* feat(worker): migrate agent runtime from Claude Agent SDK to pi harness * feat: remove Google Vertex AI provider support * fix(worker): route Bedrock and custom-base-URL providers from env * feat(prompts): instruct agents to call submit_exploitation_queue and submit_auth_result * fix(worker): count sub-agent cost and surface compaction failures * refactor(worker): rename claude-executor to pi-executor * feat(worker): pi-event-driven output formatting * fix(worker): gate adaptive thinking to Opus models, drop CLAUDE_THINKING_LEVEL * fix(worker): restore minLength/minItems on vuln-collector schemas * feat(worker): give task sub-agent write+bash, align tool descriptions * feat(worker): add glob custom tool and route code_path globs to it * refactor(prompts): use pi tool names (task, todo_write, read, bash, glob) * refactor(prompts): drop stale MCP terminology for collector tools * refactor(prompts): drop collector server names from deliverable instructions * fix(worker): restore minLength/minItems on pre-recon and exploit collector schemas * feat(worker): load playwright-cli skill via pi resource loader * refactor(cli): remove CLAUDE_CODE_MAX_OUTPUT_TOKENS config * build: drop @anthropic-ai/claude-code from worker image * docs: remove vertex references from llms context * docs(worker): update stale sdk comments * refactor(worker): unify provider precedence between preflight and executor * feat(worker): enforce bounded bash timeouts via pi extension * ci: bump the beta release line to 2.0.0 (#356) * fix(cli): pin npx command hints to beta tag * fix: render agent deliverables before the success commit so resume preserves them (#377) * feat(cli): restructure run folder and improve terminal UX (#383) * feat: surface report at run root and nest run internals under .shannon * feat: use plain-language wording in user-facing terminal messages * feat(cli): guide users to watch scan progress and surface report path on start * docs: sync run-folder layout and CLI wording across docs and comments * feat(cli): add version command reporting package version or git SHA * feat(cli): detect TTY for interactive prompts, color, and progress output * docs: document --yes flag, version command, and tty module * fix(cli): FORCE_COLOR precedence and plain uninstall --yes output * fix(cli): respect empty NO_COLOR * fix(cli): let NO_COLOR take precedence over FORCE_COLOR * docs: mark claude-code-router integration as removed * refactor(worker): converge shared core with shannon-oss (#388) * fix(worker): port keygraph shared-core correctness fixes * refactor(worker): adopt collectors/ and ai/pi/ layout; add task budget cap and cancellation * refactor(worker): drop inconsistent Collector "Server" suffix * refactor(worker): drop unused providerConfig/apiKey seams, resolve credentials from env only * refactor(worker): port oss code_path pattern expansion + external_directory allow * fix(worker): preserve dotfile paths in code_path avoid patterns (.env no longer stripped to env) * feat(worker): render Unprocessed Vulnerabilities section in exploit deliverable (align with oss) * feat(worker): request set_blind_spots for all vuln classes (align auth/ssrf with production prompts) * refactor(worker): adopt unified permissionSystem* naming and helper layout * refactor(worker): inline blind_spots into vuln deliverable section array * chore(worker): drop unused zod dependency (tree is typebox-native) * fix(worker): normalize base32 TOTP secret to accept padding and whitespace * refactor(worker): adopt shared toolResult helper and flatSchema naming in collectors * refactor(worker): use undefined over null in queue-schema builders * docs(worker): converge renderer/collector doc comments to current pi terminology * refactor(worker): adopt schema.ts cleanInput/stringEnum helpers in collectors * feat(worker): converge exploit-collector/renderer with vendored; capture and render overview for blocked findings * refactor(worker): converge session-tools/pipeline/exploitation-checker with vendored * refactor(worker): converge task-tool usage reporting with vendored onUsage callback * refactor(worker): converge structured output onto a submitTool executor channel * docs(worker): expand exploit-renderer docstring to match shannon-oss * docs(worker): adopt richer vuln-renderer docstring from shannon-oss * docs(worker): neutralize billing-detection wording for shannon-oss parity * fix(worker): verify checkpoint hash in the deliverables clone being reset * fix(worker): fail fast on malformed exploitation queue JSON * fix(worker): honor retryable flag when classifying exploitation-queue check failures * fix(worker): fail fast on corrupted session.json in run-scope validation * feat(worker): propagate Temporal cancellation signal into agent and auth pi sessions * fix(worker): mark exploit agent complete when exploitation is skipped so resume skips it * prompts: drop scan description from executive report prompt * refactor(worker): add createGenericSubmitTool for raw JSON-schema submit tools * refactor(worker): gate playwright-cli skill to browser agents via skillsOverride (adopt shannon-oss mechanism) * docs(worker): correct formatLogTime comment to UTC to match toISOString * refactor(worker): converge queue-schemas with shannon-oss (guarded count, decl order) * refactor(worker): converge task-tool with shannon-oss (byte-identical; modelRegistry optional) * fix(worker): use replaceLiteral for all prompt value insertions to prevent $-mangling * fix(worker): classify agent execution failures by error type instead of hardcoding validation * fix(worker): cap auth-failure detail at 250 chars to match shannon-oss * style(worker): apply biome formatting * refactor(worker): remove per-session task delegation cap from task tool * style(cli): collapse usage hint now that the beta tag is gone * chore: mark the pi harness migration as a breaking change BREAKING CHANGE: Google Vertex AI is no longer a supported provider. The CLAUDE_CODE_USE_VERTEX, ANTHROPIC_VERTEX_PROJECT, CLOUD_ML_REGION, and GOOGLE_APPLICATION_CREDENTIALS environment variables, along with the use_vertex, vertex_project, and cloud_ml_region config.toml keys, are removed. Vertex users must switch to Anthropic, AWS Bedrock, or a custom Anthropic-compatible base URL. The CLAUDE_CODE_MAX_OUTPUT_TOKENS environment variable and the max_output_tokens config.toml key are also removed.
