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Goose

Block's Apache-2.0 on-machine AI developer agent — runs tasks end-to-end in your terminal, any LLM backend.

@ai-supply
Installs47k
⟳ upstream v1.44.0 · updated 3d ago
↗ Source repository
← More CodingCoding leaderboard →How we grade security →Source ↗
✓ Grade A · 95/100 · SafeSecurity assessment
✓No compromise signals31capabilities surfaced1known CVE5of 20 OWASP controls clear
External endpoints declaredExternal endpoints declaredSuspicious network referencesExternal endpoints declared
scanned 19h ago · partial·osv · gitleaks · opengrep · picklescan + heuristics·full breakdown in the Security tab ↓

Goose

Goose is an open-source, on-machine AI developer agent from Block (formerly Square), released under Apache 2.0. It runs autonomously in your terminal, executing multi-step coding and DevOps tasks: writing code, running tests, debugging errors, managing files, and calling external APIs — all powered by the LLM of your choice.

Key features

  • On-machine execution: reads/writes files, runs shell commands, interacts with the local dev environment
  • LLM-agnostic: works with Anthropic Claude, OpenAI GPT-4, Ollama, and other backends
  • MCP-compatible — extend with any MCP server (databases, APIs, cloud tools)
  • Persistent sessions with memory across tasks
  • Safe by design: shows planned actions before execution, supports sandboxing
  • Apache-2.0 license

Quick start

# Install via pip
pip install goose-ai

# Or via Homebrew (macOS)
brew install block/tap/goose

# Start a session
goose session start
# > write a FastAPI CRUD app for a todos list, with SQLite and pytest tests
# Goose plans, writes code, runs tests, fixes errors — autonomously

Add MCP tools

# Add a GitHub MCP server to Goose's toolbox
goose toolkit add github

Install via ai-supply

npx ai-supply add goose-dev-agent

Curated mirror of the open-source Goose (Apache-2.0). Get it from the source.

Rating rank
#1
of 27 in Coding
Install rank
#13
of 27 in Coding
Security score
95/100 · A
safe
Security rank
#11
of 27 in Coding
Installs
47k
cat avg 157k
This listing vs category average
Installs
this
cat avg
Security (of 100)
this
cat avg
Adoption trend
See the Coding leaderboard →
✓ Security: Safe · 9595/100 · grade Ascanned 19h ago
✓ no compromise signals32 risk-surface · 10/20 OWASP controls flagged

Compromise signals — malicious or tampered code (leaked secrets, backdoors, a dropped executable) — reduce the score, and known dependency CVEs carry a bounded penalty (they warrant review but never QUARANTINE — update the dependency to clear). Other dangerous-by-capability traits are risk surface, expected for some capabilities. Every finding is mapped to its OWASP control below.

What this capability can do · high confidence (static)
Tools (12)
find_filesanalyze_codedeveloperbuiltin-extm-Q2_K.ggufm-Q4_K_M.ggufm-Q8_0.ggufChartTreemapadd_commentfinish_reviewquery_data_lake
⚑ filesystem⚑ shell⚑ network⚑ secrets
egress → goose-docs.ai, discord.com, sh.rustup.rs, dl.flathub.org, api.github.com, cli.github.com, engineering.block.xyz, registry.npmjs.org +32

Findings mapped to the OWASP Top 10 for LLM Applications (2025) and the OWASP Machine Learning Security Top 10. Expand any flagged control for the exact findings — compromise reduces the score; expected/risk-surface do not, except a known CVE, which carries a small bounded penalty (high/critical → Review).

