Skip to main content

A read-only linter and A-F maturity grader for coding-agent harnesses (Claude Code, Codex).

Project description

Harness Scorecard

A read-only linter and A–F maturity grader for coding-agent harnesses. Point it at a Claude Code or Codex setup — Claude Code's hooks, permissions, rules/*.md, agents, and CLAUDE.md, or Codex's config.toml (sandbox, approval policy, trust levels), hooks.json, and AGENTS.md — and it returns a graded scorecard: the overall maturity grade, the specific gaps, and the guards that are missing, each with rationale. The harness type is auto-detected.

"Harness engineering" became a named discipline in 2026 and everyone is assembling harnesses with no way to tell if theirs is any good. The rubric is the product: every check traces to a documented red-team failure mode, not generic advice.

What it looks like

$ harness-scorecard scan examples/sample-harness

Harness Scorecard  v1.0.0
Target: examples/sample-harness   (claude-code)

  GRADE:  F        overall 0.28 / 1.00
  Scored 10 of 10 rubric dimensions (0 specced, pending).

  Capability gates tripped (grade capped):
    - HS-D5-01 caps at C  (Harness config write/read protected)

  D1  Secret protection & credential isolation    0.44  [weight 5]
      [PASS] HS-D1-01  Sensitive credential paths denied for read  [GATE->D]
             All core credential paths are denied for read.
             - covered: ~/.ssh, ~/.aws, ~/.gnupg, 1Password/op, gcloud, .env files
      [FAIL] HS-D1-02  Sensitive-read Bash backstop
             No Bash-level backstop for sensitive reads; deny lists cover only the Read tool.
             fix: Add a PreToolUse Bash hook that re-blocks reads of sensitive files.
      … (+4 more checks)

  D4  Destructive-action & git safety    0.63  [weight 5]
      [PASS] HS-D4-01  Push to protected branch effectively blocked  [GATE->C]
             Push to a protected branch is blocked by the effective floor.
             - hook:git-safety
             - permissions.deny
      [PASS] HS-D4-02  Catastrophic deletion blocked
             Catastrophic deletion is blocked by the effective floor.
             - hook:block-dangerous-cmds
             - hook:dangerous
      [FAIL] HS-D4-03  Destructive DB ops on non-local hosts blocked
             No effective guard against destructive DB operations on non-local hosts.
             - defaultMode=bypassPermissions: autoMode.hard_deny is INERT
             fix: Add a PreToolUse Bash db-guard hook that blocks destructive ops on non-local hosts.
      … (+2 more checks)

  … (+8 more dimensions)

That one line — defaultMode=bypassPermissions: autoMode.hard_deny is INERT — is the whole thesis rendered live: a rich hard_deny block earns nothing because the mode makes it inert. The sample above (examples/sample-harness) is deliberately incomplete to show the findings; run it yourself, or point the tool at your own ~/.claude — a mature harness scores an A.

What makes the grade real

Most config "linters" credit a harness for declaring a rule. This one models the effective enforcement floor. The headline example:

autoMode.hard_deny is inert when permissions.defaultMode == "bypassPermissions".

A naive scorer reads a rich hard_deny block and awards an A. Harness Scorecard reads the mode, discounts the inert block, and grades against what actually fires — permissions.deny globs plus the PreToolUse hooks. See docs/rubric.md for the full model, including capability gates that cap the grade when a critical hole is present (you can't score an A with readable credentials, no matter how many cheap checks pass).

It's honest about its own limits, too. A harness that funnels every guard through one opaque dispatcher script hides its logic from static analysis, so the named-guard checks under-credit it. Rather than silently mark it down, the report emits a caveat — "a low score here may be a static-analysis limit, not a missing guard" — so the grade is never misread as "insecure."

