic: TRUE / FALSE / UNKNOWN
On UNKNOWN — Claude halts and asks the exact right question. On FALSE — Claude outputs an AxiomConstraintViolation and stops.
Agent Mode Blocking?
Claude Code PreToolUse hook via .claude/settings.json Yes — blocks before write
Cursor .cursor/hooks.json (same format) Yes — blocks before write
Aider / Continue / generic --stdin mode (pipe JSON tool call) Yes — if wired manually
VS Code + Copilot File-save task (.vscode/axiom-task.json) No — flags after write
Generic --stdin mode — any agent that can pipe JSON through a subprocess:
echo '{"tool_name":"Write","tool_input":{"file_path":"src/auth/middleware.py","content":"if user.id==1: return True"}}'
| python3 .claude/skills/axiom-csc/hooks/pre_tool_use.py --stdin
exit 1 = deny, exit 2 = ask, exit 0 = allow
What it catches
Category What Axiom catches Known gaps
Payments / numeric bounds Hardcoded limits that don't match your policy Limits stored in variables (max = 10000; amount > max); math expressions — MAX_TRANSACTION = 10000 * 8 is read as 10000, not 80000
Auth: hardcoded ID user.id == 1 checks in auth paths (AST-based) Aliased variables more than one hop deep
Auth: unconditional return if True: return True in auth paths Complex conditional chains
Auth: role literals "admin", "root" in non-config auth files Config files exempt by design; non-English role names
Auth: commented checks
check permission in auth files
Non-English comments
Dangerous Bash DROP TABLE, rm -rf (non-tmp), curl|bash, writes to .axiom/ Multi-line commands, heredocs, commands via Python subprocess; encoded payloads piped to bash (base64 -d | bash, xxd, hex decode patterns)
Secrets AWS keys, Stripe live/test keys, OpenAI keys, PEM blocks, hardcoded passwords Secrets stored in variables before assignment; base64-encoded secrets
Dependency confusion Misspellings of requests, numpy, flask, django, express, react, lodash, axios Packages not in the hardcoded known list
Rate limits Invented req/min values Values in separate config files
File uploads Assumed size caps Caps expressed in bytes not MB
Database Arbitrary LIMIT clauses LIMIT in comments or strings
API quotas Made-up daily call limits Quotas in env vars
Auth checks are path-scoped — they only fire in files under auth/, middleware/, permissions/, or roles/. The same pattern in src/utils/helpers.py is allowed.
Auth bypass detection uses Python's ast module, so whitespace and simple aliases don't bypass it.
Without Axiom — agent sets MAX_TRANSACTION higher than policy allows:
Claude writes:
MAX_TRANSACTION = 75000 # raised for enterprise tier
With Axiom (hook fires immediately on the Edit call):
❌ [Lemma BLOCK] AxiomConstraintViolation: transaction_value = 75000.0 violates lte 50000 [axiom-csc] Invariant violation: ❌ [Lemma BLOCK] AxiomConstraintViolation: transaction_value = 75000.0 violates lte 50000
Claude sees the denial reason and asks for clarification instead of silently writing the bad value.
To record the demo GIF: install vhs (brew install charmbracelet/tap/vhs), then run:
vhs scripts/demo.tape
Or record with asciinema: asciinema rec demo.cast && bash scripts/record_demo.sh — upload the .cast file to asciinema.org and embed the link here.
Claude writes to src/auth/middleware.py:
if user.id == 1: return True # hardcoded ID bypass
With Axiom:
❌ [Lemma BLOCK] AxiomConstraintViolation: auth_hardcoded_id = 1 violates banned true [axiom-csc] Invariant violation: auth_hardcoded_id — hardcoded user ID check detected in auth path
Modes
Mode Trigger Behavior
STRICT (default) Halt on any UNKNOWN or violation
AUDIT [AXIOM: AUDIT] Execute + append telemetry block
REPAIR [AXIOM: REPAIR] Auto-rewrite violations before output
Usage
Check telemetry status
python3 .claude/skills/axiom-csc/scripts/axiom.py telemetry status
Enable / disable telemetry
python3 .claude/skills/axiom-csc/scripts/axiom.py telemetry on python3 .claude/skills/axiom-csc/scripts/axiom.py telemetry off
Submit a false positive / false negative case
python3 .claude/skills/axiom-csc/scripts/axiom.py report
Custom rules
Edit .axiom/invariants.yaml (auto-generated by axiom_init.py):
rules:
-
concept: transaction_value op: lte value: 50000 action_on_fail: BLOCK
-
concept: dangerous_bash banned: true action_on_fail: BLOCK
-
concept: secret_pattern banned: true action_on_fail: BLOCK
-
concept: dep_confusion banned: true action_on_fail: BLOCK
-
concept: role_assignment required: true action_on_missing: ASK
Rule fields:
Limitation Why
Semantic bypasses An agent can write 50000 + 25000 or put values in variables — Noema extracts literals only
Container escape Axiom runs inside the agent's process; a compromised container can bypass the hook entirely
Single call scope The hook sees one tool call at a time — invariants spread across files are not checked
Path-scope bypass Auth checks only cover the four named directories; a renamed auth module is not caught
Edit-distance coverage Dependency confusion uses a fixed known-package list — typos against unlisted packages are missed
Axiom is a first line of defense, not a complete security layer. Use it alongside proper code review, CI checks, secret scanning (gitleaks), and least-privilege infrastructure.
Telemetry is off by default. When enabled:
python3 .claude/skills/axiom-csc/scripts/axiom.py telemetry off
Or set "telemetry": false in ~/.config/axiom-csc/config.json.
axiom report is always manual: you pick the case, review the redacted payload, and explicitly type yes to submit. Reports become public GitHub issues under CC-BY-4.0.
Q: Why not use Claude Code's plugin marketplace?
Claude Code's plugin marketplace distributes MCP servers and slash-command skills — it does not currently support PreToolUse hooks, which is the hook type this tool requires to block before a write happens. Installing via this script is the only supported path until Anthropic adds marketplace support for hooks. When they do, we'll publish there.
See CONTRIBUTING.md. Good first issues tagged on GitHub — S3 file size extractor, Kubernetes quota templates, Supabase RLS parser.
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