OWASP Top 10 for LLM Applications
⚠LLM01Prompt Injectionhigh
Adversarial instructions embedded in an artifact that hijack a downstream LLM.
•Prompt-injection phrasing — instruction-subversion language detected · goose/.github/workflows/recipe-security-scanner.yml (CWE-77)risk surface
⚠LLM05Improper Output Handlinghigh
Code that pipes model/user output into shell, eval, SQL or paths unsafely.
•Suspicious code patterns — destructive rm -rf / · goose/.github/workflows/publish-npm.yml (CWE-78)risk surface
•Suspicious code patterns — pipe-to-shell install · goose/.github/workflows/python-sdk-wheels.yml (CWE-494)risk surface
•Suspicious code patterns — world-writable chmod 777 · goose/.github/workflows/recipe-security-scanner.yml (CWE-732)risk surface
•Suspicious code patterns — OS command execution · goose/CUSTOM_DISTROS.md (CWE-78)risk surface
•Suspicious code patterns — dynamic code execution · goose/crates/goose-cli/src/commands/tui.rs (CWE-95)risk surface
⚠LLM06Excessive Agencyhigh
Over-broad tool/permission surface or unrestricted egress.
•External endpoints declared — 1 distinct host(s) · goose/.github/DISCUSSION_TEMPLATE/qa.ymlrisk surface
•External endpoints declared — 2 distinct host(s) · goose/.github/workflows/goose-issue-solver.ymlrisk surface
•External endpoints declared — 3 distinct host(s) · goose/.github/workflows/goose-pr-reviewer.ymlrisk surface
•Broad capability surface — 3 high-impact capability categories referenced — verify least-privilege · goose/.github/workflows/goose-release-notes.yml (CWE-272)risk surface
•Broad capability surface — 4 high-impact capability categories referenced — verify least-privilege · goose/CONTRIBUTING.md (CWE-272)risk surface
•Egress to a private/loopback host — 127.0.0.1 · goose/CONTRIBUTING.md (CWE-918)risk surface
•External endpoints declared — 10 distinct host(s) · goose/CONTRIBUTING.mdrisk surface
•External endpoints declared — 5 distinct host(s) · goose/CUSTOM_DISTROS.mdrisk surface
•External endpoints declared — 13 distinct host(s) · goose/README.mdrisk surface
•External endpoints declared — 4 distinct host(s) · goose/crates/goose-cli/src/commands/update.rsrisk surface
•External endpoints declared — 26 distinct host(s) · goose/crates/goose-provider-types/src/canonical/catalog.rsrisk surface
•External endpoints declared — 243 distinct host(s) · goose/crates/goose-provider-types/src/canonical/data/provider_metadata.jsonrisk surface
•Egress to a private/loopback host — 127.0.0.1, 0.0.0.0, [::1] · goose/crates/goose-providers/src/openai.rs (CWE-918)risk surface
•External endpoints declared — 11 distinct host(s) · goose/crates/goose-providers/src/openai.rsrisk surface
•External endpoints declared — 6 distinct host(s) · goose/crates/goose/src/acp/mcp_app_proxy.rsrisk surface
⚠LLM03Supply Chainmedium
Vulnerable/compromised dependencies, models or archives in the artifact.
•Vulnerable dependencies — 11 known vulnerabilities in: bincode@1.3.3, instant@0.1.13, opentelemetry_sdk@0.31.0, paste@1.0.15, proc-macro-error@1.0.4, quick-xml@0.36.2, quick-xml@0.37.5, rsa@0.9.10 (CWE-1395)known CVE · -5 pts
⚠LLM07System Prompt Leakagemedium
Secrets, internal hosts or proprietary logic exposed in shipped prompts.
•Internal host / private infrastructure reference — shipped content references a private IP range or internal-only host · goose/CUSTOM_DISTROS.md (CWE-200)risk surface
•Low-confidence secret match — possible: private key (test fixture) · goose/crates/goose-providers/src/api_client.rs (CWE-798)risk surface
•Low-confidence secret match — 3 possible: private-key · goose/crates/goose-providers/src/api_client.rs (CWE-798)risk surface
⚠LLM10Unbounded Consumptionmedium
Unbounded loops/recursion causing DoS or runaway cost.
Enforced at runtime by the gateway (rate limits + spend caps + size caps); static check flags unbounded loops.
•Potentially unbounded loop — an infinite loop (while True / while(1) / for(;;)) may cause runaway consumption · goose/crates/goose-mcp/src/autovisualiser/templates/assets/d3.min.js (CWE-835)risk surface
⚠LLM02Sensitive Information Disclosurelow
Secrets, credentials or PII shipped inside the artifact.
•Low-confidence secret match — possible: private key (test fixture) · goose/crates/goose-providers/src/api_client.rs (CWE-798)risk surface
•Low-confidence secret match — 3 possible: private-key · goose/crates/goose-providers/src/api_client.rs (CWE-798)risk surface
§LLM09MisinformationGovernance
Artifacts designed to produce false/deceptive output.
Detectable only by runtime behavioral evaluation; addressed via responsible-use attestation.
✓LLM04Data and Model PoisoningPassed
Backdoors/poisoning in training data or serialized models.
Behavioral poisoning needs model execution; static check covers unsafe serialization + dataset skew only.
✓LLM08Vector and Embedding WeaknessesPassed