Proven, not asserted

The rubric claims every gated check traces to a real red-team failure mode. That claim is tested, not just stated. examples/redteam/ holds a vulnerable/guarded fixture pair for each of the six capability gates: a plausible, otherwise-strong harness that is missing exactly one guard, beside its fixed twin. tests/test_redteam_corpus.py mechanically asserts that the scorer FAILs the gated check on the vulnerable config (and the gate caps the grade) and PASSes it on the guarded one — so the moat can't quietly rot.

For five of the six, the vulnerable harness scores in the A band on raw signal and is dragged to the cap by that single gate — the cleanest demonstration that the gate, not general weakness, is what bit:

harness-scorecard scan examples/redteam/claude-d4-inert-harddeny/vulnerable   # F/D/C — gate capped
harness-scorecard scan examples/redteam/claude-d4-inert-harddeny/guarded      # A — one guard added

Every config is static and inert; nothing executes. Each ATTACK.md narrates the threat, the gate that catches it, and the one-line fix. This is the moat: not "trust our checklist," but "here is the attack, and here is the proof we catch it."

Usage

# Grade a harness directory (e.g. your ~/.claude)
harness-scorecard scan ~/.claude

# JSON for tooling, plus a self-contained HTML scorecard
harness-scorecard scan ~/.claude --format json --html scorecard.html

# SARIF 2.1.0 for CI / GitHub code scanning, failing the run below grade C
harness-scorecard scan ~/.claude --sarif harness.sarif --min-grade C

--min-grade {A,B,C,D,F} sets the bar (default B). Exit codes: 0 meets the bar · 1 below the bar · 2 no harness found.

Grade your whole machine

fleet grades several harnesses at once and reports the distribution and the worst offender — no fake rolled-up letter (averaging A–F is meaningless). It's the "every agent harness on this box" view:

$ harness-scorecard fleet ~/.claude ~/.codex

Harness Scorecard  fleet  (2 harnesses)

  Grades:  Ax1   Bx0   Cx0   Dx1   Fx0
  Weakest dimension fleet-wide: D9 Memory / provenance hygiene (avg 0.62)
  Worst offender: ~/.codex (D, 0.64)

  GRADE  SCORE  TYPE         WEAKEST    HARNESS
  A      1.00   claude-code  -          ~/.claude
  D      0.64   codex        D9 0.25    ~/.codex

Pass any paths or globs (fleet ~/.claude ~/Projects/*/.claude); each harness is graded with its own auto-discovered policy. --min-grade (default B) exits non-zero if any harness is below the bar — drop it in CI to keep a whole team's harnesses above a floor.

Grade badge

Emit a flat SVG badge (colored A green → F red) for a harness repo's README, then regenerate it in CI so it can't drift from reality:

harness-scorecard scan ~/.claude --badge harness-grade.svg
![harness grade](harness-grade.svg)

Track drift over time

diff compares two scorecards and reports what changed — which checks flipped, which dimension scores moved, and whether a capability gate newly trips. Each argument is either a live harness directory or a saved JSON report (scan --json), so the same command covers a CI regression gate, a before/after audit, or drift between two snapshots:

# Record a baseline, then later fail if the harness grade regresses below it
harness-scorecard scan ~/.claude --json baseline.json
harness-scorecard diff baseline.json ~/.claude          # exit 1 if the grade dropped

# Compare two saved snapshots, machine-readable
harness-scorecard diff old.json new.json --format json

Exit codes: 0 no regression (same or better grade) · 1 grade regressed · 2 invalid input. Gate and dimension moves are reported for context; the letter grade is what fails the gate.

Accept known gaps with a policy file

Drop a .harness-scorecard.toml in the harness directory (or pass --policy) to record decisions the grader should respect — always surfaced in the report, never silently hidden:

[[waiver]]
check = "HS-D1-03"
reason = "Write-time secret scanning is handled by pre-commit, outside the harness."