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AI Providers
Shannon works best with Claude models. Anthropic API keys are recommended for most users, and Shannon also supports AWS Bedrock and custom Anthropic-compatible endpoints.
Anthropic
Run the setup wizard:
npx @keygraph/shannon setup
Or export an API key directly:
export ANTHROPIC_API_KEY=your-api-key
Source-build mode can use a .env file:
ANTHROPIC_API_KEY=your-api-key
Each tier can be pointed at any Claude model via ANTHROPIC_SMALL_MODEL / ANTHROPIC_MEDIUM_MODEL / ANTHROPIC_LARGE_MODEL (or the setup wizard). If you set a tier to claude-fable-5, note that Fable's safety classifiers route cybersecurity tasks to Opus 4.8, so those phases run on Opus 4.8 regardless.
AWS Bedrock
Run npx @keygraph/shannon setup and select AWS Bedrock. The wizard prompts for region, bearer token, and model IDs.
Or export environment variables directly:
export CLAUDE_CODE_USE_BEDROCK=1
export AWS_REGION=us-east-1
export AWS_BEARER_TOKEN_BEDROCK=your-bearer-token
export ANTHROPIC_SMALL_MODEL=us.anthropic.claude-haiku-4-5-20251001-v1:0
export ANTHROPIC_MEDIUM_MODEL=us.anthropic.claude-sonnet-4-6
export ANTHROPIC_LARGE_MODEL=us.anthropic.claude-opus-4-8
Source-build .env equivalent:
CLAUDE_CODE_USE_BEDROCK=1
AWS_REGION=us-east-1
AWS_BEARER_TOKEN_BEDROCK=your-bearer-token
ANTHROPIC_SMALL_MODEL=us.anthropic.claude-haiku-4-5-20251001-v1:0
ANTHROPIC_MEDIUM_MODEL=us.anthropic.claude-sonnet-4-6
ANTHROPIC_LARGE_MODEL=us.anthropic.claude-opus-4-8
Shannon uses three model tiers:
- small for summarization
- medium for security analysis
- large for deep reasoning
Set ANTHROPIC_SMALL_MODEL, ANTHROPIC_MEDIUM_MODEL, and ANTHROPIC_LARGE_MODEL to Bedrock model IDs available in your region.
Custom Base URL
Shannon supports pointing the SDK at an Anthropic-compatible endpoint with ANTHROPIC_BASE_URL. For proxy-based routing, use an LLM proxy such as LiteLLM configured to expose an Anthropic-compatible endpoint.
Important
Only Claude models are officially supported. Shannon's evaluations, internal testing, and agent harness are optimized for Claude. Smaller or alternative models, including non-Claude models routed through a proxy, may not reliably follow Shannon's instructions or tool-use constraints. Use them at your own risk.
The experimental claude-code-router integration has been removed. If you previously relied on it, migrate to an Anthropic-compatible proxy such as LiteLLM.
Run npx @keygraph/shannon setup and select Custom Base URL, or export variables directly:
export ANTHROPIC_BASE_URL=https://your-proxy.example.com
export ANTHROPIC_AUTH_TOKEN=your-auth-token
export ANTHROPIC_SMALL_MODEL=claude-haiku-4-5-20251001
export ANTHROPIC_MEDIUM_MODEL=claude-sonnet-4-6
export ANTHROPIC_LARGE_MODEL=claude-opus-4-8
Source-build .env equivalent:
ANTHROPIC_BASE_URL=https://your-proxy.example.com
ANTHROPIC_AUTH_TOKEN=your-auth-token
ANTHROPIC_SMALL_MODEL=claude-haiku-4-5-20251001
ANTHROPIC_MEDIUM_MODEL=claude-sonnet-4-6
ANTHROPIC_LARGE_MODEL=claude-opus-4-8