PII or plaintext source leakage in embedding/vector exports.
Embedding inversion/poisoning is largely runtime; static check covers PII in vector exports.
OWASP Machine Learning Security Top 10
⚠ML02Data Poisoninghigh
Poisoned training datasets with triggers or anomalous distributions.
Static check covers trigger phrasing, PII and label skew; full poisoning detection is runtime.
•Prompt-injection phrasing — instruction-subversion language detected · goose/.github/workflows/recipe-security-scanner.yml (CWE-77)risk surface
⚠ML09Output Integrityhigh
Middleware tampering with model outputs in transit.
Gateway enforces TLS + response integrity; static check flags output-rewriting code.
•Suspicious code patterns — destructive rm -rf / · goose/.github/workflows/publish-npm.yml (CWE-78)risk surface
•Suspicious code patterns — pipe-to-shell install · goose/.github/workflows/python-sdk-wheels.yml (CWE-494)risk surface
•Suspicious code patterns — world-writable chmod 777 · goose/.github/workflows/recipe-security-scanner.yml (CWE-732)risk surface
•Suspicious code patterns — OS command execution · goose/CUSTOM_DISTROS.md (CWE-78)risk surface
•Suspicious code patterns — dynamic code execution · goose/crates/goose-cli/src/commands/tui.rs (CWE-95)risk surface
⚠ML06AI Supply Chainmedium
Compromised PyPI/npm packages, typosquats, unsafe serialized models.
•Vulnerable dependencies — 11 known vulnerabilities in: bincode@1.3.3, instant@0.1.13, opentelemetry_sdk@0.31.0, paste@1.0.15, proc-macro-error@1.0.4, quick-xml@0.36.2, quick-xml@0.37.5, rsa@0.9.10 (CWE-1395)known CVE · -5 pts
§ML01Input Manipulation (Adversarial)Governance
Models vulnerable to adversarial perturbations.
Requires runtime robustness evaluation; addressed via publisher robustness attestation.
§ML03Model InversionGovernance
Training data reconstructable from a model's outputs.
Runtime/evaluation property; addressed via model-card data-provenance + DP attestation.
§ML04Membership InferenceGovernance
Determining whether a record was in the training set.
Runtime/evaluation property; addressed via overfitting disclosure + DP attestation.
§ML08Model SkewingGovernance
Models trained on skewed data producing biased output.
Requires fairness evaluation; addressed via model-card bias/limitations disclosure.
✓ML05Model TheftPassed
Unlicensed re-distribution / license-incompatible derivatives.
Static check verifies license declaration; extraction throttling is runtime.
✓ML07Transfer Learning AttackPassed
Backdoored base models / LoRA adapters propagating to derivatives.
Backdoor detection needs behavioral probing; static check covers unsafe serialization + provenance.
✓ML10Model Poisoning (Weights)Passed
Tampered model weight files; integrity must be verifiable.
Static check enforces safe formats + records a content hash for downstream verification.
Other findings (7) · hygiene / uncategorized
•Unrecognized file type — '.?' is not on the allowlist · goose/.devcontainer/Dockerfilerisk surface
•Suspicious network references — suspicious TLD (4 URLs) · goose/.github/workflows/goose-pr-reviewer.ymlrisk surface
•Suspicious network references — raw IP URL (23 URLs) · goose/CONTRIBUTING.mdrisk surface
•Suspicious network references — raw IP URL, suspicious TLD (287 URLs) · goose/crates/goose-provider-types/src/canonical/data/provider_metadata.jsonrisk surface
•Suspicious network references — suspicious TLD (3 URLs) · goose/crates/goose-providers/src/declarative/definitions/iflytek.jsonrisk surface
•Suspicious network references — suspicious TLD (6 URLs) · goose/crates/goose-providers/src/declarative/definitions/iflytek_astron.jsonrisk surface
•Suspicious network references — raw IP URL, suspicious TLD (25 URLs) · goose/crates/goose-providers/src/openai.rsrisk surface
✔ verified source · pinned partial
Check against a policy

The same gate an agent runs before installing (POST /api/v1/trust/goose-dev-agent/check). Click a policy:

Consume Goose programmatically. Authenticate with an API key or session — see Authorize an agent.

# Agents: CHECK BEFORE YOU INSTALL (no auth) — score, grade, level, capability manifest
curl https://ai-supply.store/api/v1/trust/goose-dev-agent

# Gate against your org policy (returns { pass, violations })
curl -X POST https://ai-supply.store/api/v1/trust/goose-dev-agent/check \
  -H "Content-Type: application/json" \
  -d '{"minGrade":"B","denyPermissions":["shell"],"denyUnknownEgress":true}'

# CLI
npx ai-supply add goose-dev-agent

# REST (install → download)
curl -X POST https://ai-supply.store/api/v1/listings/goose-dev-agent/install \
  -H "Authorization: Bearer $AIM_KEY"

# MCP tool
install_listing({ "slug": "goose-dev-agent" })
OpenAPI spec →
vlatest
✓ Security: Safe · 951mo ago

Curated mirror — latest upstream source. See the repository for tagged releases.

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