[dispatcher]
credits = ["HS-D4-03"]   # checks an opaque dispatcher enforces but static analysis can't see

A waiver excludes a finding from the grade (and suppresses its gate cap) but lists it as [WAIV] with the reason; a stale waiver is flagged, not dropped. The dispatcher manifest upgrades a declared check from FAIL to PARTIAL — half credit, "declared, not statically verified." See examples/harness-scorecard.toml.

GitHub Action

Grade your harness in CI and upload the findings to code scanning:

- uses: saagpatel/harness-scorecard@v1
  with:
    path: .claude
    min-grade: B

The action writes SARIF and uploads it (requires security-events: write) even when the grade fails the build, so findings always reach code scanning. Commit a baseline.json and pass baseline: to also fail the job on any grade regression — a PR that weakens the harness can't merge:

- uses: saagpatel/harness-scorecard@v1
  with:
    path: .claude
    baseline: .github/harness-baseline.json   # fail if the grade drops below this

A complete workflow — permissions, weekly scheduling, SARIF upload — is in examples/github-workflow.yml.

Guarantees

  • Read-only. It never writes to the harness it audits.
  • Privacy-preserving. All output redacts secrets, tokens, emails, and absolute home paths. Nothing leaves the machine.
  • Dependency-free runtime. The scorer ships stdlib-only — a tool that grades supply-chain hygiene should carry the smallest surface itself.

Scope (v1)

Implements all ten rubric dimensions end-to-end for both Claude Code and Codex: secret protection, egress/exfiltration control, tool-surface & inbound-injection defense, destructive-action & git safety, harness self-protection & integrity, verification gates, subagent isolation & governance, recovery/rollback safety, memory/provenance hygiene, and observability/audit trail (the critical gated trio is D1/D4/D5). Each harness has its own adapter and check suite over the shared scoring engine; the bypass-aware effective floor maps to Codex's sandbox_mode = "danger-full-access" + approval_policy = "never" just as it does to Claude Code's bypassPermissions. The rubric is versioned and emitted in every report.

Development

uv sync --frozen                                      # install dev tooling from the lockfile
uv run --no-sync python -m unittest discover -s tests # tests (stdlib runner, zero extra deps)
uv run --no-sync ruff check src/ tests/               # lint
uv run --no-sync ty check src/                        # type check

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

harness_scorecard-1.4.0.tar.gz (54.0 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

harness_scorecard-1.4.0-py3-none-any.whl (75.8 kB view details)

Uploaded Python 3

File details

Details for the file harness_scorecard-1.4.0.tar.gz.

File metadata

  • Download URL: harness_scorecard-1.4.0.tar.gz
  • Upload date:
  • Size: 54.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.11.13 {"installer":{"name":"uv","version":"0.11.13","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"macOS","version":null,"id":null,"libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}

File hashes

Hashes for harness_scorecard-1.4.0.tar.gz
Algorithm Hash digest
SHA256 bcff20e562009c427c540b2e44c4916035d68b8ecf7894ed94ba4f4dc6631b13
MD5 3de970c0792d2ad4aba0a0f97472e23f
BLAKE2b-256 ffe43ccd5a86fca2690c5bc80c1c09b1638e2723bc0c58cd28020d4e1460ca9a

See more details on using hashes here.

File details

Details for the file harness_scorecard-1.4.0-py3-none-any.whl.

File metadata

  • Download URL: harness_scorecard-1.4.0-py3-none-any.whl
  • Upload date:
  • Size: 75.8 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.11.13 {"installer":{"name":"uv","version":"0.11.13","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"macOS","version":null,"id":null,"libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}

File hashes

Hashes for harness_scorecard-1.4.0-py3-none-any.whl
Algorithm Hash digest
SHA256 cfbf827ccbaab57540af74363ddbfa66a0506a4c55dcb397b93ae50ae3f12875
MD5 3821f53a0cd98db34798fe02c82adcdc
BLAKE2b-256 a1ce920eee53da8b32461ba58950833d54ba51c3f5dff88d495d01222b93dea9

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page